Abstract
Pitting corrosion is the most common, dangerous, and destructive corrosion type in marine and offshore structures. This type of corrosion can reduce the strength of the ship plate, so investigating it using several numerical grounding scenarios is needed to determine the significant degradation of the strength of the structural plate. In this study, a finite element study was used to evaluate the influence of pitting corrosion location on the strength of the bottom plate ship in grounding simulation. This study simulated 14 scenarios using different pitting positions on the bottom plate. Finite element using explicit dynamic simulation in LS Dyna software was employed to evaluate the strength of the bottom plate on the ship. The output parameters, such as reaction force and plate deformation, were assessed to compare the grounding simulation results. The simulation indicates that the location of pitting corrosion will affect stress concentration, crack initiation, reaction force, and penetrating position when the crack nucleates. The result shows the critical position of the pit, which is located near the stress concentration ring (nearly 100 mm from the center of the plates) in the plain plates.
1 Introduction
Grounding is an accident in the ship caused by hitting other objects in the sea. The grounding effect causes several accidents on the ship. Based on data from National Transportation Safety Committee (KNKT), between 2008 and 2021, Indonesia had 10 of 152 incident cases of Indonesian seawater grounding [1]. Another statistic of accidental ship reports in Europe shows that grounding had almost 13% of cases in 2014–2021 [2]. A grounded ship can lead to flow stuck in the shipping lane, while in the worst case, the ship structure will crack and causes causalities.
Corrosion needs to be considered in maritime structure on operational. Ship bottom plates in ballast tanks exposed to seawater have chemicals and bacteria, which will increase the corrosion risk. The operational ballast tank is filled with seawater to increase ship stability under different loading conditions. Although the coating is applied on the double bottom structure to protect from corrosion, its effectivity in the double bottom will decrease due to time operations, which can lead to an increased corrosion rate [3]. The double bottom is a narrow area in the ship that is hard to maintain and inspect, increasing the corrosion risk. Based on the probability analysis, the maximum depth of corrosion in the double bottom structure can gain 2.8 mm [4]. Pitting corrosion is a local corrosion type in the metal structure. This kind of corrosion commonly has less reduced steel area than universal corrosion.
Previous research shows that pitting corrosion can reduce the strength plate in the ship hull construction when holding compression, bending, tension, and torsional load [5,6,7]. Local corrosion plates have a small influence on tensile and yield stress; in other cases, local corrosion significantly affects mechanical properties [8]. Corroded plates are calculated to predict the ultimate strength of the ship using the finite element method [9,10]. Pitting corrosion can reduce the ship’s strength, which is influenced by several factors such as the degree of pitting corrosion, the shape of pitting, the number of pitting, distribution, location of pitting, and depth of pitting [11,12,13,14].
Grounding calculation has been studied in several variables, such as initial velocity, impactor dimension, and material [15,16,17,18,19]. The effect of corrosion in the ship grounding was calculated in uniform corrosion cases that can reduce the crashworthiness and internal energy during grounding cases [20,21]. In this study, another type of corrosion, i.e., pitting corrosion in the plate of the ship, was evaluated in the grounding scenario.
In this study, the pitting corrosion effect on the bottom plate ship was calculated in the grounding phenomenon using 14 scenarios. A numerical method of explicit dynamic LS Dyna software was used to investigate the grounding case under different locations of pitting corrosion. The pitting corrosion was investigated by stress distribution, crack nucleation, and reaction force. Therefore, reaction force and plate deformation were assessed on time grounding simulation. The grounding simulation must be calculated until the bottom plate cracks, so distribution stress and crack nucleation were considered in this study.
2 Materials and methods
2.1 Grounding scenario
Figure 1 shows the assembling of two parts to simulate grounding phenomena: impactor and bottom plate, which is simplified from the Alsos and Amdahl’s model experiment [22] but has additional corrosion in the plate. Dimensions of the impactor and plate in this study follow Alsos and Amdahl’s experiment [18] using a bottom plate of S235 with a dimension of 1,200 mm × 7,200 mm.

Grounding scenario.
Commonly grounding simulation uses shell elements because a solid element is more expensive in the calculation. In this study, the solid element was applied to accommodate the pitting corrosion model; therefore, simplification was necessary to run this problem. Alsos and Amdahl’s model was simplified to reduce the number of elements [22]. Figure 2b shows that the constraint in the edge of the plate in this simulation substitutes the hollow structure of the element in Alsos’ experiment (Figure 2a). Another setting of this study was that the impactor utilized rigid elements with declining deforming effects.

