Abstract
In this investigation, we delve into the recovery of quiescent optical solitons amidst the onset of nonlinear chromatic dispersion (CD), employing the complex Ginzburg–Landau equation. Quiescent optical solitons, self-sustaining, locally distributed wave packets, uphold their shape and amplitude over extensive distances through a delicate equilibrium of nonlinearity and dispersion. Our scrutiny extends to four distinct forms of self-phase modulation structures, wherein we adopt the
1 Introduction
In the realm of telecommunication engineering, the concept of optical solitons emerges as pivotal. Extensive research in this domain primarily centres around optical fibres, metamaterials, metasurfaces, magneto-optic waveguides, fiber Bragg gratings, dense wavelength division multiplexing systems, and other related devices [1,2]. Indeed, the intricate dynamics of solitons constitute a cornerstone of modern technological advancements, without which progress would be unimaginable. This intricate interplay is governed by a variety of models, with diverse types of fibres yielding varying outcomes. Over the years, significant research has been conducted in this area. For instance, Ekici et al. investigated the dispersive optical solitons with Schrödinger–Hirota equation [3], Yasin et al. explored the exact solutions of modified kdv–Zakharov–Kuznetsov equation [4], Ahmad et al. delved into the new wave solutions of nonlinear Landau–Ginzburg–Higgs equation [5,6], and Biswas et al. discovered the stationary solutions of the nonlinear dispersive Schrödinger’s equation [7]. Ekici et al. retrieved nematicons in liquid crystals from its governing equation [8] and stationary optical solitons with nonlinear group velocity dispersion [9]. Owing to their remarkable characteristics, optical solitons traverse vast distances across continents, a feat made possible by the delicate equilibrium between chromatic dispersion (CD) and nonlinearity induced by self-phase modulation (SPM). Over time, various structural forms of SPM have yielded a rich spectrum of outcomes, underscoring the complexity inherent in this phenomenon [10–13].
Among the models employed to explore these dynamics are the nonlinear Schrödinger’s equation and the Sasa–Satsuma equation, each offering unique insights into the intricate interplay between CD and nonlinearity [14–16]. Notably, solitons transit into a quiescent state during trans-oceanic or trans-continental transmission, leading to their temporary cessation [17,18]. In the context of optical fibres, quiescent optical solitons frequently emerge as a result of the intricate interplay between dispersion and nonlinearity. Furthermore, employing software to directly solve reduced ordinary differential equations has yielded a diverse array of results [19–22].
The current study delves into the nuanced exploration of four distinct forms of SPM structures, aimed at generating quiescent solitons within the framework of the complex Ginzburg–Landau equation (CGLE) with nonlinear CD. This endeavour represents a significant step forward in our understanding of soliton dynamics and holds immense promise for future research in this burgeoning field.
The governing model under discussion in this investigation is elucidated by the following equation [23,24]:
where the complex-valued function
Various studies have investigated the complex CGLE in diverse contexts. The exploration of quiescent solitons with nonlinear CD was initially introduced in 2006. Systems of coupled real Ginzburg–Landau equations (GLEs) representing patterns in optics, thermal convection, and Bose–Einstein condensates have analytical solutions for domain-wall states [25]. Additionally, the presence, stability, and formation of linearly coupled GLEs with multipulse bound states have been scrutinised [26]. Dissipative solitons’ dynamics are studied within the context of a one-dimensional fractional order CGLE [27]. Various methodologies, including the semi-inverse variational principle and the solitary wave ansatz, have been employed to investigate soliton solutions and their parametric conditions [28,29]. Optical solitons for CGLE with the well-known nonlinearities such as power laws and Kerr have been generated [30]. Multiple types of optical soliton solutions to CGLE have been examined utilising diverse methods [31]. With the perturbed CGLE, six distinct types of nonlinear refractive index structures have been studied [32]. Furthermore, enhanced Kudryashov’s approach has been applied to investigate various soliton types to generate [33,34].
