Comparison between thermal models across the Middle Magdalena Valley, Eastern Cordillera, and Eastern Llanos basins in Colombia
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Mauricio A. Bermúdez
, Gleubis Belén Silveira Moreno
Abstract
In this research, we compared thermochronological and traditional one-dimensional thermal models across the Middle Magdalena Valley (MMV), Eastern Cordillera, and Eastern Llanos Basins in Colombia. These models allow us to relate cooling/heating histories to exhumation events, subsidence, fault activities, and fluid flow. The Eastern Cordillera and Eastern Llanos Basins are discriminated as prospective zones for hydrocarbon (HC) generation. The De Armas Syncline at the MMV basin shows high thermal maturity (127°C), describing rocks completely depleted in terms of HC generation. The eastern zone of this syncline is buried until it reaches temperatures above 150°C. The contrast between thermal models in the Eastern Cordillera basin suggests a possible sediment supply scenario from the west to the east of the Soapaga Fault. In the Eastern Llanos basin, the thermal histories between both models explain the latest uplift and sediment supply processes from the hinterland zone of the Eastern Cordillera to the foothill zone of the Eastern Llanos basin. In terms of thermal evolution, the three basins are different, reaching different levels of burial and HC maturity. However, in terms of cooling events related to exhumation, the basins have similarities as they are controlled by the mountain building of the Eastern Cordillera of Colombia.
1 Introduction
A petroleum system encompasses hydrocarbon (HC) source rocks, reservoirs, seals, and overburdens, as well as processes involved in petroleum generation, migration, and accumulation [1,2,3,4]. Basin and petroleum system modeling (BPSM) involves analyzing geological, geophysical, and geochemical parameters to simulate the burial history of a sedimentary basin using a forward modeling approach over time. This includes aspects like sediment compaction and the resulting decrease in porosity, as well as the temperature, heat flow history, and maturation of organic materials [5,6]. Thus, BPSM can be used to model burial and thermal histories that include temperature changes over time, which help to understand the processes of HC generation and expulsion. The fundamental principles of basin modeling are detailed in the studies of Dembicki [7], Peters et al. [1], and various other sources cited here.
In addition, BPSM can use low-temperature thermochronological methods such as fission-track or (U-Th)/He in apatite and/or zircons; these tools are well established for HC exploration and are widely used to validate, refine basin models, and reduce the uncertainty about the presence, volume, and location of HCs [8]. Given that the source-rock maturity data contain no timing information, the refined model of the basin using low-temperature thermochronologic provides information about the onset, rate, and duration of rapid cooling or exhumation. The combination of thermochronological tools with complementary techniques such as the total organic carbon (TOC) content, hydrogen index (HI), fluid inclusions, and thermal maturity level (%Ro) allows delineation of those areas where timing relationships are most favorable for the accumulation of HCs [9].
The burial history reconstruction based on BPSM and low-temperature thermochronology is truly useful to understand regional tectonics [10,11,12] as it permits discrimination of different episodes of basin inversion [13], regional uplift and exhumation/erosion [12,13], heating resulting from the circulation of hot fluids [8,14], and the role of igneous intrusions [15]. Thermochronological methods have been employed globally as valuable tools for petroleum exploration, especially in basin modeling studies [9]. Gao et al. [16] illustrated how the integration of low-temperature thermochronology with apatite fission-track (AFT) and (U-Th)/He dating (AHe) increases the precision to reconstruct the thermal history of the southern part of Ordos Basin in central China, calculate exhumation rates, and analyze the tectonic evolution of the basin. This allowed them to obtain more precise results than the initial studies of the basin, where the thermal history models were based only on vitrinite data. According to the study of Peyton and Carrapa [17], in the past, thermochronological data were underutilized and, therefore, the petroleum system models could not be refined. They suggest that new models based on low-temperature thermochronology are more robust, and hence thermochronology can be added to the explorationist’s toolbox.
Thermal models can be affected by different processes [18,19,20], such as: erosion and sedimentation, thermal gradient perturbations, tectonics, faulting, magmatism, type of regime (extension and/or compression), changes in topography, and hydrothermal fluid flow [14,19,21,22]. In the study of Ehlers [22], guidelines for assessing the influence of crustal thermal processes’ thermochronometry data are provided. Ehlers [22] recommends compiling for the study area the following information: (1) surface heat-flow determinations to determine spatial variation in the present day thermal field; (2) thermo-physical properties (e.g., thermal conductivity, heat production, etc.) for existing lithologies; (3) discriminate dominant thermal processes; and (4) assess whether variations in the crustal thermal field over time have affected the thermal history of samples.
HC generation within source rocks may contribute to the development of overpressure, which plays a role in the formation of detachments and the deformation of sedimentary layers [23]. This deformation, particularly through large-scale overthrusting, can result in tectonic-driven burial, further contributing to overpressure. This, in turn, has a significant impact on the petroleum system. In fold-thrust belts, a comprehensive understanding of both the tectonic and petroleum systems is essential to discriminate the possible interplay between faulting, folding, and fluid geochemistry, which can be highly complex and interdependent. Structural restorations together with basin modeling techniques and thermokinematic modeling, along with the integration of thermochronological data, are of vital importance for distinguishing the relationship between faulting, deformation, burial, and tectonic loading over time [24]. With the global increase in thermochronological databases around the world [25] and the combination of the aforementioned models, it is possible to analyze the temporal evolution of the petroleum system and its relationship with tectonics. In contractional systems, this approach has been used to understand basins in various regions of the world, such as the Teton Ranges in Wyoming, USA [26], the Himalayas [27,28,29], Caribbean Mountains [30], and the Andes [31,32,33], among others.
Over the past few decades in Colombia, a considerable amount of thermochronological data have been generated around petroleum basins and in surrounding orogens. Although various authors [34,35,36,37], among others, have made significant efforts to develop new models of the petroleum system using these data, other users within the petroleum industry often discard thermochronological data due to their complexity or a lack of familiarity with these methods. This study focuses on three Colombian different basins: (1) De Armas Syncline at the Middle Magdalena Valley basin (MMVB), (2) Soapaga Block at the Eastern Cordillera basin, and (3) the Nunchía Syncline at the Eastern Llanos foreland Basin (Figure 1). We combined traditional and thermochronological data models to discriminate the timing of dominant episodes of heating and cooling that have affected these sedimentary basins. Also, to obtain a more thorough understanding of thermal and tectonic evolution in the analyzed sedimentary basins of Colombia. Our intention is to demonstrate that when traditional petroleum system modeling is combined with thermal histories derived from thermochronology, it is possible to gain a deeper understanding of the evolution of the petroleum system in some basins in Colombia.

Location map of the modeled areas. ESFS – Espiritu Santo Fault systems; BSMF – Bucaramanga Santa Marta Fault systems; BSFS – Bituima and La Salina Fault systems; GF – Guaicáramo Fault; SM – Serranía de la Macarena; VA – Vaupés Arch; PM – Precambrian metamorphic rocks; SL – Serranía de San Lucas; CC – Central Cordillera basement; GFB – Girardot fold belt.
2 Geological framework
2.1 Regional geology
2.1.1 MMVB
It is located between the Central and Eastern Cordilleras (Figure 1) and bound by the Espíritu Santo Fault systems (north), Bucaramanga–Santa Marta (northeast), Bituima and La Salina (southeast), the Girardot folded belt (south), and Neogene sediments over the Serranía de San Lucas and the Central Cordillera (west). Its sedimentary cover ranges from the Jurassic to the present. The tectonic evolution of the MMV began with the formation of a supra-continental graben in the Jurassic, with normal faults and tectonic subsidence, allowing the deposition of continental sediments (Bocas, Jordan, Girón, and Los Santos Formations). At the beginning of the Cretaceous, a regime of extensional tectonics caused normal faults and a transgression until the Tertiary (Lisama Formation). During this phase, intermediate and basic intrusions, pyroclastic intercalations, and dacite porphyry formation occurred, extending until the Paleocene [38].
The main fold in the MMVB is the De Armas Syncline with an SSW-NNE orientation, which is considered a tight and asymmetric structure; while its western flank has dips between 18° and 30° to the northwest; the eastern flank mainly has dips from 40° to 60° to the southeast. The area is intersected by various fault systems, among which the most notable are Espiritu Santo, Santa Marta–Bucaramanga, and La Salina Faults. The Espíritu Santo is a strike-slip fault with N30E orientation and with an extension of 90 km long, and the main lineation is affected by a tertiary erosion surface [39]. The Santa Marta–Bucaramanga Fault, which is 550 km long, is a system constituted by two strike-slip faults with left-lateral movement; its orientation is N20W [40,41]. The La Salina Fault is considered a reverse fault system with a dextral strike-slip component, causing subsidence in the NE part of the MMV and serving as a boundary for the basin [38].