Modeling setup: (a) Alsos experiment and (b) numerical simulation.
Solid elements with an eight-node hexahedron mesh type were applied to transform the pin in the plate into an element, as shown in Figure 3. In solid elements, the coordinate of nodal (x
i
) is described in Eq. (1), which is dependent on the time (t) [23]. The initial position of the node in parametric coordinate

Finite element modeling on grounding scenario.
A coupling method was used to evaluate ship groundings, such as experiments and numerical methods. In experimental methods, the scale of the ship’s bottom structure is struck by a grounding object, which is represented as an impactor [19,21,22]. While in finite element methods, fracture simulation is a common method. In previous studies, numerical methods commercial software is commonly used for calculating ship groundings, such as LS Dyna, Abaqus, and other non-linear software [24,25,26,27]. In this study, explicit simulation in LS Dyna was used to evaluate the strength of the bottom plate on the ship.
Contact is an interaction between two bodies consisting of the slave (which is represented as the impactor) and the master body (which is represented by the plate), while the slave element cannot penetrate the master element. The touching moment between the slave elements and master elements will evoke the contact force [28]. Figure 4 describes the contact between the rigid impactor and the flat plate, which complies with this simulation. δ represents the distance of impactor translation, which can be seen in Eq. (2). u z and h are measured in the observation point in λ. λ represents the distance from the center of the impactor. u z is the depth of plate deformation, and h is the distance between a point in the radius of the impactor to the surface of the plate.

Simulation contact scenario.
2.2 Scenario of pitting corrosion location
Based on the previous research on scanning techniques, pitting corrosion in nature has a random position, size, and geometry [29,30,31,32]. Corrosion in nature grows in a yearly phenomenon on an irregular pattern. Some researchers use artificial pitting corrosion to represent corrosion from actual conditions [33,34,35,36,37,38,39,40,41,42,43]. Different types of pitting corrosion in artificial are cylindrical, hemispherical, and cone. Cylindrical pitting corrosion was applied to this simulation using a 10 mm diameter and 2.5 mm depth. The position of the pitting corrosion in this study was on the inner side of the plate, which was exposed to the ballast tank water. Positions on pitting corrosion varied, while other properties and settings were constant. Figure 1 shows the corrosion position in the plate to the impactor in each condition. Based on Figure 1, condition A was a plain plate that was made to validate this simulation to previous research. Another condition was in different distances and patterns.
The center of the plate was the grounding point in this study, so every pit referred to the center of the plate. In Figure 5, the distance is represented in mm. The scenario was grouped into four categories, scenario A was a plain plate, scenario B was a plate with a pit in the center, scenario C was a plate with four pits around the center of the plate, and scenario D was a plate with five pits, with four pits around the pit at the center of the plate. In Figure 5, every point represents the pit corrosion. In this study, distance pit corrosion spacing (s) in scenarios C and D consisted of 80–380 mm, which is described in Table 1.

Drawing of position pit corrosion: (a) scenario A, (b) scenario B, (c) scenario C1–C6, and (d) scenario D1–D6.
Pit spacing description
| Scenario code | Pit corrosion spacing (S), mm | Scenario code | Pit corrosion spacing (S), mm |
|---|---|---|---|
| A | — | C6 | 380 |
| B | — | D1 | 80 |
| C1 | 80 | D2 | 140 |
| C2 | 140 | D3 | 200 |
| C3 | 200 | D4 | 260 |
| C4 | 260 | D5 | 320 |
| C5 | 320 | D6 | 380 |
This simulation has identical dimensions and geometry, while the pit scatters using a rectangular pattern that rotates 45 degrees are variable in this study. Although Alsos and Amdahl’s experiment [22] center of the plate is not at high risk of failure, several studies show that the center of the plate is the location of crack initiation [15]. So, an additional variable was added where pitting corrosion in the center of the plate was placed to evaluate the strength in the center of the plate.
2.3 Research variable
Table 2 describes the material properties of the bottom plate in this study [22,44,45,46]. Material of kinematic hardening was used to calculate this simulation which utilized Cowper – Symonds equation to calculate the dynamic nonlinear effect [47]. To find the dynamic stress (
Material Properties of S235
| Material property | Value | Unit |
|---|---|---|
| Density | 7,850 | kg/m3 |
| Young’s modulus | 210 | GPa |
| Poison ratio | 0.3 | |
| Yield stress | 235 | MPa |
| Tan modulus | 672 | MPa |
| Beta | 0.225 | |
| Strain rate C | 500 | s−1 |
3 Benchmark test with experimental data
Currently, finite element analysis is more popular than experimental because it have more data capturing and requires lower costs. In the previous research on finite element analysis of ship grounding, validation is needed to prove the simulation result [15,46,48,49]. The previous research by Alsos and Amdahl was used as a comparison to find the optimum analytical setting to validate this simulation [18]. The present study used scenario 1, which was a plain plate. Figure 6 shows that this study’s reaction force complies with the experiment.