This study focuses on examining CGLE with nonlinear CD, resulting in the formation of quiescent solitons rather than mobile ones. Considering four different types of SPM, the quiescent solitons obtained in this research are produced by combining nonlinear CD with the four proposed SPM types [35,36].
2 Description of
(
1
ϑ
(
σ
)
,
ϑ
′
(
ς
)
ϑ
(
ς
)
)
method
We begin by considering the model equation that is provided below:
where the unknown function is
Consider the transformation as
where
The solution to Eq. (4) can be expressed as
Eq. (4) can be evaluated by determining the constants
The following solution can be obtained by solving Eq. (6):
where any constant value can be assigned to
The nonlinear term and the highest order derivatives in Eq. (4) are balanced in order to obtain the appropriate value of
The exact solutions of Eq. (2) can be obtained by using a procedure that includes the substitution of (5), as well as Eq. (6) and its derivatives Eq. (7), into Eq. (4). This leads to the derivation of a polynomial equation in the form of
3 Quiescent solitons of CGLE with nonlinear CD
The existence of nonlinear CD causes stationary solitons [37]. The initial hypothesis for these solitons is as follows:
where the wave number is represented by the symbol
The subsequent subsections will deal Eq. (1) with different kinds of SPM structures.
3.1 Parabolic law
The parabolic law of nonlinearity can be found in the majority of commercial optical fibres. This law arises as a consequence of Langmuir waves interacting with electrons [38–40]. This law also describes the impact of ponderomotive forces on the nonlinear interaction between high-frequency Langmuir waves and ion-acoustic waves. When the CGLE (1) is incorporated with the parabolic nonlinearity law, it yields
Eq. (9) thus yields the following expression:
We set
We obtain
Substituting Eqs (13) and (6) into Eq. (12) allows us a polynomial equation in the form of
Result 1:
By inserting Eq. (14) with the help of Eq. (7) into Eq. (13), we obtain the following solitary wave profile for Eq. (10):
By substituting
and
The results are valid for
Result 2:
The wave profile of Eq. (10) can be achieved as a consequence of the following:
By substituting
with
with
3.2 Generalised quadratic–cubic law
A combination of cubic (self-focusing) and quadratic (self-defocusing) factors makes up this law of nonlinearity. An expression for the generalised quadratic–cubic law, which characterises the nonlinearity in the CGLE, is as follows:
Eq. (9) thus yields the following expression:
By choosing
Now, we presume
Eq. (24) thus has the following form:
Balancing
Substituting Eqs (27) and (6) into Eq. (26) allows us a polynomial equation in the form of
Result 1:
The wave profile of Eq. (22) can be achieved as a consequence of the following:
By substituting
and
with
Result 2:
The wave profile of Eq. (22) can be achieved as a consequence of the following:
By substituting
and
with
3.3 Generalised cubic–quartic (CQ) law
Physical systems are frequently described using the most basic version of the nonlinearity law, also referred to as cubic nonlinearity. This law is a theoretical model that is suggested and is derived from the combination of quartic and cubic forms. CGLE (1) can be expressed as
Eq. (9) thus yields the following expression:
By choosing
Now, we presume
Eq. (38) thus has the following form:
Balancing
Substituting Eqs (41) and (6) into Eq. (40) allows us a polynomial equation in the form of
Result 1:
The wave profile of Eq. (36) can be achieved as a consequence of the following:
By substituting
and
Here,
Result 2:
The wave profile of Eq. (36) can be achieved as a consequence of the following:
By substituting
with
And
with
3.4 Power law
This polynomial nonlinearity includes the septic version of power law. The CGLE Eq. (1) takes the subsequent form
Eq. (9) thus yields the following expression:
By choosing
Now, we presume
Eq. (52) thus has the following form:
Balancing
Substituting Eqs (55) and Eq. (6) into Eq. (54) allows us a polynomial equation in the form of
Result 1:
The wave profile of Eq. (50) can be achieved as a consequence of the following:
By substituting
and
with
Result 2:
The wave profile of Eq. (50) can be achieved as a consequence of the following:
By substituting
and
with
4 Results and discussion
In our endeavour to deepen understanding of the solutions at hand, we have meticulously crafted a comprehensive visual representation. By employing both three-dimensional (3D) and two-dimensional (2D) plots, we offer a detailed insight into the absolute part of the solutions, elucidating their interaction and behaviour within our proposed system. The 3D graphs afford a panoramic perspective, capturing the intricate dynamics of soliton propagation, while the 2D graphs delve into a nuanced comparison of soliton profiles across different orders, highlighting variations in amplitude and phase components. These graphical renderings serve as invaluable tools, offering profound insights into the behaviour of the solutions across varying parameters.