2.1.2 Eastern Cordillera Basin
The Eastern Cordillera Basin is located between the MMV and Eastern Llanos Basins (Figure 1), bound by the Guaicáramo Fault to the east and the Bituima and La Salina Fault systems to the west. It extends from the Quetame Massif in the south to the Perijá Range in the north, composed of rocks ranging from Proterozoic to Cenozoic ages. It has sporadic igneous bodies in the northeast and southwest. Since the Eocene, the basin has undergone folding and fracturing, shaping its current geomorphology. It is characterized by folds and faults along the eastern belt, influencing the stratigraphic arrangement. Of these folds, the most important are the following: Arcabuco Anticline composed of Jurassic sedimentary rocks, including the Palermo, Montebel, and Russia Formations [42], controlled by the Boyacá Fault. The Los Cobardes Anticline constituted of Jurassic sedimentary rocks [43] is bound to the east by the Zapatoca Fault and to the west by the El Ramo Fault [44]. The Farallones Anticline, composed of Paleozoic units [36], seems to be influenced by the ancestral Guatiquía Graben, with its formation particularly affected by the inversion of the Servitá Fault. The axis of this fold is parallel to both the Servitá Fault and the San Juanito Fault. Consequently, its origin could be attributed either entirely to inversion or to an extensional rollover that was subsequently enhanced by contraction [35]. The Guavio Anticline was formed by overlapping Miocene–Pliocene fault-bend folds and inversion of the Guaicáramo normal fault [45]. This anticline involves Carbonera, Barco, Los Cuervos, and Mirador geological formations [36]. The San Antonio Anticline with an extent that does not exceed 20 km is located at the Soapaga Block. This anticline that involves rocks of the Guadalupe Formation is considered a symmetrical narrow fold, with an axis oriented NNE-SSW, truncated both to the north and south by minor faults, and located to the east of the Betéitiva Syncline. The latter is located on the footwall of the Soapaga Fault, preserving a thick sequence of tertiary sediments [46]. The main faults in this area are the Soapaga Fault and the Boyacá Fault. The Soapaga Fault is a regional reverse fault trending NNE-SSW, forming the eastern edge of the Floresta Massif. In contrast, the Boyacá Fault is a structure trending NNE-SSE, forming the western edge of the Floresta Massif. However, apparently both faults are related to the horse-tail termination of the Bucaramanga Fault [42,46,47,48,49]. For the study of Velandia and Bermúdez [50], these faults are captured by the southern termination of the Santa Marta–Bucaramanga Fault.
2.1.3 Eastern Llanos Basin
The Eastern Llanos Basin is located between the Eastern Cordillera Basin to the west, bound by the Guaicáramo Fault System, and the Guayana Shield to the east (Figure 1). To the north, it borders the Barinas Basin and to the south with the Macarena Range and the Vaupés Arch (VA). This basin comprises rocks ranging from Proterozoic to Holocene ages. The tectonic evolution begins from the Paleozoic with the occurrence of marine deposits and normal faults. During the Mesozoic, continued opening with Jurassic–Triassic deposits in the Arauca Graben and marine sediments due to sea-level rise, which marked the beginning of a transpressive regime by subduction of the oceanic crust, leading to the uplift of the Central Cordillera and movements in the Cusiana–Tamara Fault [51]. In the Cenozoic, compressive forces uplifted the Central Cordillera, forming the mega-forearc basin, fragmenting it, and causing inversion in the Eastern Cordillera Basin and flexural subsidence in the Eastern Llanos Basin with continental sediment deposits. The Eastern Cordillera Basin is considered a sediment source for the Eastern Llanos Basin at the end of the Paleogene [52]. The Eastern Llanos Basin presents fold and fault structures primarily developed by Andean cycle tectonics.
Some representative structures of the Eastern Llanos Basin are the following: the Nunchía Syncline is an elongated structure trending N20°E with inclined flanks of 10–15°, affected by the Yopal or Pajarito Fault to the east and the Guaicáramo Fault to the west [52]. The Pajarito Fault is a regional reverse fault whose average direction is N25°E, with a fault plane to the west. The Monterralo Anticline is one of the most developed folds in terms of amplitude and structural relief, with an NE-SW trending axis, southeast-verging asymmetry, and a double plunge [53]. The most important faults for the sector studied are the following: Guaicáramo Fault is a thrust faults’ system forming the border of the Eastern Cordillera, have a general orientation of N40°E dipping into the NW in a compressive stress regime, and is affected by morphodynamic processes. The Yopal Fault is a reverse fault that bounds the foothills with the plain; its fault plane is sub-vertical, slightly inclined to the west, and cut by small strike-slip faults. This lineament affects the alluvial fans at the edge of the cordillera. For the Eastern Llanos Basin, the geological units encompass Paleocene (Los Cuervos), the Eocene Mirador, Eocene to Miocene Carbonera Formations, the Miocene León Formation, and the Miocene to Pliocene Guayabo Formation.
2.2 Stratigraphy of analyzed basins
When examining the stratigraphic framework of the Eastern Cordillera, it has paramount importance to also consider the adjacent hinterland and foreland provinces. Focusing on the geological records of three key basin sectors – the MMV Basin, the axial Eastern Cordillera Basin, and the Llanos Basin – it is possible to find valuable insights into their common and differing stratigraphic histories (Figure 2).
2.2.1 MMVB
The MMVB is filled with Mesozoic and Cenozoic successions that range from 2 to 10 km in thickness. The sequence encompasses both marine and nonmarine deposits and overlies a Proterozoic-to-lower Paleozoic basement [54]. Overlying the sparse Jurassic syn-rift deposits, the Mesozoic sequence primarily consists of sandstones, limestones, and mudstones, which reflect a widespread marine transgression. This period was later followed by a marine retreat, leading to the deposition of nonmarine strata during the Cenozoic era [55].
A regional unconformity [38,55,56,57,58] separates the MMVB into two distinct sequences. The lower sequence is made up of deformed and eroded rocks from the Paleocene and older periods, with its thickness increasing toward the east, reaching up to 2,500 m at the border with the Eastern Cordillera. Above this, the overlying sequence consists of relatively undeformed units, ranging from the Middle Eocene to the Neogene, which rest unconformably on the lower sequence.
The stratigraphic subdivision of the MMVB includes, from the oldest to the youngest, the Umir, Lisama, La Paz, Esmeraldas, Mugrosa, and Colorado Formations, followed by the Real Group and the Mesa Formation. Additional minor unconformities are likely caused by tectonic deformation related to the evolution of the Central and Eastern Cordilleras [38,57,59,60]. The La Paz, Esmeraldas, Mugrosa, and Colorado Formations were deposited in a fluvio-alluvial environment. The fluvial sequences are the most extensive deposits, consisting of coarse detrital sediments forming channel belts interlayered with fine-grained floodplain and overbank sediments [38,57,61,62]. Locally, thin lacustrine floodplain sequences have also been reported. The La Paz Formation was mainly deposited by a braided fluvial system, the Esmeraldas and Mugrosa Formations by meandering streams, and the Colorado Formation by a mix of meandering and braided fluvial systems.
2.2.2 Eastern Cordillera Basin
This basin presents a stratigraphic sequence that spans from the Paleozoic to the Cenozoic. During the Paleozoic, the Eastern Cordillera Basin was dominated by sediments of marine origin [63]. The crystalline basement is overlain by coarse-grained, nonmarine deposits, typically composed of sandstone and conglomerate, along with associated volcaniclastic materials, dating from the Middle/Late Jurassic to Early Cretaceous (Girón Group). The Lower Cretaceous marine sequence, consisting mainly of clastic facies with subordinate carbonate layers, directly overlies isolated Jurassic deposits or crystalline basement (Tibasosa Formation) [42,64]. Further up in the sequence, an Upper Cretaceous to Cenozoic clastic series records the shift from marine to nonmarine deposition, along with rapid accumulation during the period of Andean shortening and thermal subsidence [65,66]. Extended sandstone facies of Campanian, Maastrichtian, and Early Paleocene age (Guadalupe Group and Guaduas Formation) are distributed across the Eastern Cordillera and its margins [63]. The Maastrichtian to lower Paleocene Guadalupe Group and Guaduas Formation are part of a regionally extensive sandy interval that marks the final marine to nonmarine transition in the region. In the axial Eastern Cordillera, these sandstones are overlain by a mixed assemblage of fluvial and lacustrine sandstone, mudstone, and subordinate conglomerate, comprising the Paleocene Socha (Bogotá) Formation, the lower to middle Eocene Picacho (Regadera) Formation, and the upper Eocene to Oligocene Concentración (Usme) Formation. The absence of Miocene and younger deposits is thought to reflect a history of non-deposition during the Andean uplift, rather than deposition, followed by subsequent erosional removal [63].