Comparison of reaction force between simulation and experiment.
The finite element method and experiment had different patterns in the 140 mm penetration. The finite element at 140 mm of penetration did not have any dip in the curve of reaction force. This situation was similar to that of the previous study, which used a numerical method that did not have a dip phenomenon [48].
Figure 7 shows that the crack and deformation of the ship’s bottom plate are validated in the previous experiment [22]. In this study, the ratio between the narrow and wide plates was 3–5. The simulation showed that the crack was in a similar position in the narrow area of the plate. This study proved that a simplified simulation model had less effect on the simulation result. Based on this condition, another variable was used in the analytical setting.

Plate deformation comparison: (a) Alsos and Amdahl's experiment and (b) scenario A (present study).
4 Results and discussion
Structure failure in the grounding was described on the crack of the plates. Analysis of the stress concentration and crack initiation described the grounding phenomenon. The stress of the bottom plate based on stress concentration before crack nucleation (Figure 8) and locates of the crack initiate (Figure 9) was classified into four different types. This classification was based on the effect of the pit on stress concentration. Stress concentration was a method to predict the failure location of the structure where the location of stress concentration had a high probability of failure.


Stress distribution before crack initiation: (a) scenario A, (b) scenario B, (c) scenario C1, (d) scenario D1, (e) scenario C2, (f) scenario D2, (g) scenario C3, (h) scenario D3, (i) scenario C4, (j) scenario D4, (k) scenario C5, (l) scenario D5, (m) scenario C6, and (n) scenario D6.


Stress distribution after crack initiation: (a) scenario A, (b) scenario B, (c) scenario C1, (d) scenario D1, (e) scenario C2, (f) scenario D2, (g) scenario C3, (h) scenario D3, (i) scenario C4, (j) scenario D4, (k) scenario C5, (l) scenario D5, (m) scenario C6, and (n) scenario D6.
First, pit corrosion was not the location of the stress concentration factor. Based on Figure 8, the plain plate and the corrosion near the center of plates (scenarios A, B, C1, and D1) showed stress concentration before the crack nucleation created a ring. Scenarios A, B, C1, and D1 had a similar pattern of the ring stress concentration, which in the narrow plate has dominance compared to the wider side.
The next type is stress concentration in the pit corrosion, located in the inner ring of stress concentrations. Figure 8 shows this condition in scenarios C2 and D2, where the stress was concentrated in the four outer pit corrosion. In scenarios C2 and D2, stress concentration transformed from the ring of stress concentration into the pit. Although the stress concentration was depicted in the four pits corrosion, Figure 9 shows crack initiating only in a couple of the pits on the narrow side. Stress contour in conditions C3 and D3 showed pitting corrosion precisely in the ring of stress concentration. The four pits had stress concentration; therefore, nucleation started only in a couple of pits in the narrow plate.
In the last six scenarios (scenarios C4, D4, C5, D5, C6, and D6), the stress concentration expanded to the pit location up to 380 mm of the pit distance. In this situation, the stress concentration transformed only into a couple of pits on the narrow side. In this situation, the stress concentration transformed into the pit, although it had a distant location of the pit into the ring of stress concentration.
All scenarios in this study described that plate’s strain caused the ship bottom plate’s failure. A pit in the center of the plate (scenarios B, D1, D2, D3, D4, D5, and D6) caused stress concentration, and a crack was initiated. This condition does not align with the previous research, in which the center of impact is the starting of crack nucleation [15]. This situation is caused by the round of the impactor, making stress concentration distribute to the area in the center of the plates.
The reaction force is commonly used to evaluate the effect of ship collision and grounding. Integrating the lower area of the reaction force to displacement is energy internal to the plate. Lower energy absorption indicates that the bottom ship plate is weaker on the grounding accident. Figure 10 shows that every scenario has an identical graph in the rising reaction force. However, they have a different location on a dip. An early reaction force dip indicates that lower energy is needed to break the bottom plate. This situation shows that the internal energy to deform the bottom plate is the same until before it cracks.