Figure 1(a) and (b) presents a vivid portrayal of the quiescent bright soliton profile, corresponding to Eq. (20), across a spectrum of parameters. Moving onwards, Figure 2(a) showcases the 3D plot of Eq. (30), offering a captivating depiction of the dark soliton profile, while Figure 2(b) delves into its 2D representation at various values of

Profile of a stationary bright soliton of Eq. (20) with

Profile of a stationary dark soliton of Eq. (30) with
Transitioning to Figure 3, we unveil the quiescent bright profile of Eq. (34), captured in both 3D and 2D plots, showcasing the dynamic alterations in amplitude and phase as the soliton traverses its path. Figure 4 provides a visual representation of Eq. (44), encapsulating the essence of the dark soliton solution, with the accompanying 2D graphic offering a nuanced exploration of its transmission characteristics at varying

Profile of a stationary bright soliton of Eq. (34) with

Profile of a stationary dark soliton of Eq. (44) with
Furthermore, Figure 5 presents the graphical depiction of Eq. (49), capturing the essence of the singular soliton solution. The accompanying 2D plot, across diverse

Profile of a stationary singular soliton of Eq. (49) with
Figures 6 and 7 round off our visual exploration, presenting the dark and bright soliton profiles of solutions encapsulated in Eqs (54) and (62), respectively. The accompanying 2D graphics offer a nuanced exploration of the soliton’s transmission characteristics across varying amplitudes and phases, providing a comprehensive understanding of their behaviour.

Profile of a stationary dark soliton of Eq. (58) with

Profile of a stationary bright soliton of Eq. (62) with
In summary, our visual representations offer profound insights into the behaviour of solitons under varying conditions, paving the way for a deeper comprehension of their dynamics and implications within the broader context of nonlinear wave phenomena. Various other researches discussed the stationary optical solitons emerge from Lie point symmetry in the CGLE, which possesses nine forms of nonlinear refractive index structures [19]. Six forms of Kudryashov’s nonlinear refractive index structures with nonlinear CD of CGLE are considered to derive bright, dark, and singular solitons [20]. Using the enhanced Kudryashov’s scheme, singular, dark, and bright soliton solutions of CGLE have emerged [24]. Three types of nonlinearity, such as quadratic–cubic, cubic–quintic, and power law nonlinearity, have been studied for CGLE, and dark, singular, and combo soliton solutions have been achieved [29]. However, our findings exhibit dark, bright, and singular soliton solutions for four distinct forms of self-phase modulation structures, resulting in solutions in hyperbolic function forms.
5 Conclusion
In our current endeavour, we have succeeded in elucidating the presence of stationary optical solitons across four distinct types of nonlinear refractive index structures as deduced from the CGLE. Through the adept application of the esteemed
Our study underscores the paramount importance of upholding linear CD throughout the transmission of optical signals. The repercussions of introducing nonlinear CD could be calamitous, potentially leading to the cessation of soliton transmission across international borders and precipitating a global upheaval in internet communication. It is incumbent upon us to exercise utmost caution to safeguard against the transformation of CD into a nonlinear state during its transmission, thus averting such dire consequences.