2.2.3 Eastern Llanos Basin
Four tectonic events are recorded in the Nunchia Syncline area, controlling deposition and sedimentary environments: “pre-rift,” “syn-rift,” “post-rift,” and positive tectonic inversion. In the “pre-rift” deposits, quartz arenites with intercalations of Paleozoic shales from the Farallones Formation are found [67]. The “syn-rift” deposits are represented by the Macanal, Las Juntas, and Fómeque Formations. These formations are mainly composed of gray shales and siltstones, quartz arenites with shale intercalations, and shales with intercalations of biomicrites and biosparites [67,68]. Locally, these rocks are intruded by metamorphosed basic rocks in the Pajarito area [69].
The “post-rift” sequence begins in the Albian and extends to the Maastrichtian, where the Une, Chipaque, Guadalupe, and Guaduas Formations were deposited [66]. The Une Formation consists of gray quartz arenites with intercalations of coarse sand and thin layers of shales [70]. Stratigraphically ascending, mudstones and siltstones with sporadic lenses of fine sand with glauconite, bioturbation, and phosphatic remains are found in the so-called Chipaque Formation [68]. Overlying this formation is the Guadalupe Formation, composed of fine-grained phosphatic quartz arenites interbedded with mudstones, shales, and cherts. The last formation in the sequence is the Guaduas Formation, which consists of gray mudstones with coal layers and fine-grained quartz arenites. This formation shows erosion towards the east of the foreland basin [68,71].
Shallow marine to continental sediments during the Cenozoic indicate the shallowness of the basin and the record of the uplift of the Eastern Cordillera [72]. A basin inversion begins with systems migrating the north and east during the Paleocene (Barco and Los Cuervos Formations), west during the Middle Eocene (Mirador Formation), east during the Oligocene (lower part of the Carbonera Formation), and east during the Miocene (Guayabo Formation) [73].
3 Methods
Petroleum system one-dimensional (1D) models include key elements for evaluating HC generation, migration, and accumulation in a sedimentary basin. These elements include the quality and quantity of the present organic matter: TOC content, HI, and thermal maturity level (%Ro). They also include the use of wells, depositional age, sedimentary formation thickness, density of rocks, surface porosity, compressibility, thermal conductivity, heat capacity, heat production, and geochemical parameters, among others. Table 1 summarizes the thermophysical, porosity, and compressibility parameters used in the 1D thermal history modeling. Tables S1–S3 summarize the geochemical data used in this work during the traditional modeling. For models based on thermochronology, we employed thermochronological ages (apatite fission-track (AFT) or apatite (AHe) and zircon (ZHe) (U-Th)/He) and kinetic data that provide information about the temperature reached by the mineral. In particular we used: mean confined fission track length (MTL), fission track etch pitch (Dpar), or apatite composition (hydroxyapatite, fluorapatite, chlorapatite, etc.), which was deduced from the mineral’s chlorine percentage. This allowed analyzing how the thermal history was recorded in these minerals.
Thermophysical, porosity, and compressibility parameters of rocks used during the thermal modeling
Lithology | Density (kg/m3) | Surface Porosity | Compressibility | Thermal Conductivity (W/mK) | Heat capacity (J/kg K) | Heat production (W/m3) |
---|---|---|---|---|---|---|
Conglomerate | 2,300 | 0.34 | 0.000395 | 3.43 | 920 | 8.00 × 10−7 |
Sand | 2,700 | 0.38 | 0.000395 | 3.6 | 780 | 9.00 × 10−7 |
Silt | 1,600 | 0.42 | 0.000395 | 3.36 | 300 | 2.10 × 10−6 |
Clay | 1,700 | 0.55 | 0.0009 | 2.57 | 1,381 | 1.40 × 10−6 |
Limestone | 2,900 | 0.28 | 0.00079 | 3.08 | 840 | 1.40 × 10−6 |
Dolomite | 2,800 | 0.28 | 0.00079 | 3.55 | 700 | 1.40 × 10−6 |
Marl | 2,240 | 0.3 | 0.00079 | 2.54 | 890 | 1.40 × 10−6 |
Anhydrite | 2,960 | 0.05 | 1.00 × 10−20 | 3.6 | 890 | 1.25 × 10−6 |
Halite | 2,170 | 0.05 | 1.00 × 10−20 | 3.5 | 890 | 1.25 × 10−6 |
Coal | 1,510 | 0.05 | 1.00 × 10−20 | 0.2 | 1,262 | 1.25 × 10−6 |
Water | 1,000 | 0 | 0 | 0.598 | 4,186 | 1.25 × 10−6 |
Generally, for thermal modeling from thermochronological data, two software tools are used: HeFTy [74] and QTQt [75], which performed time–temperature trajectory simulations using Monte Carlo or Markov chain methods, predicting a density function on these histories and observing whether it matches, for example, the fission-track length (FTL) distribution or the observed cooling age. %Ro can be introduced as an independent parameter to improve the models.
According to the aforementioned details, we used three different software tools in three phases: for phase (1), the Genesis software tools [76] were implemented to generate traditional 1D petroleum system models of three pseudo wells (Figure 3) representative of each study area [77]. For this modeling, information associated with regional geology, chronostratigraphic charts, seismic interpretation, and geochemistry available in the literature for each basin was used. For 1D thermal models using thermochronology, inverse modeling of low-temperature systems of a set of samples (Figure 3) was performed in phase (2) using HeFTy and QTQt software.

Location map of modeled samples in each area.
Thermal histories of two samples in each area were modeled. For the MMVB, the samples correspond to the Umir and Lisama Formations (Figure 3). AFT and vitrinite reflectance data were taken from the study of Sánchez et al. [78]. For the Eastern Cordillera Basin, the samples correspond to the Une and Lower Socha Formations (Figure 3). The data were taken from studies of Mora et al. and Silva et al. [35,79]. For the Eastern Llanos Basin, the samples correspond to the Los Cuervos Formation, distributed in the eastern and western zones of the Guaicáramo Fault (Figure 3). The data were taken from the study of Mora et al. [35].
For all software tools, thermochronological ages such as AFT, AHe and ZHe and vitrinite reflectance data (%Ro) were compiled. Kinetic data like Dpar and FTL measurements were used. Runs were performed by setting initial parameters and boundary conditions for each area. Models were iteratively optimized based on simulation feedback to improve the fit with real data.
In HeFTy, the “Goodness of Fit” (GOF) statistical parameter was used to verify the closeness between observed and predicted data. In QTQt, the likelihood function (LL) was analyzed. The best models were those with a GOF close to 1 in HeFTy and the lowest possible LL in QTQt.
Based on the results obtained from the modeling phases (1) and (2), phase (3) was carried out. This last consisted of a comparative analysis between 1D thermal models based on thermochronological and traditional models of different areas. This analysis relates cooling–heating phases to erosive events, fault influence, and fluid flow in the evaluated basins. In this sense, it highlights the importance of combining different models to obtain a wider understanding of thermal and tectonic evolution in the analyzed sedimentary basins of Colombia.
3.1 Model’s setup
As input parameters for the modeling of each pseudo-well in Genesis, the thickness, age, and lithological composition of each formation were included. The occurrence of each geological event associated with hiatuses, deposition, and/or erosions recorded in the chronostratigraphic charts of each basin was also discriminated against. Additionally, the geochemical data of the units defined as source rocks are taken into consideration.
For HeFTy and QTQt, we supposed a pre-depositional history of cooling, then we incorporated as condition the depositional age with an error of 10 Ma and temperatures between 15 and 55°C; for each geological formation, fission-track ages, lengths, vitrinite, AHe and ZHe data were also incorporated if they are available. In each program, it is possible to include “constraints,” which is the knowledge about cooling and/or heating episodes. Generally, these constraints are related to the exhumation/burial process reported in the literature [80]. After the deposition age, we assumed continuous heating pulses until the fission-track age considering an error, which was used as a reference since it represents the age of the last event where the rock passes through the PAZ (60–100°C). Then, a phase or successive phases of cooling were added depending on the study area. Also, we left out the possibility of the model freedom to choose the best time–temperature trajectory without using boxes; however, some authors [81] suggest doing a study of sensitivity of the data to the imposed boxes. Table 2 summarizes the main constraints used during thermal modelling:
Main constraints assumed during HeFTy and QTQt modelling
Event | Temperature |
---|---|
Pre-depositional age | Below 120°C |
Depositional age ± 20 Ma | 20–40°C |
Continuous heating until the fission-track age | At the fission-track age, we add a box between 60 and 100°C |
Phases of cooling/heating reported in the area | Depends on the thermochronometer/geothermochronometer reported in the literature [80]. |
4 Results
4.1 1D modeling in Genesis
4.1.1 MMVB (De Armas Syncline zone)
According to Sánchez et al. [78], the De Armas Syncline is part of the “hanging wall” zone of the La Salina Fault, characterized by the presence of gentler folds and minimal surface expression of significant faults (Figure 4). This zone has three deformation stages: the first from 45 to 30 Ma, the second from 18 to 12 Ma, and the third from 12 to 3 Ma. To contrast the interpretation of the mentioned study with petroleum system modeling, the Armas-1 pseudo-well was modeled, covering units from the Jurassic to the Lower Cretaceous.