Reaction force on the bottom plate under different grounding scenarios.
Based on the reaction force graph, the crack initiated by the reaction force started to decrease. Scenarios C3 and D3 were the weakest condition, which initiated a crack at 130 mm of penetration. Scenarios C3 and D3 had 200 mm of pit spacing. These scenarios indicate that the pit on the narrow side is the critical point in pitting corrosion. In another scenario, avoiding the critical point in pitting corrosion can increase the plate strength under collision load.
Figure 11 describes that pitting corrosion in the center of the plate has a small effect on reaction force, where a plate on a plate with pitting corrosion in the center of the plate earlier broke without pitting corrosion in the center. Pitting corrosion on the center of the plate made the plate slightly weaker on the grounding phenomenon. The simulation results comply with a study by Cerit that describes the pit as only sometimes a critical point in the structure [50].

Crack initiates on-depth penetration of different grounding scenarios.
5 Conclusion
The pitting corrosion location effect on the strength of the plate under the grounding effect was calculated in this study. Based on finite element methods, the grounding effect evaluated stress concentration, crack nucleation, reaction force graph, and penetration depth in crack nucleation. The stress concentration factor leads crack nucleation; this study has found that crack initiates on the narrow side of the plate although stress concentration is captured in both the narrow and wider sides of the plate.
A plain plate scenario created a ring of stress concentration under grounding simulation, leading to crack nucleation located about 100 mm from the center of the plates. In this study, the nearer location of the pitting to the ring of stress concentration in the plain plate weakened the plate in the grounding phenomenon, measured by stress concentration in crack nucleation, reaction force, and depth of penetration in the crack initiation. The nearest and farthest of the pit showed an insignificant effect.
Acknowledgments
The authors would like to express their gratitude to the Laboratory of Ship Material and Strength at Department of Naval Architecture, Diponegoro University, Indonesia, for providing research facilities and assistance with numerical simulation.
-
Funding information: The research has received financial support from the Riset Publikasi Internasional (RPI), Diponegoro University 2023 research scheme with contract number 569-141/UN7.D2/PP/IV/2023. The authors gratefully acknowledge the support.
-
Author contributions: All authors have accepted responsibility for the entire content of this manuscript and approved its submission.
-
Conflict of interest: The authors state no conflict of interest.
References
[1] Transportasi KNK. Accident reports. [cited 2022 Sep 16]. http://knkt.dephub.go.id/knkt/ntsc_maritime/maritime_investigation_report1.htm.Search in Google Scholar
[2] EMSA. Annual overview of marine casualties and incidents 2021. European Maritime Safety Agency Lisbon; 2021. [cited 2023 May 23]. https://safety4sea.com/emsa-annual-overview-of-marine-casualties-and-incidents-2022/#:∼:text=In%202021%2C%202%2C637%20marine,casualties%20between%202014%20and%202019.Search in Google Scholar
[3] Paik JK, Thayamballi AK, Park YI, Hwang JS. A time-dependent corrosion wastage model for seawater ballast tank structures of ships. Corros Sci. 2004 Feb 1;46(2):471–86.10.1016/S0010-938X(03)00145-8Search in Google Scholar
[4] Nugroho FA, Braun M, Ehlers S. Probability analysis of PIT distribution on corroded ballast tank. Ocean Eng. 2021 May 15;228:108958.10.1016/j.oceaneng.2021.108958Search in Google Scholar
[5] Feng L, Hong K, Li D, Shi H. Ultimate torsional strength assessment of large deck opening stiffened box girder subjected to pitting corrosion. Ocean Eng. 2022 May 1;251:111059.10.1016/j.oceaneng.2022.111059Search in Google Scholar
[6] Wang R. On the effect of pit shape on pitted plates, Part II: Compressive behavior due to random pitting corrosion. Ocean Eng. 2021 Sep 15;236:108737.10.1016/j.oceaneng.2021.108737Search in Google Scholar
[7] Feng L, Li D, Shi H, Zhang Q, Wang S. A study on the ultimate strength of ship plate with coupled corrosion and crack damage. Ocean Eng. 2020 Mar 15;200:106950.10.1016/j.oceaneng.2020.106950Search in Google Scholar