Looking ahead, our findings herald the dawn of further exploration in this realm. Subsequent research endeavours will involve the substitution of nonlinear CD with nonlinear CQ dispersive terms, promising a cornucopia of additional insights into soliton dynamics and their implications for telecommunications systems and technologies. These forthcoming investigations hold the potential to deepen our understanding of nonlinear wave phenomena and herald transformative advancements in the sphere of optical communication.
Acknowledgments
The authors extend their heartfelt appreciation for the invaluable support rendered by the National Science and Technology Council in Taiwan, under Grant Numbers 112-2115-M-006-002 and 112-2321-B-006-020. Their generous assistance has been instrumental in facilitating this research endeavour, and their unwavering commitment to advancing scientific knowledge is deeply acknowledged.
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Funding information: The authors state no funding involved.
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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.
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Data availability statement: All data generated or analysed during this study are included in this published article.
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- Ultrasonic cavitation did not occur in high-pressure CO2 liquid
- Research on the performance of a novel type of cemented filler material for coal mine opening and filling
- Testing of recycled fine aggregate concrete’s mechanical properties using recycled fine aggregate concrete and research on technology for highway construction
- A modified fuzzy TOPSIS approach for the condition assessment of existing bridges
- Nonlinear structural and vibration analysis of straddle monorail pantograph under random excitations
- Achieving high efficiency and stability in blue OLEDs: Role of wide-gap hosts and emitter interactions
- Construction of teaching quality evaluation model of online dance teaching course based on improved PSO-BPNN
- Enhanced electrical conductivity and electromagnetic shielding properties of multi-component polymer/graphite nanocomposites prepared by solid-state shear milling
- Optimization of thermal characteristics of buried composite phase-change energy storage walls based on nonlinear engineering methods
- A higher-performance big data-based movie recommendation system
- Nonlinear impact of minimum wage on labor employment in China
- Nonlinear comprehensive evaluation method based on information entropy and discrimination optimization
- Application of numerical calculation methods in stability analysis of pile foundation under complex foundation conditions
- Research on the contribution of shale gas development and utilization in Sichuan Province to carbon peak based on the PSA process
- Characteristics of tight oil reservoirs and their impact on seepage flow from a nonlinear engineering perspective
- Nonlinear deformation decomposition and mode identification of plane structures via orthogonal theory
- Numerical simulation of damage mechanism in rock with cracks impacted by self-excited pulsed jet based on SPH-FEM coupling method: The perspective of nonlinear engineering and materials science
- Cross-scale modeling and collaborative optimization of ethanol-catalyzed coupling to produce C4 olefins: Nonlinear modeling and collaborative optimization strategies
- Unequal width T-node stress concentration factor analysis of stiffened rectangular steel pipe concrete
- Special Issue: Advances in Nonlinear Dynamics and Control
- Development of a cognitive blood glucose–insulin control strategy design for a nonlinear diabetic patient model
- Big data-based optimized model of building design in the context of rural revitalization
- Multi-UAV assisted air-to-ground data collection for ground sensors with unknown positions
- Design of urban and rural elderly care public areas integrating person-environment fit theory
- Application of lossless signal transmission technology in piano timbre recognition
- Application of improved GA in optimizing rural tourism routes
- Architectural animation generation system based on AL-GAN algorithm
- Advanced sentiment analysis in online shopping: Implementing LSTM models analyzing E-commerce user sentiments
- Intelligent recommendation algorithm for piano tracks based on the CNN model
- Visualization of large-scale user association feature data based on a nonlinear dimensionality reduction method
- Low-carbon economic optimization of microgrid clusters based on an energy interaction operation strategy
- Optimization effect of video data extraction and search based on Faster-RCNN hybrid model on intelligent information systems
- Construction of image segmentation system combining TC and swarm intelligence algorithm