![Figure 4
Structural section with the location of the Armas-1 pseudo-well in the De Armas Syncline, at the MMVB. Source: Modified from Sánchez et al. [78]. In this figure: OS, AS, CA and VS are Opón Syncline, Armas Syncline, Cobardes Anticline, and Vélez Syncline, respectively. FT: Frontal thrust, UT: Upper backthrust, LT: Lower backthrust and LSF: La Salina Fault.](/document/doi/10.1515/geo-2022-0725/asset/graphic/j_geo-2022-0725_fig_004.jpg)
Structural section with the location of the Armas-1 pseudo-well in the De Armas Syncline, at the MMVB. Source: Modified from Sánchez et al. [78]. In this figure: OS, AS, CA and VS are Opón Syncline, Armas Syncline, Cobardes Anticline, and Vélez Syncline, respectively. FT: Frontal thrust, UT: Upper backthrust, LT: Lower backthrust and LSF: La Salina Fault.
As a result of the thermal model applied for calibration, a current heat flow of 60 mW/m² was obtained (Figure 5a). Additionally, a vitrinite reflectance (%Ro) of 42% and a temperature of 162°C at the final depth were recorded (Figure 5b and c).

Results of calibration of the thermal model for the Armas-1 pseudo-well: (a) temperature and heat flow versus depth (m), (b) vitrinite %Ro versus depth (m), and (c) temperature versus depth (m).
The subsidence model for the study area shows sedimentation rates ranging between 1,870 and 11,070 m associated with temperatures oscillating between 25 and 234°C. The highest sedimentation rate related to a greater heating phase is observed during the Miocene, followed by a cooling phase starting at 6 Ma (Figure 6a and b). The relationship between the burial history (Figure 6a), thermal maturity (Figure 6b), and transformation rate (Figure 6c) shows a temperature increase from the Lower Cretaceous. The onset of oil window is highlighted from the Upper Cretaceous, reaching high temperatures with vitrinite reflectance (%Ro) values exceeding 2% (Figure 6c). In contrast to thermal maturity, transformation rates of 100% can be seen, describing facies in this zone that are completely depleted due to high thermal maturity (Figure 6d).

Relationships between (a) burial history, (b) thermal maturity, (c) vitrinite %Ro, and (d) hydrocarbon transformation rate (%) across the Armas-1 pseudo-well, for the MMVB.
4.1.2 Eastern Cordillera Basin (Soapaga Fault zone)
According to the UPTC – ANH (2021) study, the area is characterized by synclinal and anticlinal structures with NE-trending axes cut by reverse faults located to the east of the Soapaga Fault. The most important structures in this sector are associated with the Betéitiva Syncline and the San Antonio Anticline. To contrast the interpretation of the aforementioned study with petroleum system modeling, the Bolívar-P1 pseudo-well was modeled, covering units from 110 Ma (Tibasosa Formation) to the Neogene (Picacho Formation; Figure 7).

Seismic interpretation with the location of the Bolívar-P1 pseudo-well in the Soapaga Fault zone, axial zone of the Eastern Cordillera Basin.
As a result of the thermal model applied for calibration, a current heat flow history of 62 mW/m² was obtained (Figure 8a). Additionally, a vitrinite reflectance (%Ro) of 1.3 and a temperature of 127°C at the final depth were recorded (Figure 8b and c).

Results of the calibration of the thermal model for the Bolívar-P1 pseudo-well: (a) temperature and heat flow versus depth (m). (b) Vitrinite %Ro versus depth (m), and (c) temperature versus depth (m).
The subsidence model for the study area shows sedimentation rates ranging between 202 and 4,192 m and temperatures oscillating between 12 and 127°C. The highest sedimentation rate is observed during the Neogene (Figure 9a and b). The relationship between the burial history, thermal maturity, and transformation rate shows a temperature increase from the Paleocene. The onset of the oil window is evident from the Eocene for the Tibasosa Formation and from the Oligocene for the Chipaque Formation (Figure 9c). In contrast to thermal maturity, transformation rates of 90% for the Tibasosa Formation and 61% for the Chipaque Formation are observed, describing facies in this zone with the capacity to generate HCs (Figure 9d).

Relationships between (a) burial history, (b) thermal maturity, (c) vitrinite %Ro, and (d) hydrocarbon transformation rate (%) across the Bolívar-P1 pseudo-well.
4.1.3 Eastern Llanos Basin (Nunchía Syncline zone)
The Nunchía Syncline corresponds to the foothill area located between the Guaicáramo Fault and the Yopal Fault (Figure 10) [37]. According to the geological evolution model, two deformation stages were defined for this area: the first from the Late Eocene to the Early Miocene (approximately 35–21 Ma) and the second from the Pliocene to the present (approximately 5–0 Ma). To contrast the interpretation of that study with petroleum system modeling, the Nunchía-1 pseudo-well was modeled, covering units from 110 Ma (Las Juntas Formation) to the present.
![Figure 10
Structural section of the Nunchía Syncline with the location of the Nunchía-1 pseudo-well in the foothill area. Codes: FF-G1-A11-30, FF-G1-28-58 and FF-G1-28-56 correspond with AFT samples taken from [37].](/document/doi/10.1515/geo-2022-0725/asset/graphic/j_geo-2022-0725_fig_010.jpg)
Structural section of the Nunchía Syncline with the location of the Nunchía-1 pseudo-well in the foothill area. Codes: FF-G1-A11-30, FF-G1-28-58 and FF-G1-28-56 correspond with AFT samples taken from [37].
As a result of the thermal model applied for calibration, a current heat flow history of 50 mW/m² was obtained (Figure 11a). Additionally, a vitrinite reflectance (%Ro) of 1.5 and a temperature of 152°C at the final depth were recorded (Figure 11b and c).

Results of calibration of the thermal model for the Nunchía-1 pseudo-well: (a) temperature and heat flow versus depth (m), (b) vitrinite %Ro versus depth (m), and (c) temperature versus depth (m).
The subsidence model for the study area shows sedimentation rates ranging between 172 and 7,312 m and temperatures oscillating between 16 and 160°C. The highest sedimentation rate is observed during the Miocene with the deposition of the Guayabo Formation (Figure 12a and b). The relationship between the burial history, thermal maturity, and transformation rate shows a temperature increase from the Oligocene. From the Miocene, the organic generating facies enter the oil window until the Pliocene when the Fómeque Formation enters the gas window (Figure 12c). In contrast to thermal maturity, transformation rates of 60% for the Gachetá Formation and 90% for the Fómeque Formation are observed, indicating the presence of facies with the capacity to generate HCs in this area (Figure 12d).

Relationships between the (a) burial history, (b) thermal maturity, (c) vitrinite %Ro, and (d) hydrocarbon transformation rate (%) across the Nunchía-1 pseudo-well.
4.2 Thermal models based on thermochronology
4.2.1 Inverse modeling in HeFTy and QTQt
4.2.1.1 MMVB (De Armas Syncline zone)
Figure 13a and b shows the HeFTy model for the samples from the Umir and Lisama Formations. The models presented a good, combined fit (GOF of 1 and 0.99). The AFTs are short (<13 μm) and describe a unimodal distribution, suggesting a single heating event and a significant residence time in the partial annealing zone (PAZ for apatite, which is between 80 and 120°C), likely causing a partial reset of the samples. The thermal history reconstruction for the Umir Formation began 80 Ma ago with its deposition, followed by a heating event that reached its maximum depth point at 15 Ma, recording temperatures of 150°C. From 15 Ma, a cooling phase is noted with temperature attenuation in the time range from 10 to 5 Ma until a possible cooling event is noted from 4 Ma to the present (Figure 13a). The thermal history reconstruction for the Lisama Formation shows a deposition age beginning 51 Ma ago, consistent with the ranges of ages observed by other authors [61,82]. Subsequently, a continuous subsidence event occurs until 39 Ma, noting its maximum burial point and reaching a temperature of 73°C. From 9 Ma, a cooling phase begins, intensifying from 5 Ma and continuing to the present (Figure 13b).

Thermal history model using (a and b) HeFTy and (c and d) QTQt for the Umir and Lisama Formations, respectively.
Figure 13c and d represents the QTQt model for the same samples, considering three constraints (black outlined rectangles). The first rectangle on the left represents the age and temperature during sample deposition, while the other two on the right represent cooling events related to exhumation pulses mentioned in the literature [80]. The modeling of the Lisama Formation (Figure 13c) indicates a heating process that began approximately 65 Ma ago, reaching its maximum depth at 50 Ma with temperatures up to 98°C. Subsequently, a cooling event is noted, reaching a temperature of 54°C between 60 and 34 Ma. Since then, a very slow heating phase is observed, followed by a considerable cooling rate since 3 Ma. For the thermal history of the Umir Formation sample (Figure 13d) analogical to the previous case, we considered three constraints (“black rectangles”). Before the age of deposition, the thermal history is not very clear. A heating process that started 80 Ma ago reached its maximum depth point at 37 Ma, recording temperatures around 170°C. Then, at 32 Ma, a cooling phase is noted. From this point, the cooling process decelerated significantly between 25 and 2 Ma, keeping the rocks at temperatures between 90 and 95°C. From 2 Ma, the cooling phase accelerated again until the present-day temperature is reached.