[8] Huang H, Jia C, Guo L. Effect of local corrosion on tensile behavior of steel plates. Structures. 2022 Sep 1;43:977–89.10.1016/j.istruc.2022.07.027Search in Google Scholar
[9] Ahmadi F, Rahbar Ranji A, Nowruzi H. Ultimate strength prediction of corroded plates with center-longitudinal crack using FEM and ANN. Ocean Eng. 2020 Jun 15;206:107281.10.1016/j.oceaneng.2020.107281Search in Google Scholar
[10] Qi Z, Hongqi Y, Huan Z, Kaixuan L, Yi H. Ultimate strength assessment of hull structural plates with general corrosion based on fractal theory. Ocean Eng. 2022 Feb 1;245:110417.10.1016/j.oceaneng.2021.110417Search in Google Scholar
[11] Feng L, Hu L, Chen X, Shi H. A parametric study on effects of pitting corrosion on stiffened panels’ ultimate strength. Int J Nav Archit Ocean Eng. 2020 Jan 1;12:699–710.10.1016/j.ijnaoe.2020.08.001Search in Google Scholar
[12] Xing H, Spence S, Chen H. A comprehensive review on countermeasures for CO2 emissions from ships. Renew Sustain Energy Rev. 2020;134(August):110222.10.1016/j.rser.2020.110222Search in Google Scholar
[13] Shi XH, Zhang J, Guedes Soares C. Numerical assessment of experiments on the ultimate strength of stiffened panels with pitting corrosion under compression. Thin-Walled Struct. 2018 Dec 1;133:52–70.10.1016/j.tws.2018.09.029Search in Google Scholar
[14] Zhang Y, Huang Y, Meng F. Ultimate strength of hull structural stiffened plate with pitting corrosion damage under unaxial compression. Mar Struct. 2017;56:117–36.10.1016/j.marstruc.2017.07.006Search in Google Scholar
[15] Prabowo AR, Cao B, Sohn JM, Bae DM. Crashworthiness assessment of thin-walled double bottom tanker: Influences of seabed to structural damage and damage-energy formulae for grounding damage calculations. J Ocean Eng Sci. 2020;5(4):387–400.10.1016/j.joes.2020.03.002Search in Google Scholar
[16] Pineau JP, Le Sourne H. Analytical modelling of ship bottom grounding considering combined surge and heave motions. Mar Struct. 2023;88103364.10.1016/j.marstruc.2022.103364Search in Google Scholar
[17] Pineau JP, Conti F, Le Sourne H, Looten T. A fast simulation tool for ship grounding damage analysis. Ocean Eng. 2022;262112248.Search in Google Scholar
[18] Kim SJ, Taimuri G, Kujala P, Conti F, Le Sourne H, Pineau JP, et al. Comparison of numerical approaches for structural response analysis of passenger ships in collisions and groundings. Mar Struct. 2022;81:103125.Search in Google Scholar
[19] Calle MAG, Oshiro RE, Kõrgesaar M, Alves M, Kujala P. Combined strain rate, mesh size and calibration test influence on structural failure: Miniature ship grounding test. Ocean Eng. 2019;173:215–26.10.1016/j.oceaneng.2019.01.002Search in Google Scholar
[20] Liu B, Garbatov Y, Zhu L, Guedes Soares C. Numerical assessment of the structural crashworthiness of corroded ship hulls in stranding. Ocean Eng. 2018;170:276–85.10.1016/j.oceaneng.2018.10.034Search in Google Scholar
[21] Ringsberg JW, Li Z, Johnson E, Kuznecovs A, Shafieisabet R. Reduction in ultimate strength capacity of corroded ships involved in collision accidents. Ships Offshore Struct. 2018;13(Sup1):155–66.10.1080/17445302.2018.1429158Search in Google Scholar
[22] Alsos HS, Amdahl J. On the resistance to penetration of stiffened plates, Part I – Experiments. Int J Impact Eng. 2009 Jun 1;36(6):799–807.10.1016/j.ijimpeng.2008.10.005Search in Google Scholar
[23] Hallquist JO. LS-DYNA theory manual. Livermore Softw Technol Corp. 2006;3:25–31.Search in Google Scholar
[24] Kim SJ, Taimuri G, Kujala P, Conti F, le Sourne H, Pineau JP, et al. Comparison of numerical approaches for structural response analysis of passenger ships in collisions and groundings. Mar Struct. 2022;81:103125.10.1016/j.marstruc.2021.103125Search in Google Scholar
[25] Bin S, Zhiqiang H, Jin W, Zhaolong Y. An analytical method to assess the damage and predict the residual strength of a ship in a shoal grounding accident scenario. J Ocean Eng Sci. 2016;1(2):167–79.10.1016/j.joes.2016.03.007Search in Google Scholar
[26] Marinatos JN, Samuelides MS. Towards a unified methodology for the simulation of rupture in collision and grounding of ships. Mar Struct. 2015;42:1–32.10.1016/j.marstruc.2015.02.006Search in Google Scholar
[27] Pineau JP, Conti F, le Sourne H, Looten T. A fast simulation tool for ship grounding damage analysis. Ocean Eng. 2022;262112248.10.1016/j.oceaneng.2022.112248Search in Google Scholar
[28] Ling FF. Mechanical engineering series. Austin, USA: Springer; 2006.Search in Google Scholar
