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Special Issues

Mathematics publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Swarm Intelligence and Optimization: Algorithms and Applications
edited by
submission deadline 30 Sep 2026 | Viewed by 85 | Submission Open
Keywords: computational intelligence; evolutionary computation; machine learning; swarm intelligence; real-world applications; large-scale optimization; multi-task optimization; multimodal optimization; swarm intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Theories and Methods of Machine Learning
edited by
submission deadline 30 Sep 2026 | Viewed by 81 | Submission Open
Keywords: algebra and topology in deep learning; functional analysis and dynamic programming in reinforcement learning; statistical learning; online learning; neural network optimization; mathematical modelling and algorithm design; game theory; large deviation theory for performance characterizations; statistical methods and risk analysis; inverse problems
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mobile Network and Intelligent Communication, 2nd Edition
edited by , , Pengwenlong Gu, , Tao Gao and Shufeng Li
submission deadline 30 Sep 2026 | Viewed by 80 | Submission Open
Keywords: 5G/6G networks; mobile networks; intelligent communications; internet of things; edge computing and intelligence; AI for wireless networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Signal Processing and Machine Learning: Theory, Algorithms, and Applications
edited by Shuxue Ding
submission deadline 30 Sep 2026 | Viewed by 74 | Submission Open
Keywords: signal processing and time-series analysis; machine learning and deep learning; cross-modal learning and LLM; interpretable AI; integrated sensing and processing; next-generation communications; biomedical signal analysis; audio and speech processing; remote sensing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Neural Network Models and Applications submission deadline 30 Sep 2026 | Viewed by 66 | Submission Open
Keywords: neural networks; deep learning; hybrid intelligent systems; convolutional and recurrent models; fuzzy logic; medical imaging; explainable AI; decision support systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Modeling and Optimization Techniques for Big Data
edited by
submission deadline 30 Sep 2026 | Viewed by 64 | Submission Open
Keywords: big data analytics; machine learning; intelligent computing; data security; privacy-preserving computing
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods in System Engineering Modeling and Simulation
edited by Dahai Liu, , Hongyun Chen and
submission deadline 30 Sep 2026 | Viewed by 64 | Submission Open
Keywords: optimization; simulation; operations research; decision-making; stochastic modeling; transportation systems
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Queueing Theory and Applications, 2nd Edition
edited by
submission deadline 30 Sep 2026 | Viewed by 63 | Submission Open
Keywords: queueing theory; stochastic modeling; applied probability
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Optimal Control Theory and Its Applications
edited by Mokhtar Hafayed
submission deadline 30 Sep 2026 | Viewed by 63 | Submission Open
Keywords: optimal stochastic control; stochastic differential equations; maximum principle; mean-field control; singular control; McKean– Vlasov controlled systems; second-order necessary conditions for optimality; control theory; partially observed optimal control; time delay systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Nonlinear Dynamics: Experiment and Numerical Simulation
edited by
submission deadline 30 Sep 2026 | Viewed by 61 | Submission Open
Keywords: nonlinear dynamics; stochastic resonance; chaos; Lyapunov exponent; planar mechanism; revolute joints; SolidWorks simulation; Poincare’ map; phase space reconstruction; slider– crank mechanism; impact and friction; chaos analysis; journal bearing
(This special issue belongs to the Section C2: Dynamical Systems)
Advances on Numerical Modeling in Geomorphology and Geomechanics
edited by
submission deadline 30 Sep 2026 | Viewed by 59 | Submission Open
Keywords: numerical modeling; geohazards; geomorphology; geotechnical systems; multiphysics and multiscale
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Methods and Modeling for Structural Design
edited by Qiqi Li and Hanqing Zhang
submission deadline 30 Sep 2026 | Viewed by 58 | Submission Open
Keywords: computational mechanics; computational modeling; structural design and modelling; advanced materials and structural systems; intelligent and data-driven engineering; multi-scale and multi-physics analysis
(This special issue belongs to the Section E4: Mathematical Physics)
Application of Converged Network, Cloud Computing, and Big Data
edited by Xianghan Zheng
submission deadline 30 Sep 2026 | Viewed by 57 | Submission Open
Keywords: converged networks; cloud– edge– endpoint collaboration; software-defined networking (SDN); NFV; network slicing (5G/6G); big data analytics and streaming computation; federated learning; privacy-preserving ML; differential privacy; trustworthy AI; data provenance; blockchain for data integrity; resource allocation; autoscaling; and scheduling in cloud/edge; graph learning and network optimization; anomaly detection and AIOps/MLOps for large systems; IoT security; access control; intrusion detection; digital twins for cyber– physical systems; data governance and compliance in multi-cloud; energy-aware and cost-aware intelligent services
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Graph-Based Algorithms with Applications in Computer Vision
edited by
submission deadline 30 Sep 2026 | Viewed by 57 | Submission Open
Keywords: graph representation learning; spectral methods; graph matching; hypergraphs; dynamic graphs; multimodal fusion; scene understanding; three-dimensional reconstruction; segmentation; object detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Dynamical Systems & Partial Differential Equations
edited by
submission deadline 30 Sep 2026 | Viewed by 54 | Submission Open
Keywords: dynamical systems; evolution equations; stability and bifurcation; attractors; nonlinear PDEs; dispersive and hyperbolic equations; parabolic/elliptic problems; control and inverse problems; fractional and stochastic PDEs; numerical analysis; data-driven and machine-learning methods for PDEs; multiscale modeling; applications in fluids; materials; and life science
