Pub Date : 2026-05-01Epub Date: 2025-12-15DOI: 10.1016/j.amc.2025.129898
Huaihe Huang , Ye Ye , Wei Bao , Yue Zhang , Nenggang Xie
{"title":"Corrigendum to “An Evolutionary Game Analysis of a Dynamically Switching Zero-Determinant Strategy” [Applied Mathematics and Computation 515 (2026) 129862]","authors":"Huaihe Huang , Ye Ye , Wei Bao , Yue Zhang , Nenggang Xie","doi":"10.1016/j.amc.2025.129898","DOIUrl":"10.1016/j.amc.2025.129898","url":null,"abstract":"","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129898"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145753420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-04DOI: 10.1016/j.amc.2025.129870
Hang Xu , Xing-Chen Shangguan , Yun-Hao An , Hong-Zhang Wang
This paper investigates consensus control and controller-gain optimisation for multi-agent systems with time-varying delays. To mitigate the high-dimensional linear matrix inequalities (LMIs) induced by Kronecker products, two novel order-reduction methods are developed. These methods integrate the controller design and optimisation within a unified framework. These techniques simplify two zero-equation structures structures with free-weighting matrices (including a new type related to Laplacian matrix) and significantly alleviating computational dimension. A Lyapunov-Krasovskii functional is constructed to simultaneously assess and facilitate the controller design, and the proposed reductions markedly decrease conservatism in the consensus conditions. Specifically, one proposed reduction method directly yields a suitable controller without iterative optimization, whereas the other embeds a particle-swarm optimisation (PSO) strategy into the synthesis process. Furthermore, the paper considers both types of zero equations and presents a hybrid approach that combines the advantages of the two order-reduction methods. Even if the number of decision variables increases, the resulting methodology substantially reduces LMI dimensionality. Simulation studies confirm the theoretical effectiveness and applicability of the integrated control and optimization framework.
{"title":"Consensus control and optimization analysis of multi-agent system with time-varying delay based on the Lyapunov-Krasovskii functional: Novel order-reduction methods","authors":"Hang Xu , Xing-Chen Shangguan , Yun-Hao An , Hong-Zhang Wang","doi":"10.1016/j.amc.2025.129870","DOIUrl":"10.1016/j.amc.2025.129870","url":null,"abstract":"<div><div>This paper investigates consensus control and controller-gain optimisation for multi-agent systems with time-varying delays. To mitigate the high-dimensional linear matrix inequalities (LMIs) induced by Kronecker products, two novel order-reduction methods are developed. These methods integrate the controller design and optimisation within a unified framework. These techniques simplify two zero-equation structures structures with free-weighting matrices (including a new type related to Laplacian matrix) and significantly alleviating computational dimension. A Lyapunov-Krasovskii functional is constructed to simultaneously assess and facilitate the controller design, and the proposed reductions markedly decrease conservatism in the consensus conditions. Specifically, one proposed reduction method directly yields a suitable controller without iterative optimization, whereas the other embeds a particle-swarm optimisation (PSO) strategy into the synthesis process. Furthermore, the paper considers both types of zero equations and presents a hybrid approach that combines the advantages of the two order-reduction methods. Even if the number of decision variables increases, the resulting methodology substantially reduces LMI dimensionality. Simulation studies confirm the theoretical effectiveness and applicability of the integrated control and optimization framework.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129870"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-06DOI: 10.1016/j.amc.2025.129879
Xiaodan Chen, Yiming Zhu
For an irregular connected k-uniform hypergraph H, let Δ(H) and ρα(H) denote its maximum degree and α-spectral radius respectively. We bound from below , an irregularity measure of H, by using the number of vertices and the diameter of H, which partially improve the work in [H. Lin, H. Guo, B. Zhou, On the α-spectral radius of irregular uniform hypergraphs, Linear Multilinear and Algebra 68 (2020) 265–277].