[29] Khodabux W, Liao C, Brennan F. Characterisation of pitting corrosion for inner section of offshore wind foundation using laser scanning. Ocean Eng. 2021;230:109079.10.1016/j.oceaneng.2021.109079Search in Google Scholar
[30] Zhu Y, Wang L, Behnamian Y, Song S, Wang R, Gao Z, et al. Metal pitting corrosion characterized by scanning acoustic microscopy and binary image processing. Corros Sci. 2020;170:108685.10.1016/j.corsci.2020.108685Search in Google Scholar
[31] Shojai S, Schaumann P, Braun M, Ehlers S. Influence of pitting corrosion on the fatigue strength of offshore steel structures based on 3D surface scans. Int J Fatigue. 2022;164:107128.10.1016/j.ijfatigue.2022.107128Search in Google Scholar
[32] Trueba M, Trasatti SP. Study of Al alloy corrosion in neutral NaCl by the pitting scan technique. Mater Chem Phys. 2010;121(3):523–33.10.1016/j.matchemphys.2010.02.022Search in Google Scholar
[33] Liu D, Tian G, Yang Z, Jin G, Zhang W, Wang Y, et al. Stress corrosion behavior of 2195-T8 Al-Li alloy with an artificial pit exposed to a 30vol% HNO3 solution. Chin J Aeronaut. 2022;36(2):304–15.10.1016/j.cja.2022.09.017Search in Google Scholar
[34] Pessu FO, Saleem E, Espejo C, Neville A. Understanding the local pitting corrosion characteristics of carbon steel in CO2 corrosion environment using artificially machined pits. Results Eng. 2022;16:100700.10.1016/j.rineng.2022.100700Search in Google Scholar
[35] Wang R, Lin S. On the effect of pit shape on pitted plates, Part I: Tensile behavior due to artificial corrosion pits. Ocean Eng. 2021;236:108754.10.1016/j.oceaneng.2021.108754Search in Google Scholar
[36] Xing W, Gang L, Lin X, Linjun Z, Ke H, Bin H. Shear strength reduction of trapezoidal corrugated steel plates with artificial corrosion pits. J Constr Steel Res. 2021;180:106583.10.1016/j.jcsr.2021.106583Search in Google Scholar
[37] Wen Z, Wei X, Xiao L, He K. Experimental evaluation of the shear buckling behaviors of corrugated webs with artificial corrosion pits. Thin-Walled Struct. 2019;141:251–9.10.1016/j.tws.2019.04.034Search in Google Scholar
[38] Jie Z, Li Y, Wei X, Zhuge P. Fatigue life prediction of welded joints with artificial corrosion pits based on continuum damage mechanics. J Constr Steel Res. 2018;148:542–50.10.1016/j.jcsr.2018.06.013Search in Google Scholar
[39] Bonzom R, Oltra R. Intergranular corrosion propagation rate of 2024 alloy investigated via the “one-dimensional artificial pit” technique. Corros Sci. 2016;111:850–5.10.1016/j.corsci.2016.05.033Search in Google Scholar
[40] Chou JS, Ngo NT, Chong WK. The use of artificial intelligence combiners for modeling steel pitting risk and corrosion rate. Eng Appl Artif Intell. 2017;65:471–83.10.1016/j.engappai.2016.09.008Search in Google Scholar
[41] Jiménez-Come MJ, Muñoz E, García R, Matres V, Martín ML, Trujillo F, et al. Pitting corrosion behaviour of austenitic stainless steel using artificial intelligence techniques. J Appl Log. 2012;10(4):291–7.10.1016/j.jal.2012.07.005Search in Google Scholar
[42] Masaki K, Ochi Y, Matsumura T. Small crack property of austenitic stainless steel with artificial corrosion pit in long life regime of fatigue. Int J Fatigue. 2006;28(11):1603–10.10.1016/j.ijfatigue.2005.06.055Search in Google Scholar
[43] Rayment T, Davenport AJ, Dent AJ, Tinnes JP, Wiltshire RJK, Martin C, et al. Characterisation of salt films on dissolving metal surfaces in artificial corrosion pits via in situ synchrotron X-ray diffraction. Electrochem Commun. 2008;10(6):855–8.10.1016/j.elecom.2008.03.018Search in Google Scholar
[44] Niklas K, Bera A. The influence of selected strain-based failure criteria on ship structure damage resulting from a collision with an offshore wind turbine monopile. Pol Marit Res. 2021;28(4(112)):42–52.10.2478/pomr-2021-0048Search in Google Scholar
[45] AS DNVGL. Determination of structural capacity by non-linear FE analysis methods. Recommended Practice No DNV-RP-C208, Det Norske Veritas GL AS, Oslo; 2013.Search in Google Scholar
[46] AbuBakar A, Dow RS. Simulation of ship grounding damage using the finite element method. Int J Solids Struct. 2013;50(5):623–36.10.1016/j.ijsolstr.2012.10.016Search in Google Scholar
[47] Cowper GR, Symonds PS. Strain-hardening and strain-rate effects in the impact loading of cantilever beams. Brown Univ Providence Ri; 1957.10.21236/AD0144762Search in Google Scholar
[48] Alsos HS, Amdahl J, Hopperstad OS. On the resistance to penetration of stiffened plates, Part II: Numerical analysis. Int J Impact Eng. 2009;36(7):875–87.10.1016/j.ijimpeng.2008.11.004Search in Google Scholar