4.2.1.2 Eastern Cordillera Basin (Soapaga Fault zone)
Figure 14a and b shows the HeFTy model for Lower Socha and Une Formations. The models show a good, combined fit (GOF of 1 and 0.95). The AFTs are short (13 μm), while the Lower Socha Formation sample shows a bimodal distribution (Figure 14a). The Une Formation sample (Figure 14b) shows a unimodal distribution indicating a possible burial event. The thermal history reconstruction for the Lower Socha Formation indicates a cooling episode from 72 Ma before deposition at ∼53 Ma. From there, the formation is buried, reaching its maximum burial point at 28 Ma, recording temperatures of 95°C near the oil window. From there, a cooling phase continues to the present (Figure 14a). The thermal history reconstruction for the Une Formation suggests a thermal history that began 190 Ma ago with a continuous cooling event, followed by deposition between 112 and 104 Ma and heating from 95 Ma, reaching its maximum burial point at 45 Ma, recording a temperature of 216°C, followed by a cooling phase between 45 and 28 Ma, reaching a temperature of 60°C. From there, the cooling rate decreases until it increases again from 6 Ma to the present (Figure 14b).

Thermal history model using (a and b) HeFTy and (c and d) QTQt for the Lower Socha and Une Formations, respectively.
Figure 14c and d represents the model for the Lower Socha and Une Formations. As in the previous cases, the three black rectangles represent user-imposed conditions. The thermal history for the Lower Socha Formation sample (Figure 14c) suggests an initial subsidence event 56 Ma ago, reaching its maximum burial point at 26 Ma, recording a temperature of 80°C. From approximately 22 Ma, the area enters a cooling phase, possibly associated with a slow exhumation event until the present. The model suggests a rapid cooling event between 170 and 110 Ma before the deposition of the Une Formation (Figure 14d). Subsequently, from 110 to 39 Ma, it reaches its maximum heating point, recording a temperature of 200°C. From 39 to 28 Ma, a cooling phase begins, possibly associated with an exhumation event, reaching a temperature of 50°C in a time range of 28 to 25 Ma. From this point, the inflection is interpreted as a very short pulse of heating or quietude between 50 and 60°C. From 4 Ma, a significant cooling event occurs.
4.2.1.3 Eastern Llanos Basin (Nunchía Syncline)
Figure 15a and b represents the HeFTy model for the samples from the Los Cuervos Formation in the western and eastern zones of the Guaicáramo Fault. The models have a good, combined fit (GOF of 0.97 and 0.99). The AFTs are short (between 12 and 13 μm), suggesting that the formation spent some time in the partial annealing zone. The AFT distribution to the west of the fault (Figure 15a) describes an approximately unimodal distribution. The east of the fault (Figure 15b) describes a bimodal distribution, suggesting the possibility of multiple heating/cooling events. For the western zone, the model shows pre-depositional cooling at 65 Ma, followed by deposition between 61 and 55 Ma, with burial heating reaching its maximum burial point at 36 Ma, recording temperatures close to 104°C. From 32 Ma, a cooling phase is noted until 24 Ma, with a temperature record of 62°C. At 22 Ma, a minor heating phase is noted, suggesting a new minor burial event, until 8 Ma, followed by a cooling phase to the present (Figure 15a). The thermal history of the Los Cuervos Formation in the eastern zone begins with a pre-depositional history where the rock cools between 80 and 56 Ma. From there, a heating stage occurs until 38 Ma, where the maximum heating point is reached with maximum temperature values close to 110°C. From 35 to 28 Ma, rapid cooling occurs, reaching a temperature of 70°C. A heating phase is then observed from 28 to 12 Ma, reaching a temperature of 120°C. From 10 Ma to the present, a cooling phase is observed (Figure 15b).
![Figure 15
Thermal history model using (a and b) HeFTy and (c and d) QTQt for the Los Cuervos Formation: samples AM-02 and MP-85 (Mora et al., [35]).](/document/doi/10.1515/geo-2022-0725/asset/graphic/j_geo-2022-0725_fig_015.jpg)
Thermal history model using (a and b) HeFTy and (c and d) QTQt for the Los Cuervos Formation: samples AM-02 and MP-85 (Mora et al., [35]).
Figure 15c and d represents a model for the Los Cuervos Formation samples in the east and west zones of the Guaicáramo Fault, respectively. The thermal history of the sample located to the west of the fault suggests an initial heating event from 50 to 42 Ma, recording a temperature of 70°C, which decreases slightly between 42 and 40 Ma. From 40 Ma, the heating phase resumes, reaching a temperature of 100°C at 29 Ma. From this point, the area is affected by short periods of heating/cooling until reaching 6 Ma when a rapid cooling phase occurs. The thermal history for the sample located to the east of the fault suggests an initial heating event possibly caused by sediment deposition from 58 Ma, reaching 36 Ma with a temperature of approximately 100°C. From 36 to 26 Ma, a cooling phase is evidenced. From 28 Ma, a new heating phase begins, reaching temperatures of up to 125°C at 16 Ma. From 15 Ma to approximately 10 Ma, a cooling phase occurs, followed by heating of the sample to temperatures between 70 and 90°C from 10 to 6 Ma. Subsequently, from 5 Ma to the present, the sample cools rapidly.
5 Discussion
5.1 Relationships between the thermal evolution, tectonic evolution, and HC generation
The thermochronological ages of the sedimentary formations in each one of the analyzed basins are younger than the depositional ages (Section 2.2). This indicates that the thermochronological ages were reset by burial processes, until cooling occurred due to erosion or some tectonic event. The discussion for each one of the analyzed basins is presented below.
5.1.1 MMVB (De Armas Syncline)
The behavior of the thermal histories on both sides of the La Salina Fault is completely asynchronous. The comparison between the models allows corroborating the occurrence of the three exhumation events described in the study of Sánchez et al. [78]. The first event is recorded at ∼40 Ma, denoting a cooling phase in the basin with subsequent stability to temperature. The second event is recorded between 18 and 10 Ma, and the third event at ∼5 Ma reflects the reactivation of the cooling phase. While the inverse models indicate for the Lisama Formation a maximum heating phase between 48 and 40 Ma with temperatures from 80 to 100°C (Figure 13b and c). At the maximum temperature reached (100°C), the oil window would be reached, which could explain why the Lisama Formation with a thickness of 1,225 m is one of the main stratigraphic reservoirs in the MMVB with a smaller extension compared to the La Paz and Mugrosa Formations [83]. This coincides with the results obtained by Moreno et al. [84], who suggest for the Lisama Formation a residence between 40 and 18 Ma closer to 80°C. Combining vitrinite reflectance data, apatite fission-track, detrital U/Pb in zircon, sedimentary petrography, and thermal modelling, these authors suggest the onset of deformation in the De Armas Syncline during Early Oligocene. The 1D traditional modeling indicates a short cooling process during the Eocene for Esmeralda Formation which could coincide with the non-deposition of upper Esmeraldas reported by Moreno et al. [84], then a burial process occurs between 40 and 18 Ma with temperatures below 80°C. A short cooling event is reached at ∼18 Ma, then between 12 and 5 Ma a burial process reaching maximum temperatures of up to 110°C is observed with a maximum heating phase at 5 Ma (Figure 6b). The 1D traditional model suggests a cooling event for the Miocene Real Formation, which is compatible with the onset of deformation during the Early Miocene reported by Moreno et al. [84]. The temperature values reflected in the inverse models suggest that for that time scale, the Umir Formation was in the final oil phase to the early gas phase (Figure 13a and d), while the deeper units recorded in the basin, such as Paja, Tablazo, and Simití, could be overmature.