{"title":"Lower bounds on irregularity measure of irregular uniform hypergraphs","authors":"Xiaodan Chen, Yiming Zhu","doi":"10.1016/j.amc.2025.129879","DOIUrl":"10.1016/j.amc.2025.129879","url":null,"abstract":"<div><div>For an irregular connected <em>k</em>-uniform hypergraph <em>H</em>, let Δ(<em>H</em>) and <em>ρ<sub>α</sub></em>(<em>H</em>) denote its maximum degree and <em>α</em>-spectral radius respectively. We bound from below <span><math><mrow><mstyle><mi>Δ</mi></mstyle><mrow><mo>(</mo><mi>H</mi><mo>)</mo></mrow><mo>−</mo><msub><mi>ρ</mi><mi>α</mi></msub><mrow><mo>(</mo><mi>H</mi><mo>)</mo></mrow></mrow></math></span>, an irregularity measure of <em>H</em>, by using the number of vertices and the diameter of <em>H</em>, which partially improve the work in [H. Lin, H. Guo, B. Zhou, On the <em>α</em>-spectral radius of irregular uniform hypergraphs, Linear Multilinear and Algebra 68 (2020) 265–277].</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129879"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-05DOI: 10.1016/j.amc.2025.129872
Susam Boral
This work examines analytically and computationally the dynamic behavior of an infinitely long floating elastic plate resting on an elastic foundation when subjected to a spatially distributed moving load that oscillates in time. The mathematical model incorporates flexural rigidity, compressive force, viscous and shear damping, and foundation stiffness. A complex dispersion relation is derived, and the presence of viscous and shear damping ensures that the dispersion relation possesses no real roots, eliminating the chance of the occurrence of wave blocking observed in non-dissipative systems. The dynamic plate response is derived via residue-based evaluation of the inverse Fourier transform at the complex poles, yielding a physically consistent plate response. Parametric studies reveal that viscous damping governs global attenuation, shear damping primarily suppresses high-frequency wave components and load speed introduces pronounced asymmetry in the plate response. The presence of an elastic foundation constant modifies both the amplitude and wavelength of the plate responses. Under specific parameter combinations, the dispersion relation develops closely spaced complex roots with very small imaginary components, leading to strongly localised wave patterns with slow spatial decay. These quasi-resonant responses persist even in the presence of damping and are highly sensitive to variations in foundation stiffness, damping coefficients, and load speed. As a complementary contribution, a Physics-Informed Neural Network (PINN) model is introduced in evaluating the response of a plate–foundation system to reproduce the dispersion relation and plate deflection efficiently, demonstrating high accuracy and a substantial reduction in computational cost. The trained model offers reliable prediction across a broad parameter space, with the full implementation provided in the Appendix. The results are relevant to hydroelastic problems involving ice sheets, floating platforms, and wave–structure interaction.
{"title":"Dynamic response of a floating elastic plate supported on a viscoelastic foundation under moving periodic load: Analytical and neural modelling","authors":"Susam Boral","doi":"10.1016/j.amc.2025.129872","DOIUrl":"10.1016/j.amc.2025.129872","url":null,"abstract":"<div><div>This work examines analytically and computationally the dynamic behavior of an infinitely long floating elastic plate resting on an elastic foundation when subjected to a spatially distributed moving load that oscillates in time. The mathematical model incorporates flexural rigidity, compressive force, viscous and shear damping, and foundation stiffness. A complex dispersion relation is derived, and the presence of viscous and shear damping ensures that the dispersion relation possesses no real roots, eliminating the chance of the occurrence of wave blocking observed in non-dissipative systems. The dynamic plate response is derived via residue-based evaluation of the inverse Fourier transform at the complex poles, yielding a physically consistent plate response. Parametric studies reveal that viscous damping governs global attenuation, shear damping primarily suppresses high-frequency wave components and load speed introduces pronounced asymmetry in the plate response. The presence of an elastic foundation constant modifies both the amplitude and wavelength of the plate responses. Under specific parameter combinations, the dispersion relation develops closely spaced complex roots with very small imaginary components, leading to strongly localised wave patterns with slow spatial decay. These quasi-resonant responses persist even in the presence of damping and are highly sensitive to variations in foundation stiffness, damping coefficients, and load speed. As a complementary contribution, a Physics-Informed Neural Network (PINN) model is introduced in evaluating the response of a plate–foundation system to reproduce the dispersion relation and plate deflection efficiently, demonstrating high accuracy and a substantial reduction in computational cost. The trained model offers reliable prediction across a broad parameter space, with the full implementation provided in the Appendix. The results are relevant to hydroelastic problems involving ice sheets, floating platforms, and wave–structure interaction.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129872"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-11-29DOI: 10.1016/j.amc.2025.129845
K. Mathiyalagan, A. Vignesh
The estimation of stability region for nonlinear systems are evolved into a significant research topic of literature with a variety of perspectives during the few decades. The purpose of this article is to provide a comprehensive review of the research carried out on the stability region of nonlinear systems including deterministic and stochastic systems. The methodologies for computation of stability region of nonlinear systems are briefly described and also some features, advantages and drawbacks of the proposed methods are detailed. Since stability region of nonlinear systems are important in practice, a survey of the results on stability region of nonlinear systems are useful for the researchers. Furthermore, a thorough review of around 252 articles published from 1960 to 2025 are discussed with bibliometric analysis. Finally, concluding remarks and some future directions on stability region analysis of nonlinear systems are given.