- Particle swarm optimization and fuzzy C-means clustering algorithm for the adhesive layer defect detection
- Optimization of student learning status by instructional intervention decision-making techniques incorporating reinforcement learning
- Fuzzy model-based stabilization control and state estimation of nonlinear systems
- Optimization of distribution network scheduling based on BA and photovoltaic uncertainty
- Tai Chi movement segmentation and recognition on the grounds of multi-sensor data fusion and the DBSCAN algorithm
- Special Issue: Dynamic Engineering and Control Methods for the Nonlinear Systems - Part III
- Generalized numerical RKM method for solving sixth-order fractional partial differential equations
Articles in the same Issue
- Research Articles
- Generalized (ψ,φ)-contraction to investigate Volterra integral inclusions and fractal fractional PDEs in super-metric space with numerical experiments
- Solitons in ultrasound imaging: Exploring applications and enhancements via the Westervelt equation
- Stochastic improved Simpson for solving nonlinear fractional-order systems using product integration rules
- Exploring dynamical features like bifurcation assessment, sensitivity visualization, and solitary wave solutions of the integrable Akbota equation
- Research on surface defect detection method and optimization of paper-plastic composite bag based on improved combined segmentation algorithm
- Impact the sulphur content in Iraqi crude oil on the mechanical properties and corrosion behaviour of carbon steel in various types of API 5L pipelines and ASTM 106 grade B
- Unravelling quiescent optical solitons: An exploration of the complex Ginzburg–Landau equation with nonlinear chromatic dispersion and self-phase modulation
- Perturbation-iteration approach for fractional-order logistic differential equations
- Variational formulations for the Euler and Navier–Stokes systems in fluid mechanics and related models
- Rotor response to unbalanced load and system performance considering variable bearing profile
- DeepFowl: Disease prediction from chicken excreta images using deep learning
- Channel flow of Ellis fluid due to cilia motion
- A case study of fractional-order varicella virus model to nonlinear dynamics strategy for control and prevalence
- Multi-point estimation weldment recognition and estimation of pose with data-driven robotics design
- Analysis of Hall current and nonuniform heating effects on magneto-convection between vertically aligned plates under the influence of electric and magnetic fields
- A comparative study on residual power series method and differential transform method through the time-fractional telegraph equation
- Insights from the nonlinear Schrödinger–Hirota equation with chromatic dispersion: Dynamics in fiber–optic communication
- Mathematical analysis of Jeffrey ferrofluid on stretching surface with the Darcy–Forchheimer model
- Exploring the interaction between lump, stripe and double-stripe, and periodic wave solutions of the Konopelchenko–Dubrovsky–Kaup–Kupershmidt system
- Computational investigation of tuberculosis and HIV/AIDS co-infection in fuzzy environment
- Signature verification by geometry and image processing
- Theoretical and numerical approach for quantifying sensitivity to system parameters of nonlinear systems
- Chaotic behaviors, stability, and solitary wave propagations of M-fractional LWE equation in magneto-electro-elastic circular rod
- Dynamic analysis and optimization of syphilis spread: Simulations, integrating treatment and public health interventions
- Visco-thermoelastic rectangular plate under uniform loading: A study of deflection
- Threshold dynamics and optimal control of an epidemiological smoking model
- Numerical computational model for an unsteady hybrid nanofluid flow in a porous medium past an MHD rotating sheet
- Regression prediction model of fabric brightness based on light and shadow reconstruction of layered images
- Dynamics and prevention of gemini virus infection in red chili crops studied with generalized fractional operator: Analysis and modeling
- Qualitative analysis on existence and stability of nonlinear fractional dynamic equations on time scales
- Fractional-order super-twisting sliding mode active disturbance rejection control for electro-hydraulic position servo systems
- Analytical exploration and parametric insights into optical solitons in magneto-optic waveguides: Advances in nonlinear dynamics for applied sciences
- Bifurcation dynamics and optical soliton structures in the nonlinear Schrödinger–Bopp–Podolsky system
- User profiling in university libraries by combining multi-perspective clustering algorithm and reader behavior analysis
- Exploring bifurcation and chaos control in a discrete-time Lotka–Volterra model framework for COVID-19 modeling
- Review Article