5.1.2 Eastern Cordillera Basin (Soapaga Fault zone)
The comparison between the models allows corroborating the occurrence of a first exhumation event to the west of the Soapaga Fault at 40 Ma (Figure 14b and d). This is consistent with the results obtained by Ramirez-Arias et al. [37], who suggest a cooling age in the hanging wall of the Soapaga Fault (Floresta Massif) of 36.1 ± 3.7 Ma (Late Eocene). These authors indicate that this age could be the result of higher heating rates during the burial. To the east of the fault, two exhumation events are denoted, the first at 28 Ma and the second at 4 Ma (Figures 9b and 14a and c). The thermal history of the Une Formation in the basin begins approximately at 100 Ma with a continuous subsidence process until reaching its maximum burial point at 40 Ma, recording temperatures closer to 210°C. This last is consistent with fluid inclusion temperatures for the Une Formation, which indicate that the trapped fluid reaches temperatures greater than 235°C [85]. For the Une Formation, the thermal model reaches a maximum temperature of 160°C [86]. In order to explain this difference in temperature, these authors highlight the role of the regional hydrothermal circulation for increasing these temperatures to values greater than 200°C. The study of Toro et al. [86] indicates that the Albian Une Formation enters the oil windows at 20 Ma. This temperature value suggests that for that geological time scale, the deeper units with generating potential could reach the HC transformation phase. The footwall of the Soapaga Fault is a well-established HC province where Late Cretaceous and Tertiary reservoirs are preserved. The Soapaga Thrust has played a crucial role in regional structural control, influencing the distribution of HCs in the area. It has facilitated the exhumation of earlier kitchen areas into their hanging walls, creating connections between reservoirs and source rocks [87]. According to the vitrinite reflectance value determined by Pedraza-Fracica [88], Early Cretaceous sediments reached a depth of 9,000 m and a temperature of 200°C at maximum burial. Late Cretaceous sediments reached a depth of 7,000 m and 160°C, Paleocene sediments at 4,600 m and 125°C, Eocene sediments at 2,300 m and 88°C, Oligocene sediments at 1,600 m and 52°C, and Miocene sediments at 700 m and 24°C. These estimates are based on theoretical models of geothermal gradients and thermal profiles related to fluid flow in active geothermal systems.
5.1.3 Eastern Llanos Basin (Nunchía Syncline)
For the Llanos foothill Basin, we observed significant differences in terms of exhumation between the hanging-wall and the footwall blocks of the Guaicáramo Fault. These differences have been reported by Ramirez-Arias et al. [37] who suggest Late Miocene exhumation (8.9 ± 2.5 Ma) for the hanging wall of Guaicáramo Fault and Late Miocene to Early Pliocene (4.2 ± 1.8 Ma) for the footwall block, or Nunchía Syncline. Also, Mora et al. [35] detected two different cooling events: (1) Middle Miocene and (2) Oligocene to Early Miocene. The comparison between the thermal models denotes a first exhumation event in the time range of 35–22 Ma (Figure 15a and c) for the Monterralo Anticline located at the hanging wall of the Guaicáramo Fault. Then, a heating process between 22 and 10 Ma is observed for the Monterralo Anticline. From 10 Ma to the present, the cooling rate is increased. The QTQt model behavior to both sides of the Guaicáramo Fault exhibits different patterns. For the eastern zone, corresponding to the Nunchía Syncline area (foothill zone), the model suggests (1) a heating episode between 60 and 35 Ma, reaching temperatures closer to 100°C, (2) a cooling episode from 35 to 25 Ma, (3) heating from 25 to 15 Ma, (4) a phase of cooling from 15 to 10 Ma, (5) a heating episode from 10 to 5 Ma, and (6) a cooling episode from 5 Ma to the present. In contrast, for the western zone (Monterralo Anticline), the thermal history suggests heating between 50 and 42 Ma, from 40 to 6 Ma a long residence above 90°C, then a phase of cooling from 6 Ma to the present. The 1D traditional model reflects from Paleocene to Eocene Formations a long residence at temperatures closer to 70°C, then from Oligocene (34 Ma) to Pliocene, the foothill zone was in a subsidence event due to the deposition of Oligocene and Miocene stratigraphic units (Figure 11b). This heating relationship suggests that while an exhumation event occurred in the hinterland zone, a subsidence event occurred in the foothill zone (Figure 15a and d). From 5 Ma, all models agree on an exhumation phase in both zones. Based on this information, it is considered that the models are complementary. The two almost successive heating episodes from 25 to 15 Ma (reaching 130°C) and from 10 to 5 Ma (reaching 100°C) indicate that during those times, the oil window was reached. This could explain the existence of large deposits of wet gas associated with HCs.
6 Conclusions
The relationship between the burial history, thermal maturity and the transformation rate derived of numerical models allow us to characterize the evaluated areas, the Eastern Cordillera and Eastern Llanos Basins, can be considered as prospective areas for HC generation. The De Armas Syncline zone is characterized by high thermal maturity due to deep burial, resulting in rocks completely depleted in terms of HC occurrence.
The comparison between the thermal models based on thermochronology and the 1D petroleum system modeling in the zones shows similar parameters typical of HC occurrence (temperature/maturity relationship). Combining all models allows for reconstructing a more complete history.
For the Salina Fault in the De Armas Syncline, the 1D thermal models confirm that the eastern zone buries to temperatures above 150°C. However, the exhumation pulses of blocks on both sides of the fault are not discriminated for the 1D traditional model since well data are needed for those areas.
The thermochronological models in the Eastern Cordillera Basin (Soapaga Fault zone) allow corroborating the occurrence of a first cooling event to the west of the Soapaga Fault at 40 Ma. For the eastern zone of the fault, two exhumation events are denoted: the first at 28 Ma and the second at 4 Ma. The 1D traditional model reflects a subsidence event at 40 Ma, suggesting a possible sediment supply scenario from the west to the east of the fault.
The differences between 1D thermal models in the Eastern Llanos Basin allow inferring the first exhumation event in the foothill zone at 40 Ma and another from 20 Ma. While at 20 Ma in the hinterland Zone, an exhumation event occurred towards the foothill zone, a subsidence event also occurred. From 5 Ma, all the models agree on an exhumation phase in the two zones. The thermal histories between both models explain the latest uplift and sediment supply processes from the hinterland zone of the Eastern Cordillera Basin to the foothill zone of the Eastern Llanos Basin.
Acknowledgements
We express our gratitude to Minciencias and the Agencia Nacional de Hidrocarburos (ANH) (National Hydrocarbons Agency) for the financing provided through the project (1109-931-94496, CT: 80740-038-2023): Application of 3d thermo-kinematic inverse modeling, Bayesian methods and data mining using high performance parallel computing (HPC) for the analysis of oil basins in Colombia. The authors gratefully acknowledge anonymous reviewers and the editor for their thorough reading of this manuscript and for their insightful questions and constructive suggestions, which significantly improved the quality of this article. We thank César Mora from Kuenka Asesorías SAS for allowing us to use the Genesis software.
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Funding information: This study was supported by Minciencias and the Agencia Nacional de Hidrocarburos (ANH) (National Hydrocarbons Agency) (No. 1109-931-94496, CT: 80740-038-2023).
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Author contributions: MAB: conceptualization, investigation, funding, writing – review and editing. GBSM: conceptualization, investigation, funding, writing – review and editing. AGF: conceptualization, investigation, methodology, writing – original draft. NUG: conceptualization, investigation, methodology, writing – original draft. LABC: conceptualization, investigation, methodology, writing – original draft.
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Conflict of interest: The authors declare that they have no competing interest.
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Data availability statement: The data involved during the present study are available from the corresponding author upon reasonable request.