{"title":"A Review on estimation of stability region for nonlinear systems","authors":"K. Mathiyalagan, A. Vignesh","doi":"10.1016/j.amc.2025.129845","DOIUrl":"10.1016/j.amc.2025.129845","url":null,"abstract":"<div><div>The estimation of stability region for nonlinear systems are evolved into a significant research topic of literature with a variety of perspectives during the few decades. The purpose of this article is to provide a comprehensive review of the research carried out on the stability region of nonlinear systems including deterministic and stochastic systems. The methodologies for computation of stability region of nonlinear systems are briefly described and also some features, advantages and drawbacks of the proposed methods are detailed. Since stability region of nonlinear systems are important in practice, a survey of the results on stability region of nonlinear systems are useful for the researchers. Furthermore, a thorough review of around 252 articles published from 1960 to 2025 are discussed with bibliometric analysis. Finally, concluding remarks and some future directions on stability region analysis of nonlinear systems are given.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129845"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145613964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-09DOI: 10.1016/j.amc.2025.129883
Tingzeng Wu , Jianxuan Luo , Yuping Gao
Let M be a matrix, the permanent index of M, defined as pind(M), is the smallest integer k for which there be a matrix M′ having nonzero permanent, every column of M′ is identical to a column of M, and every distinct column of M appears in M′ no more than k times. A graph G is defined as (k, k′)-choosable if, for every total list assignment L assigning a k-set to each vertex and a k′-set to each edge, there exists a proper vertex-edge weighting such that the value l(y) belongs to the set L(y) for all y ∈ V ∪ E, and for every pair of adjacent vertices x, x′ ∈ V, . In this paper, we show that if G is T × P2, U × P2, hexagonal system or a certain class of quasi-tree graphs, then permanent index of matrix AG is 1, permanent index of matrix BG is less than or equal to 2. Consequently, these also show the (2,2)-choosability and (1,3)-choosability of the above graphs. Furthermore, we also prove that the (1,3)-choosability of some almost complete graphs and almost complete bipartite graphs. Eventually, based on the Alon-Jaeger-Tarsi Conjecture, we conjecture the relationship between the (1,3)-choosability and the non-singularity of matrix BG.
设M是一个矩阵,M的永久索引,定义为pind(M),是最小的整数k,其中存在一个矩阵M ‘具有非零的永久,M ’的每一列都与M的一列相同,并且M的每一列在M '中出现不超过k次。图G被定义为(k, k ‘)可选,如果对于每一个总列表赋值L,给每个顶点赋一个k集,给每条边赋一个k ’集,存在一个适当的点边加权L:V∪E→R,使得对于所有y ∈ V∪E,对于每一对相邻顶点x, x ‘ ∈ V, L(y)属于集合L(y),∑x ~ el(E)+ L(x)≠∑x ’ ~ el(E)+ L(x ')。本文证明了如果G是T × P2, U × P2,六边形系统或一类拟树图,则矩阵AG的永久指标为1,矩阵BG的永久指标小于等于2。因此,这些也显示了上述图的(2,2)-可选择性和(1,3)-可选择性。此外,我们还证明了一些几乎完全图和几乎完全二部图的(1,3)-可选性。最后,基于Alon-Jaeger-Tarsi猜想,我们推测了矩阵BG的(1,3)可选择性与非奇异性之间的关系。
{"title":"On the permanent indices of graphs","authors":"Tingzeng Wu , Jianxuan Luo , Yuping Gao","doi":"10.1016/j.amc.2025.129883","DOIUrl":"10.1016/j.amc.2025.129883","url":null,"abstract":"<div><div>Let <em>M</em> be a matrix, the permanent index of <em>M</em>, defined as pind(<em>M</em>), is the smallest integer <em>k</em> for which there be a matrix <em>M</em>′ having nonzero permanent, every column of <em>M</em>′ is identical to a column of <em>M</em>, and every distinct column of <em>M</em> appears in <em>M</em>′ no more than <em>k</em> times. A graph <em>G</em> is defined as (<em>k, k</em>′)-choosable if, for every total list assignment <em>L</em> assigning a <em>k</em>-set to each vertex and a <em>k</em>′-set to each edge, there exists a proper <em>vertex-edge weighting</em> <span><math><mrow><mi>l</mi><mo>:</mo><mi>V</mi><mo>∪</mo><mi>E</mi><mo>→</mo><mi>R</mi></mrow></math></span> such that the value <em>l</em>(<em>y</em>) belongs to the set <em>L</em>(<em>y</em>) for all <em>y</em> ∈ <em>V</em> ∪ <em>E</em>, and for every pair of adjacent vertices <em>x, x</em>′ ∈ <em>V</em>, <span><math><mrow><msub><mo>∑</mo><mrow><mi>x</mi><mo>∼</mo><mi>e</mi></mrow></msub><mi>l</mi><mrow><mo>(</mo><mi>e</mi><mo>)</mo></mrow><mo>+</mo><mi>l</mi><mrow><mo>(</mo><mi>x</mi><mo>)</mo></mrow><mo>≠</mo><msub><mo>∑</mo><mrow><msup><mi>x</mi><mo>′</mo></msup><mo>∼</mo><mi>e</mi></mrow></msub><mi>l</mi><mrow><mo>(</mo><mi>e</mi><mo>)</mo></mrow><mo>+</mo><mi>l</mi><mrow><mo>(</mo><msup><mi>x</mi><mo>′</mo></msup><mo>)</mo></mrow></mrow></math></span>. In this paper, we show that if <em>G</em> is <em>T</em> × <em>P</em><sub>2</sub>, <em>U</em> × <em>P</em><sub>2</sub>, hexagonal system or a certain class of quasi-tree graphs, then permanent index of matrix <em>A<sub>G</sub></em> is 1, permanent index of matrix <em>B<sub>G</sub></em> is less than or equal to 2. Consequently, these also show the (2,2)-choosability and (1,3)-choosability of the above graphs. Furthermore, we also prove that the (1,3)-choosability of some almost complete graphs and almost complete bipartite graphs. Eventually, based on the Alon-Jaeger-Tarsi Conjecture, we conjecture the relationship between the (1,3)-choosability and the non-singularity of matrix <em>B<sub>G</sub></em>.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129883"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145731491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-09DOI: 10.1016/j.amc.2025.129874
Isabel Copsey , Quentin Hanley , Jack Sutton
Road traffic accidents remain a major public health challenge worldwide, with urbanisation and population density identified as key factors influencing risk. This study analyses monthly accident data from 2009 to 2023 across 632 parliamentary constituencies in England, Wales, and Scotland, using an area-normalised approach based on population density. Segmented power law models consistently identified breakpoints separating sublinear rural from superlinear urban scaling behaviours. Seasonal variation in scaling exponents was pronounced in rural regions but less evident in urban ones. Fourier-based cross-spectral analysis of yearly cycles revealed systematic phase shifts: rural exponents lagged pre-exponential factors by 4.5 months, while urban exponents were 2.7 months out of phase, producing a 5.3 month shift between rural and urban exponents. These findings highlight the importance of pre-exponentials—defined as the expected density of accidents at unit population density—as comparable descaled metrics, revealing both long-term national declines and recurring seasonal peaks. Notably, the phase offsets suggest structurally distinct causes of rural and urban accident risk, with urban regions exhibiting increasing acceleration in accident scaling, potentially linked to growth in vehicle numbers, size, and weight. Residuals, modelled with the Type I Generalised Logistic Distribution (GLD), captured skewness and heterogeneity more effectively than normal assumptions. Geospatial mapping highlighted persistent urban hotspots alongside rural and coastal constituencies with systematically lower accident densities than predicted. Together, these findings advance understanding of how density and urbanisation shape accident risk and provide evidence to support more targeted road safety interventions and policy planning.