[49] Wang Z, Hu Z, Liu K, Chen G. Application of a material model based on the Johnson-Cook and Gurson-Tvergaard-Needleman model in ship collision and grounding simulations. Ocean Eng. 2020;205:106768.10.1016/j.oceaneng.2019.106768Search in Google Scholar
[50] Cerit M, Genel K, Eksi S. Numerical investigation on stress concentration of corrosion pit. Eng Fail Anal. 2009;16(7):2467–72.10.1016/j.engfailanal.2009.04.004Search in Google Scholar
© 2023 the author(s), published by De Gruyter
This work is licensed under the Creative Commons Attribution 4.0 International License.
Articles in the same Issue
- Research Articles
- Investigation of differential shrinkage stresses in a revolution shell structure due to the evolving parameters of concrete
- Multiphysics analysis for fluid–structure interaction of blood biological flow inside three-dimensional artery
- MD-based study on the deformation process of engineered Ni–Al core–shell nanowires: Toward an understanding underlying deformation mechanisms
- Experimental measurement and numerical predictions of thickness variation and transverse stresses in a concrete ring
- Studying the effect of embedded length strength of concrete and diameter of anchor on shear performance between old and new concrete
- Evaluation of static responses for layered composite arches
- Nonlocal state-space strain gradient wave propagation of magneto thermo piezoelectric functionally graded nanobeam
- Numerical study of the FRP-concrete bond behavior under thermal variations
- Parametric study of retrofitted reinforced concrete columns with steel cages and predicting load distribution and compressive stress in columns using machine learning algorithms
- Application of soft computing in estimating primary crack spacing of reinforced concrete structures
- Identification of crack location in metallic biomaterial cantilever beam subjected to moving load base on central difference approximation
- Numerical investigations of two vibrating cylinders in uniform flow using overset mesh
- Performance analysis on the structure of the bracket mounting for hybrid converter kit: Finite-element approach
- A new finite-element procedure for vibration analysis of FGP sandwich plates resting on Kerr foundation
- Strength analysis of marine biaxial warp-knitted glass fabrics as composite laminations for ship material
- Analysis of a thick cylindrical FGM pressure vessel with variable parameters using thermoelasticity
- Structural function analysis of shear walls in sustainable assembled buildings under finite element model
- In-plane nonlinear postbuckling and buckling analysis of Lee’s frame using absolute nodal coordinate formulation
- Optimization of structural parameters and numerical simulation of stress field of composite crucible based on the indirect coupling method
- Numerical study on crushing damage and energy absorption of multi-cell glass fibre-reinforced composite panel: Application to the crash absorber design of tsunami lifeboat
- Stripped and layered fabrication of minimal surface tectonics using parametric algorithms
- A methodological approach for detecting multiple faults in wind turbine blades based on vibration signals and machine learning
- Influence of the selection of different construction materials on the stress–strain state of the track
- A coupled hygro-elastic 3D model for steady-state analysis of functionally graded plates and shells
- Comparative study of shell element formulations as NLFE parameters to forecast structural crashworthiness
- A size-dependent 3D solution of functionally graded shallow nanoshells
- Special Issue: The 2nd Thematic Symposium - Integrity of Mechanical Structure and Material - Part I
- Correlation between lamina directions and the mechanical characteristics of laminated bamboo composite for ship structure
- Reliability-based assessment of ship hull girder ultimate strength
- Finite element method on topology optimization applied to laminate composite of fuselage structure
- Dynamic response of high-speed craft bottom panels subjected to slamming loadings
- Effect of pitting corrosion position to the strength of ship bottom plate in grounding incident
- Antiballistic material, testing, and procedures of curved-layered objects: A systematic review and current milestone
- Thin-walled cylindrical shells in engineering designs and critical infrastructures: A systematic review based on the loading response