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- Inversion method of organic matter content of different types of soils in black soil area based on hyperspectral indices
- Detection of seepage zones in artificial levees: A case study at the Körös River, Hungary
- Tight sandstone fluid detection technology based on multi-wave seismic data
- Characteristics and control techniques of soft rock tunnel lining cracks in high geo-stress environments: Case study of Wushaoling tunnel group
- Influence of pore structure characteristics on the Permian Shan-1 reservoir in Longdong, Southwest Ordos Basin, China
- Study on sedimentary model of Shanxi Formation – Lower Shihezi Formation in Da 17 well area of Daniudi gas field, Ordos Basin
- Multi-scenario territorial spatial simulation and dynamic changes: A case study of Jilin Province in China from 1985 to 2030
- Review Articles
- Major ascidian species with negative impacts on bivalve aquaculture: Current knowledge and future research aims
- Prediction and assessment of meteorological drought in southwest China using long short-term memory model
- Communication
- Essential questions in earth and geosciences according to large language models
- Erratum
- Erratum to “Random forest and artificial neural network-based tsunami forests classification using data fusion of Sentinel-2 and Airbus Vision-1 satellites: A case study of Garhi Chandan, Pakistan”
- Special Issue: Natural Resources and Environmental Risks: Towards a Sustainable Future - Part I
- Spatial-temporal and trend analysis of traffic accidents in AP Vojvodina (North Serbia)
- Exploring environmental awareness, knowledge, and safety: A comparative study among students in Montenegro and North Macedonia
- Determinants influencing tourists’ willingness to visit Türkiye – Impact of earthquake hazards on Serbian visitors’ preferences
- Application of remote sensing in monitoring land degradation: A case study of Stanari municipality (Bosnia and Herzegovina)
- Optimizing agricultural land use: A GIS-based assessment of suitability in the Sana River Basin, Bosnia and Herzegovina
- Assessing risk-prone areas in the Kratovska Reka catchment (North Macedonia) by integrating advanced geospatial analytics and flash flood potential index
- Analysis of the intensity of erosive processes and state of vegetation cover in the zone of influence of the Kolubara Mining Basin
- GIS-based spatial modeling of landslide susceptibility using BWM-LSI: A case study – city of Smederevo (Serbia)
- Geospatial modeling of wildfire susceptibility on a national scale in Montenegro: A comparative evaluation of F-AHP and FR methodologies
- Geosite assessment as the first step for the development of canyoning activities in North Montenegro
- Urban geoheritage and degradation risk assessment of the Sokograd fortress (Sokobanja, Eastern Serbia)
- Multi-hazard modeling of erosion and landslide susceptibility at the national scale in the example of North Macedonia
- Understanding seismic hazard resilience in Montenegro: A qualitative analysis of community preparedness and response capabilities
- Forest soil CO2 emission in Quercus robur level II monitoring site
- Characterization of glomalin proteins in soil: A potential indicator of erosion intensity
- Power of Terroir: Case study of Grašac at the Fruška Gora wine region (North Serbia)
- Special Issue: Geospatial and Environmental Dynamics - Part I
- Qualitative insights into cultural heritage protection in Serbia: Addressing legal and institutional gaps for disaster risk resilience
Articles in the same Issue
- Regular Articles
- Theoretical magnetotelluric response of stratiform earth consisting of alternative homogeneous and transitional layers
- The research of common drought indexes for the application to the drought monitoring in the region of Jin Sha river
- Evolutionary game analysis of government, businesses, and consumers in high-standard farmland low-carbon construction
- On the use of low-frequency passive seismic as a direct hydrocarbon indicator: A case study at Banyubang oil field, Indonesia
- Water transportation planning in connection with extreme weather conditions; case study – Port of Novi Sad, Serbia
- Zircon U–Pb ages of the Paleozoic volcaniclastic strata in the Junggar Basin, NW China
- Monitoring of mangrove forests vegetation based on optical versus microwave data: A case study western coast of Saudi Arabia
- Microfacies analysis of marine shale: A case study of the shales of the Wufeng–Longmaxi formation in the western Chongqing, Sichuan Basin, China
- Multisource remote sensing image fusion processing in plateau seismic region feature information extraction and application analysis – An example of the Menyuan Ms6.9 earthquake on January 8, 2022
- Identification of magnetic mineralogy and paleo-flow direction of the Miocene-quaternary volcanic products in the north of Lake Van, Eastern Turkey
- Impact of fully rotating steel casing bored pile on adjacent tunnels
- Adolescents’ consumption intentions toward leisure tourism in high-risk leisure environments in riverine areas
- Petrogenesis of Jurassic granitic rocks in South China Block: Implications for events related to subduction of Paleo-Pacific plate
- Differences in urban daytime and night block vitality based on mobile phone signaling data: A case study of Kunming’s urban district
- Random forest and artificial neural network-based tsunami forests classification using data fusion of Sentinel-2 and Airbus Vision-1 satellites: A case study of Garhi Chandan, Pakistan
- Integrated geophysical approach for detection and size-geometry characterization of a multiscale karst system in carbonate units, semiarid Brazil
- Spatial and temporal changes in ecosystem services value and analysis of driving factors in the Yangtze River Delta Region
- Deep fault sliding rates for Ka-Ping block of Xinjiang based on repeating earthquakes
- Improved deep learning segmentation of outdoor point clouds with different sampling strategies and using intensities
- Platform margin belt structure and sedimentation characteristics of Changxing Formation reefs on both sides of the Kaijiang-Liangping trough, eastern Sichuan Basin, China
- Enhancing attapulgite and cement-modified loess for effective landfill lining: A study on seepage prevention and Cu/Pb ion adsorption
- Flood risk assessment, a case study in an arid environment of Southeast Morocco
- Lower limits of physical properties and classification evaluation criteria of the tight reservoir in the Ahe Formation in the Dibei Area of the Kuqa depression
- Evaluation of Viaducts’ contribution to road network accessibility in the Yunnan–Guizhou area based on the node deletion method
- Permian tectonic switch of the southern Central Asian Orogenic Belt: Constraints from magmatism in the southern Alxa region, NW China
- Element geochemical differences in lower Cambrian black shales with hydrothermal sedimentation in the Yangtze block, South China
- Three-dimensional finite-memory quasi-Newton inversion of the magnetotelluric based on unstructured grids
- Obliquity-paced summer monsoon from the Shilou red clay section on the eastern Chinese Loess Plateau
- Classification and logging identification of reservoir space near the upper Ordovician pinch-out line in Tahe Oilfield
- Ultra-deep channel sand body target recognition method based on improved deep learning under UAV cluster
- New formula to determine flyrock distance on sedimentary rocks with low strength
- Assessing the ecological security of tourism in Northeast China
- Effective reservoir identification and sweet spot prediction in Chang 8 Member tight oil reservoirs in Huanjiang area, Ordos Basin
- Detecting heterogeneity of spatial accessibility to sports facilities for adolescents at fine scale: A case study in Changsha, China
- Effects of freeze–thaw cycles on soil nutrients by soft rock and sand remodeling
- Vibration prediction with a method based on the absorption property of blast-induced seismic waves: A case study
- A new look at the geodynamic development of the Ediacaran–early Cambrian forearc basalts of the Tannuola-Khamsara Island Arc (Central Asia, Russia): Conclusions from geological, geochemical, and Nd-isotope data
- Spatio-temporal analysis of the driving factors of urban land use expansion in China: A study of the Yangtze River Delta region
- Selection of Euler deconvolution solutions using the enhanced horizontal gradient and stable vertical differentiation
- Phase change of the Ordovician hydrocarbon in the Tarim Basin: A case study from the Halahatang–Shunbei area
- Using interpretative structure model and analytical network process for optimum site selection of airport locations in Delta Egypt
- Geochemistry of magnetite from Fe-skarn deposits along the central Loei Fold Belt, Thailand
- Functional typology of settlements in the Srem region, Serbia
- Hunger Games Search for the elucidation of gravity anomalies with application to geothermal energy investigations and volcanic activity studies
- Addressing incomplete tile phenomena in image tiling: Introducing the grid six-intersection model
- Evaluation and control model for resilience of water resource building system based on fuzzy comprehensive evaluation method and its application
- MIF and AHP methods for delineation of groundwater potential zones using remote sensing and GIS techniques in Tirunelveli, Tenkasi District, India
- New database for the estimation of dynamic coefficient of friction of snow
- Measuring urban growth dynamics: A study in Hue city, Vietnam
- Comparative models of support-vector machine, multilayer perceptron, and decision tree predication approaches for landslide susceptibility analysis
- Experimental study on the influence of clay content on the shear strength of silty soil and mechanism analysis
- Geosite assessment as a contribution to the sustainable development of Babušnica, Serbia
- Using fuzzy analytical hierarchy process for road transportation services management based on remote sensing and GIS technology
- Accumulation mechanism of multi-type unconventional oil and gas reservoirs in Northern China: Taking Hari Sag of the Yin’e Basin as an example
- TOC prediction of source rocks based on the convolutional neural network and logging curves – A case study of Pinghu Formation in Xihu Sag
- A method for fast detection of wind farms from remote sensing images using deep learning and geospatial analysis
- Spatial distribution and driving factors of karst rocky desertification in Southwest China based on GIS and geodetector
- Physicochemical and mineralogical composition studies of clays from Share and Tshonga areas, Northern Bida Basin, Nigeria: Implications for Geophagia
- Geochemical sedimentary records of eutrophication and environmental change in Chaohu Lake, East China
- Research progress of freeze–thaw rock using bibliometric analysis
- Mixed irrigation affects the composition and diversity of the soil bacterial community
- Examining the swelling potential of cohesive soils with high plasticity according to their index properties using GIS