{"title":"Monthly rural-urban scaling of road accidents in England, Wales and Scotland (2019-2023)","authors":"Isabel Copsey , Quentin Hanley , Jack Sutton","doi":"10.1016/j.amc.2025.129874","DOIUrl":"10.1016/j.amc.2025.129874","url":null,"abstract":"<div><div>Road traffic accidents remain a major public health challenge worldwide, with urbanisation and population density identified as key factors influencing risk. This study analyses monthly accident data from 2009 to 2023 across 632 parliamentary constituencies in England, Wales, and Scotland, using an area-normalised approach based on population density. Segmented power law models consistently identified breakpoints separating sublinear rural from superlinear urban scaling behaviours. Seasonal variation in scaling exponents was pronounced in rural regions but less evident in urban ones. Fourier-based cross-spectral analysis of yearly cycles revealed systematic phase shifts: rural exponents lagged pre-exponential factors by 4.5 months, while urban exponents were 2.7 months out of phase, producing a 5.3 month shift between rural and urban exponents. These findings highlight the importance of pre-exponentials—defined as the expected density of accidents at unit population density—as comparable descaled metrics, revealing both long-term national declines and recurring seasonal peaks. Notably, the phase offsets suggest structurally distinct causes of rural and urban accident risk, with urban regions exhibiting increasing acceleration in accident scaling, potentially linked to growth in vehicle numbers, size, and weight. Residuals, modelled with the Type I Generalised Logistic Distribution (GLD), captured skewness and heterogeneity more effectively than normal assumptions. Geospatial mapping highlighted persistent urban hotspots alongside rural and coastal constituencies with systematically lower accident densities than predicted. Together, these findings advance understanding of how density and urbanisation shape accident risk and provide evidence to support more targeted road safety interventions and policy planning.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129874"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145731490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-05DOI: 10.1016/j.amc.2025.129878
Minglong Han, Yupeng Liu
Generative artificial intelligence (GAI) models have shown significant versatility and reusability in applications such as natural language generation, image synthesis, and code completion. However, when applied across industries, these models face challenges due to differences in model performance, risk tolerance, and price sensitivity. The "one-size-fits-all" pricing model not only increases the administrative burden on model providers but also diminishes the willingness of users to adopt these technologies. This paper views GAI models as a new type of data asset, combining traditional data characteristics with unique attributes. To address this, we develop a dynamic pricing framework that combines evolutionary game theory and complex network theory. By incorporating a Q-learning algorithm, a model for edge disconnection and reconnection, and a trust-based dynamic mechanism, we model the strategy evolution of both providers and demanders in the face of information asymmetry, bounded rationality, and heterogeneous network connections. The simulation results indicate that cooperation rates tend to follow an "inverted U-shaped" evolution. Among the factors influencing long-term cooperation, the continuous usage fee is found to be the most sensitive parameter. Additionally, the study examines how factors like customization costs, company size, and scenario-specific needs shape pricing strategies and market cooperation. The results highlight the importance of differentiated and flexible pricing strategies for fostering sustainable cooperation. These findings provide both a theoretical framework and empirical evidence to guide the development of adaptive and sustainable pricing strategies for GAI models.
{"title":"Dynamic pricing mechanisms for generative artificial intelligence models across heterogeneous scenarios: An evolutionary game and complex network approach","authors":"Minglong Han, Yupeng Liu","doi":"10.1016/j.amc.2025.129878","DOIUrl":"10.1016/j.amc.2025.129878","url":null,"abstract":"<div><div>Generative artificial intelligence (GAI) models have shown significant versatility and reusability in applications such as natural language generation, image synthesis, and code completion. However, when applied across industries, these models face challenges due to differences in model performance, risk tolerance, and price sensitivity. The \"one-size-fits-all\" pricing model not only increases the administrative burden on model providers but also diminishes the willingness of users to adopt these technologies. This paper views GAI models as a new type of data asset, combining traditional data characteristics with unique attributes. To address this, we develop a dynamic pricing framework that combines evolutionary game theory and complex network theory. By incorporating a Q-learning algorithm, a model for edge disconnection and reconnection, and a trust-based dynamic mechanism, we model the strategy evolution of both providers and demanders in the face of information asymmetry, bounded rationality, and heterogeneous network connections. The simulation results indicate that cooperation rates tend to follow an \"inverted U-shaped\" evolution. Among the factors influencing long-term cooperation, the continuous usage fee is found to be the most sensitive parameter. Additionally, the study examines how factors like customization costs, company size, and scenario-specific needs shape pricing strategies and market cooperation. The results highlight the importance of differentiated and flexible pricing strategies for fostering sustainable cooperation. These findings provide both a theoretical framework and empirical evidence to guide the development of adaptive and sustainable pricing strategies for GAI models.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129878"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-08DOI: 10.1016/j.amc.2025.129886
Xingyu An , Xiaogang Li , Wei Wang , Shulan Li , Jiuming Feng , Lei Shi
Evolutionary game theory has revealed powerful mechanisms for the emergence of cooperation, but it often falls short in explaining human behavior because it neglects psychological traits that are well documented empirically. One such trait is concern for inequality, yet its evolutionary consequences remain unclear. We extend classic payoff-based selection by incorporating inequality preferences, characterised by two parameters: attitudes (inequality-averse vs inequality-seeking) and sensitivity (the weight placed on disparities). Relative to indifference, we find that inequality-averse populations achieve the highest cooperation at intermediate sensitivity, while inequality-seeking populations promote cooperation when sensitivity is either very low or very high. The mechanism lies in spatial dynamics: inequality preferences raise the effective fitness of cooperators at the boundary with defectors, driving cluster expansion. Thus, social preferences not only shape individual decisions but also transform evolutionary outcomes, linking behavioral evidence to theory and revealing inequality as a potent force sustaining cooperation.