- Haar wavelet collocation method for existence and numerical solutions of fourth-order integro-differential equations with bounded coefficients
- Special Issue: Nonlinear Analysis and Design of Communication Networks for IoT Applications - Part II
- Silicon-based all-optical wavelength converter for on-chip optical interconnection
- Research on a path-tracking control system of unmanned rollers based on an optimization algorithm and real-time feedback
- Analysis of the sports action recognition model based on the LSTM recurrent neural network
- Industrial robot trajectory error compensation based on enhanced transfer convolutional neural networks
- Research on IoT network performance prediction model of power grid warehouse based on nonlinear GA-BP neural network
- Interactive recommendation of social network communication between cities based on GNN and user preferences
- Application of improved P-BEM in time varying channel prediction in 5G high-speed mobile communication system
- Construction of a BIM smart building collaborative design model combining the Internet of Things
- Optimizing malicious website prediction: An advanced XGBoost-based machine learning model
- Economic operation analysis of the power grid combining communication network and distributed optimization algorithm
- Sports video temporal action detection technology based on an improved MSST algorithm
- Internet of things data security and privacy protection based on improved federated learning
- Enterprise power emission reduction technology based on the LSTM–SVM model
- Construction of multi-style face models based on artistic image generation algorithms
- Research and application of interactive digital twin monitoring system for photovoltaic power station based on global perception
- Special Issue: Decision and Control in Nonlinear Systems - Part II
- Animation video frame prediction based on ConvGRU fine-grained synthesis flow
- Application of GGNN inference propagation model for martial art intensity evaluation
- Benefit evaluation of building energy-saving renovation projects based on BWM weighting method
- Deep neural network application in real-time economic dispatch and frequency control of microgrids
- Real-time force/position control of soft growing robots: A data-driven model predictive approach
- Mechanical product design and manufacturing system based on CNN and server optimization algorithm
- Application of finite element analysis in the formal analysis of ancient architectural plaque section
- Research on territorial spatial planning based on data mining and geographic information visualization
- Fault diagnosis of agricultural sprinkler irrigation machinery equipment based on machine vision
- Closure technology of large span steel truss arch bridge with temporarily fixed edge supports
- Intelligent accounting question-answering robot based on a large language model and knowledge graph
- Analysis of manufacturing and retailer blockchain decision based on resource recyclability
- Flexible manufacturing workshop mechanical processing and product scheduling algorithm based on MES
- Exploration of indoor environment perception and design model based on virtual reality technology
- Tennis automatic ball-picking robot based on image object detection and positioning technology
- A new CNN deep learning model for computer-intelligent color matching
- Design of AR-based general computer technology experiment demonstration platform
- Indoor environment monitoring method based on the fusion of audio recognition and video patrol features
- Health condition prediction method of the computer numerical control machine tool parts by ensembling digital twins and improved LSTM networks
- Establishment of a green degree evaluation model for wall materials based on lifecycle
- Quantitative evaluation of college music teaching pronunciation based on nonlinear feature extraction
- Multi-index nonlinear robust virtual synchronous generator control method for microgrid inverters
- Manufacturing engineering production line scheduling management technology integrating availability constraints and heuristic rules
- Analysis of digital intelligent financial audit system based on improved BiLSTM neural network
- Attention community discovery model applied to complex network information analysis
- A neural collaborative filtering recommendation algorithm based on attention mechanism and contrastive learning
- Rehabilitation training method for motor dysfunction based on video stream matching
- Research on façade design for cold-region buildings based on artificial neural networks and parametric modeling techniques
- Intelligent implementation of muscle strain identification algorithm in Mi health exercise induced waist muscle strain
- Optimization design of urban rainwater and flood drainage system based on SWMM
- Improved GA for construction progress and cost management in construction projects