- Geological genesis and identification of high-porosity and low-permeability sandstones in the Cretaceous Bashkirchik Formation, northern Tarim Basin
- Usability of PPGIS tools exemplified by geodiscussion – a tool for public participation in shaping public space
- Efficient development technology of Upper Paleozoic Lower Shihezi tight sandstone gas reservoir in northeastern Ordos Basin
- Assessment of soil resources of agricultural landscapes in Turkestan region of the Republic of Kazakhstan based on agrochemical indexes
- Evaluating the impact of DEM interpolation algorithms on relief index for soil resource management
- Petrogenetic relationship between plutonic and subvolcanic rocks in the Jurassic Shuikoushan complex, South China
- A novel workflow for shale lithology identification – A case study in the Gulong Depression, Songliao Basin, China
- Characteristics and main controlling factors of dolomite reservoirs in Fei-3 Member of Feixianguan Formation of Lower Triassic, Puguang area
- Impact of high-speed railway network on county-level accessibility and economic linkage in Jiangxi Province, China: A spatio-temporal data analysis
- Estimation model of wild fractional vegetation cover based on RGB vegetation index and its application
- Lithofacies, petrography, and geochemistry of the Lamphun oceanic plate stratigraphy: As a record of the subduction history of Paleo-Tethys in Chiang Mai-Chiang Rai Suture Zone of Thailand
- Structural features and tectonic activity of the Weihe Fault, central China
- Application of the wavelet transform and Hilbert–Huang transform in stratigraphic sequence division of Jurassic Shaximiao Formation in Southwest Sichuan Basin
- Structural detachment influences the shale gas preservation in the Wufeng-Longmaxi Formation, Northern Guizhou Province
- Distribution law of Chang 7 Member tight oil in the western Ordos Basin based on geological, logging and numerical simulation techniques
- Evaluation of alteration in the geothermal province west of Cappadocia, Türkiye: Mineralogical, petrographical, geochemical, and remote sensing data
- Numerical modeling of site response at large strains with simplified nonlinear models: Application to Lotung seismic array
- Quantitative characterization of granite failure intensity under dynamic disturbance from energy standpoint
- Characteristics of debris flow dynamics and prediction of the hazardous area in Bangou Village, Yanqing District, Beijing, China
- Rockfall mapping and susceptibility evaluation based on UAV high-resolution imagery and support vector machine method
- Statistical comparison analysis of different real-time kinematic methods for the development of photogrammetric products: CORS-RTK, CORS-RTK + PPK, RTK-DRTK2, and RTK + DRTK2 + GCP
- Hydrogeological mapping of fracture networks using earth observation data to improve rainfall–runoff modeling in arid mountains, Saudi Arabia
- Petrography and geochemistry of pegmatite and leucogranite of Ntega-Marangara area, Burundi, in relation to rare metal mineralisation
- Prediction of formation fracture pressure based on reinforcement learning and XGBoost
- Hazard zonation for potential earthquake-induced landslide in the eastern East Kunlun fault zone
- Monitoring water infiltration in multiple layers of sandstone coal mining model with cracks using ERT
- Study of the patterns of ice lake variation and the factors influencing these changes in the western Nyingchi area
- Productive conservation at the landslide prone area under the threat of rapid land cover changes
- Sedimentary processes and patterns in deposits corresponding to freshwater lake-facies of hyperpycnal flow – An experimental study based on flume depositional simulations
- Study on time-dependent injectability evaluation of mudstone considering the self-healing effect
- Detection of objects with diverse geometric shapes in GPR images using deep-learning methods
- Behavior of trace metals in sedimentary cores from marine and lacustrine environments in Algeria
- Spatiotemporal variation pattern and spatial coupling relationship between NDVI and LST in Mu Us Sandy Land
- Formation mechanism and oil-bearing properties of gravity flow sand body of Chang 63 sub-member of Yanchang Formation in Huaqing area, Ordos Basin
- Diagenesis of marine-continental transitional shale from the Upper Permian Longtan Formation in southern Sichuan Basin, China
- Vertical high-velocity structures and seismic activity in western Shandong Rise, China: Case study inspired by double-difference seismic tomography
- Spatial coupling relationship between metamorphic core complex and gold deposits: Constraints from geophysical electromagnetics
- Disparities in the geospatial allocation of public facilities from the perspective of living circles
- Research on spatial correlation structure of war heritage based on field theory. A case study of Jinzhai County, China
- Formation mechanisms of Qiaoba-Zhongdu Danxia landforms in southwestern Sichuan Province, China
- Magnetic data interpretation: Implication for structure and hydrocarbon potentiality at Delta Wadi Diit, Southeastern Egypt
- Deeply buried clastic rock diagenesis evolution mechanism of Dongdaohaizi sag in the center of Junggar fault basin, Northwest China
- Application of LS-RAPID to simulate the motion of two contrasting landslides triggered by earthquakes
- The new insight of tectonic setting in Sunda–Banda transition zone using tomography seismic. Case study: 7.1 M deep earthquake 29 August 2023
- The critical role of c and φ in ensuring stability: A study on rockfill dams
- Evidence of late quaternary activity of the Weining-Shuicheng Fault in Guizhou, China
- Extreme hydroclimatic events and response of vegetation in the eastern QTP since 10 ka
- Spatial–temporal effect of sea–land gradient on landscape pattern and ecological risk in the coastal zone: A case study of Dalian City
- Study on the influence mechanism of land use on carbon storage under multiple scenarios: A case study of Wenzhou
- A new method for identifying reservoir fluid properties based on well logging data: A case study from PL block of Bohai Bay Basin, North China
- Comparison between thermal models across the Middle Magdalena Valley, Eastern Cordillera, and Eastern Llanos basins in Colombia
- Mineralogical and elemental analysis of Kazakh coals from three mines: Preliminary insights from mode of occurrence to environmental impacts
- Chlorite-induced porosity evolution in multi-source tight sandstone reservoirs: A case study of the Shaximiao Formation in western Sichuan Basin
- Predicting stability factors for rotational failures in earth slopes and embankments using artificial intelligence techniques
- Origin of Late Cretaceous A-type granitoids in South China: Response to the rollback and retreat of the Paleo-Pacific plate
- Modification of dolomitization on reservoir spaces in reef–shoal complex: A case study of Permian Changxing Formation, Sichuan Basin, SW China
- Geological characteristics of the Daduhe gold belt, western Sichuan, China: Implications for exploration
- Rock physics model for deep coal-bed methane reservoir based on equivalent medium theory: A case study of Carboniferous-Permian in Eastern Ordos Basin
- Enhancing the total-field magnetic anomaly using the normalized source strength
- Shear wave velocity profiling of Riyadh City, Saudi Arabia, utilizing the multi-channel analysis of surface waves method
- Effect of coal facies on pore structure heterogeneity of coal measures: Quantitative characterization and comparative study
- Inversion method of organic matter content of different types of soils in black soil area based on hyperspectral indices
- Detection of seepage zones in artificial levees: A case study at the Körös River, Hungary
- Tight sandstone fluid detection technology based on multi-wave seismic data
- Characteristics and control techniques of soft rock tunnel lining cracks in high geo-stress environments: Case study of Wushaoling tunnel group
- Influence of pore structure characteristics on the Permian Shan-1 reservoir in Longdong, Southwest Ordos Basin, China
- Study on sedimentary model of Shanxi Formation – Lower Shihezi Formation in Da 17 well area of Daniudi gas field, Ordos Basin
- Multi-scenario territorial spatial simulation and dynamic changes: A case study of Jilin Province in China from 1985 to 2030
- Review Articles
- Major ascidian species with negative impacts on bivalve aquaculture: Current knowledge and future research aims
- Prediction and assessment of meteorological drought in southwest China using long short-term memory model
- Communication
- Essential questions in earth and geosciences according to large language models
- Erratum
- Erratum to “Random forest and artificial neural network-based tsunami forests classification using data fusion of Sentinel-2 and Airbus Vision-1 satellites: A case study of Garhi Chandan, Pakistan”
- Special Issue: Natural Resources and Environmental Risks: Towards a Sustainable Future - Part I
- Spatial-temporal and trend analysis of traffic accidents in AP Vojvodina (North Serbia)
- Exploring environmental awareness, knowledge, and safety: A comparative study among students in Montenegro and North Macedonia
- Determinants influencing tourists’ willingness to visit Türkiye – Impact of earthquake hazards on Serbian visitors’ preferences
- Application of remote sensing in monitoring land degradation: A case study of Stanari municipality (Bosnia and Herzegovina)
- Optimizing agricultural land use: A GIS-based assessment of suitability in the Sana River Basin, Bosnia and Herzegovina
- Assessing risk-prone areas in the Kratovska Reka catchment (North Macedonia) by integrating advanced geospatial analytics and flash flood potential index
- Analysis of the intensity of erosive processes and state of vegetation cover in the zone of influence of the Kolubara Mining Basin
- GIS-based spatial modeling of landslide susceptibility using BWM-LSI: A case study – city of Smederevo (Serbia)
- Geospatial modeling of wildfire susceptibility on a national scale in Montenegro: A comparative evaluation of F-AHP and FR methodologies
- Geosite assessment as the first step for the development of canyoning activities in North Montenegro
- Urban geoheritage and degradation risk assessment of the Sokograd fortress (Sokobanja, Eastern Serbia)
- Multi-hazard modeling of erosion and landslide susceptibility at the national scale in the example of North Macedonia
- Understanding seismic hazard resilience in Montenegro: A qualitative analysis of community preparedness and response capabilities
- Forest soil CO2 emission in Quercus robur level II monitoring site
- Characterization of glomalin proteins in soil: A potential indicator of erosion intensity
- Power of Terroir: Case study of Grašac at the Fruška Gora wine region (North Serbia)
- Special Issue: Geospatial and Environmental Dynamics - Part I
- Qualitative insights into cultural heritage protection in Serbia: Addressing legal and institutional gaps for disaster risk resilience