{"title":"The impact of inequality preferences on the evolution of cooperation in spatial public goods games","authors":"Xingyu An , Xiaogang Li , Wei Wang , Shulan Li , Jiuming Feng , Lei Shi","doi":"10.1016/j.amc.2025.129886","DOIUrl":"10.1016/j.amc.2025.129886","url":null,"abstract":"<div><div>Evolutionary game theory has revealed powerful mechanisms for the emergence of cooperation, but it often falls short in explaining human behavior because it neglects psychological traits that are well documented empirically. One such trait is concern for inequality, yet its evolutionary consequences remain unclear. We extend classic payoff-based selection by incorporating inequality preferences, characterised by two parameters: attitudes (inequality-averse vs inequality-seeking) and sensitivity (the weight placed on disparities). Relative to indifference, we find that inequality-averse populations achieve the highest cooperation at intermediate sensitivity, while inequality-seeking populations promote cooperation when sensitivity is either very low or very high. The mechanism lies in spatial dynamics: inequality preferences raise the effective fitness of cooperators at the boundary with defectors, driving cluster expansion. Thus, social preferences not only shape individual decisions but also transform evolutionary outcomes, linking behavioral evidence to theory and revealing inequality as a potent force sustaining cooperation.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129886"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145705022","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-05-01Epub Date: 2025-12-05DOI: 10.1016/j.amc.2025.129880
Jianqiang Xie , Zhiyue Zhang
In this study, an invariant-preserving linear implicit finite difference method (LIFDM) for damped nonlinear fourth-order wave equation (DNFOWE) is constructed. Firstly, by introducing the auxiliary variables (AVs), the DNFOWE is transformed into an equivalent system of equations with a first-order temporal derivative. Then a decoupled linear implicit invariant-preserving fourth-order difference scheme is designed for the resulting equations. The strategy decreases the amount of storage demanded for the unknowns to be calculated thereby enhancing the efficiency. Subsequently, the discrete invariant property and theoretical analyses of the present algorithm are explored. To our knowledge, the present work marks the first instance of deriving unconditional error estimates for the unknown variables in discrete L∞-norm via energy analysis and mathematical induction. The main novelty of the scheme is invariant-preserving, linear implicit decoupled and suitable for long-duration computations. Eventually, some representative examples are showcased to substantiate the theoretical findings and dynamic behaviors of the presented algorithm.
{"title":"Efficient linear implicit invariant-preserving fourth-order numerical scheme for damped nonlinear fourth-order wave equation","authors":"Jianqiang Xie , Zhiyue Zhang","doi":"10.1016/j.amc.2025.129880","DOIUrl":"10.1016/j.amc.2025.129880","url":null,"abstract":"<div><div>In this study, an invariant-preserving linear implicit finite difference method (LIFDM) for damped nonlinear fourth-order wave equation (DNFOWE) is constructed. Firstly, by introducing the auxiliary variables (AVs), the DNFOWE is transformed into an equivalent system of equations with a first-order temporal derivative. Then a decoupled linear implicit invariant-preserving fourth-order difference scheme is designed for the resulting equations. The strategy decreases the amount of storage demanded for the unknowns to be calculated thereby enhancing the efficiency. Subsequently, the discrete invariant property and theoretical analyses of the present algorithm are explored. To our knowledge, the present work marks the first instance of deriving unconditional error estimates for the unknown variables in discrete <em>L</em><sup>∞</sup>-norm via energy analysis and mathematical induction. The main novelty of the scheme is invariant-preserving, linear implicit decoupled and suitable for long-duration computations. Eventually, some representative examples are showcased to substantiate the theoretical findings and dynamic behaviors of the presented algorithm.</div></div>","PeriodicalId":55496,"journal":{"name":"Applied Mathematics and Computation","volume":"516 ","pages":"Article 129880"},"PeriodicalIF":3.4,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685409","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}