- Laminar Rayleigh–Benard convection in a closed square field with meshless radial basis function method
- Determination of cryogenic temperature loads for finite-element model of LNG bunkering ship under LNG release accident
- Roundness and slenderness effects on the dynamic characteristics of spar-type floating offshore wind turbine
Articles in the same Issue
- Research Articles
- Investigation of differential shrinkage stresses in a revolution shell structure due to the evolving parameters of concrete
- Multiphysics analysis for fluid–structure interaction of blood biological flow inside three-dimensional artery
- MD-based study on the deformation process of engineered Ni–Al core–shell nanowires: Toward an understanding underlying deformation mechanisms
- Experimental measurement and numerical predictions of thickness variation and transverse stresses in a concrete ring
- Studying the effect of embedded length strength of concrete and diameter of anchor on shear performance between old and new concrete
- Evaluation of static responses for layered composite arches
- Nonlocal state-space strain gradient wave propagation of magneto thermo piezoelectric functionally graded nanobeam
- Numerical study of the FRP-concrete bond behavior under thermal variations
- Parametric study of retrofitted reinforced concrete columns with steel cages and predicting load distribution and compressive stress in columns using machine learning algorithms
- Application of soft computing in estimating primary crack spacing of reinforced concrete structures
- Identification of crack location in metallic biomaterial cantilever beam subjected to moving load base on central difference approximation
- Numerical investigations of two vibrating cylinders in uniform flow using overset mesh
- Performance analysis on the structure of the bracket mounting for hybrid converter kit: Finite-element approach
- A new finite-element procedure for vibration analysis of FGP sandwich plates resting on Kerr foundation
- Strength analysis of marine biaxial warp-knitted glass fabrics as composite laminations for ship material
- Analysis of a thick cylindrical FGM pressure vessel with variable parameters using thermoelasticity
- Structural function analysis of shear walls in sustainable assembled buildings under finite element model
- In-plane nonlinear postbuckling and buckling analysis of Lee’s frame using absolute nodal coordinate formulation
- Optimization of structural parameters and numerical simulation of stress field of composite crucible based on the indirect coupling method
- Numerical study on crushing damage and energy absorption of multi-cell glass fibre-reinforced composite panel: Application to the crash absorber design of tsunami lifeboat
- Stripped and layered fabrication of minimal surface tectonics using parametric algorithms
- A methodological approach for detecting multiple faults in wind turbine blades based on vibration signals and machine learning
- Influence of the selection of different construction materials on the stress–strain state of the track
- A coupled hygro-elastic 3D model for steady-state analysis of functionally graded plates and shells
- Comparative study of shell element formulations as NLFE parameters to forecast structural crashworthiness
- A size-dependent 3D solution of functionally graded shallow nanoshells
- Special Issue: The 2nd Thematic Symposium - Integrity of Mechanical Structure and Material - Part I
- Correlation between lamina directions and the mechanical characteristics of laminated bamboo composite for ship structure
- Reliability-based assessment of ship hull girder ultimate strength
- Finite element method on topology optimization applied to laminate composite of fuselage structure
- Dynamic response of high-speed craft bottom panels subjected to slamming loadings
- Effect of pitting corrosion position to the strength of ship bottom plate in grounding incident
- Antiballistic material, testing, and procedures of curved-layered objects: A systematic review and current milestone
- Thin-walled cylindrical shells in engineering designs and critical infrastructures: A systematic review based on the loading response
- Laminar Rayleigh–Benard convection in a closed square field with meshless radial basis function method
- Determination of cryogenic temperature loads for finite-element model of LNG bunkering ship under LNG release accident
- Roundness and slenderness effects on the dynamic characteristics of spar-type floating offshore wind turbine