- Evaluation and prediction of SVM parameters in engineering cost based on random forest hybrid optimization
- Museum intelligent warning system based on wireless data module
- Optimization design and research of mechatronics based on torque motor control algorithm
- Special Issue: Nonlinear Engineering’s significance in Materials Science
- Experimental research on the degradation of chemical industrial wastewater by combined hydrodynamic cavitation based on nonlinear dynamic model
- Study on low-cycle fatigue life of nickel-based superalloy GH4586 at various temperatures
- Some results of solutions to neutral stochastic functional operator-differential equations
- Ultrasonic cavitation did not occur in high-pressure CO2 liquid
- Research on the performance of a novel type of cemented filler material for coal mine opening and filling
- Testing of recycled fine aggregate concrete’s mechanical properties using recycled fine aggregate concrete and research on technology for highway construction
- A modified fuzzy TOPSIS approach for the condition assessment of existing bridges
- Nonlinear structural and vibration analysis of straddle monorail pantograph under random excitations
- Achieving high efficiency and stability in blue OLEDs: Role of wide-gap hosts and emitter interactions
- Construction of teaching quality evaluation model of online dance teaching course based on improved PSO-BPNN
- Enhanced electrical conductivity and electromagnetic shielding properties of multi-component polymer/graphite nanocomposites prepared by solid-state shear milling
- Optimization of thermal characteristics of buried composite phase-change energy storage walls based on nonlinear engineering methods
- A higher-performance big data-based movie recommendation system
- Nonlinear impact of minimum wage on labor employment in China
- Nonlinear comprehensive evaluation method based on information entropy and discrimination optimization
- Application of numerical calculation methods in stability analysis of pile foundation under complex foundation conditions
- Research on the contribution of shale gas development and utilization in Sichuan Province to carbon peak based on the PSA process
- Characteristics of tight oil reservoirs and their impact on seepage flow from a nonlinear engineering perspective
- Nonlinear deformation decomposition and mode identification of plane structures via orthogonal theory
- Numerical simulation of damage mechanism in rock with cracks impacted by self-excited pulsed jet based on SPH-FEM coupling method: The perspective of nonlinear engineering and materials science
- Cross-scale modeling and collaborative optimization of ethanol-catalyzed coupling to produce C4 olefins: Nonlinear modeling and collaborative optimization strategies
- Unequal width T-node stress concentration factor analysis of stiffened rectangular steel pipe concrete
- Special Issue: Advances in Nonlinear Dynamics and Control
- Development of a cognitive blood glucose–insulin control strategy design for a nonlinear diabetic patient model
- Big data-based optimized model of building design in the context of rural revitalization
- Multi-UAV assisted air-to-ground data collection for ground sensors with unknown positions
- Design of urban and rural elderly care public areas integrating person-environment fit theory
- Application of lossless signal transmission technology in piano timbre recognition
- Application of improved GA in optimizing rural tourism routes
- Architectural animation generation system based on AL-GAN algorithm
- Advanced sentiment analysis in online shopping: Implementing LSTM models analyzing E-commerce user sentiments
- Intelligent recommendation algorithm for piano tracks based on the CNN model
- Visualization of large-scale user association feature data based on a nonlinear dimensionality reduction method
- Low-carbon economic optimization of microgrid clusters based on an energy interaction operation strategy
- Optimization effect of video data extraction and search based on Faster-RCNN hybrid model on intelligent information systems
- Construction of image segmentation system combining TC and swarm intelligence algorithm
- Particle swarm optimization and fuzzy C-means clustering algorithm for the adhesive layer defect detection
- Optimization of student learning status by instructional intervention decision-making techniques incorporating reinforcement learning
- Fuzzy model-based stabilization control and state estimation of nonlinear systems
- Optimization of distribution network scheduling based on BA and photovoltaic uncertainty
- Tai Chi movement segmentation and recognition on the grounds of multi-sensor data fusion and the DBSCAN algorithm
- Special Issue: Dynamic Engineering and Control Methods for the Nonlinear Systems - Part III
- Generalized numerical RKM method for solving sixth-order fractional partial differential equations