(This special issue belongs to the Section C1: Difference and Differential Equations)
Machine Learning in Financial Instruments Pricing
edited by
submission deadline 30 Sep 2026 | Viewed by 51 | Submission Open
Keywords: machine learning; financial mathematics; derivatives pricing; deep learning; complex instruments; model calibration; incomplete market; reinforcement learning
(This special issue belongs to the Section E5: Financial Mathematics)
Generalized Metrics and Fuzzy Similarities: Theory and Applications
edited by , , Halis Aygün and Olga Grigorenko
submission deadline 30 Sep 2026 | Viewed by 50 | Submission Open
Keywords: generalized metrics; fuzzy similarities; fuzzy measures; aggregation functions; decision-making models
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence: Algorithms, Security, and Data-Driven Modeling
edited by
submission deadline 30 Sep 2026 | Viewed by 50 | Submission Open
Keywords: artificial intelligence (AI); machine learning algorithms; data-driven modeling; cybersecurity and privacy; adversarial machine learning; algorithmic efficiency and optimization; neural networks and deep learning; attention mechanisms and transformers; secure and robust learning; computational intelligence applications; model interpretability and explainability; privacy-preserving machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Artificial Intelligence and Computational Methods for Prognostics and Health Management of Civil and Mechanical Systems
edited by and Salman Khalid
submission deadline 30 Sep 2026 | Viewed by 47 | Submission Open
Keywords: artificial intelligence; mechanical system; civil infrastructure; computational modeling; physics-informed machine learning; structural health monitoring; failure prediction; damage detection; prognostics and health management
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Algorithms: Methods and Applications
edited by
submission deadline 30 Sep 2026 | Viewed by 47 | Submission Open
Keywords: mathematics computing; numerical algorithms; parallel algorithms; distributed computing; scalable computing; computational optimization; numerical schemes; Monte Carlo methods and algorithms; numerical linear algebra; multiscale and multiphysics problem; machine learning-enhanced numerical solvers
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Computational Mechanics and Optimization
edited by and
submission deadline 30 Sep 2026 | Viewed by 46 | Submission Open
Keywords: computational mechanics; structural optimization; topology optimization; finite- and boundary-element methods; meshless and spectral methods; high-performance computing; scientific computing; data-driven computational methods; machine learning-assisted modeling
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Artificial Intelligence and Data Modeling: Analysis, Methods and Applications
edited by Chaoya Jiang and Lantao Xing
submission deadline 30 Sep 2026 | Viewed by 42 | Submission Open
Keywords: artificial intelligence; data modeling; machine learning; deep learning; data-driven methods; AI applications; computational intelligence; statistical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling and Optimization in Energy Storage and Conversion Systems
edited by Yuan Cao, Chunsheng Wang and Qi Lei
submission deadline 30 Sep 2026 | Viewed by 41 | Submission Open
Keywords: mathematical modeling (energy systems); optimization (energy storage); BESS modeling; thermal energy storage; PV– storage integration; wind energy conversion; hydrogen storage systems; energy efficiency optimization; advanced algorithms for sensors
(This special issue belongs to the Section E: Applied Mathematics)
Iterative Algorithms for Variational Inequalities and Related Optimization Problems submission deadline 30 Sep 2026 | Viewed by 37 | Submission Open
Keywords: variational inequalities; split feasibility problem; generalized mixed equilibrium problem; fixed point problem; iterative algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Statistical Modeling of Financial Econometrics and Nonparametric Inference
edited by Michela Borghesi
submission deadline 30 Sep 2026 | Viewed by 33 | Submission Open
Keywords: financial econometrics; nonparametric inference; statistical modeling; time series analysis; risk measurement; high-dimensional data; semiparametric methods; dependence modeling; empirical finance
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical and Statistical Modeling and Dynamics in Demography, Epidemiology, and Biostatistics
edited by
submission deadline 30 Sep 2026 | Viewed by 29 | Submission Open
Keywords: mathematical modeling; statistical modeling; population dynamics; demography; epidemiology; biostatistics; (health) econometrics; stochastic processes; forecasting; nowcasting; dynamic systems; public health; big data analytics
(This special issue belongs to the Section D1: Probability and Statistics)
Artificial Intelligence Methods for Biomedical Modeling and Analysis
edited by Madhurima Vardhan
submission deadline 30 Sep 2026 | Viewed by 21 | Submission Open
Keywords: foundational models; generative AI in healthcare; physics-informed neural networks; graph representation learning; topological data analysis; explainable artificial intelligence; multiscale biomechanical modelling; federated learning in healthcare
(This special issue belongs to the Section E3: Mathematical Biology)
Recent Advances in Finite Element Methods with Applications, 2nd Edition
edited by and Shihua Gong
submission deadline 30 Sep 2026 | Viewed by 18 | Submission Open
Keywords: finite element methods; neural networks; mixed finite element methods; spectral element method; discontinuous Galerkin methods; grid methods; meshfree methods; Loubignac iteration; virtual element method; Hpk-FEM; Navier– Stokes equations; magnetohydrodynamic equations; Boussinesq equations; large deformation elasticity; algorithms of FEM; applications of FEM; machine learning; implementation techniques of FEM; computational physics; chemistry and mechanics; computational biomechanics and biomathematics; material modeling; computational applied sciences
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Approaches to Trustworthy and Secure AI Systems
edited by
submission deadline 1 Oct 2026 | 1 articles | Viewed by 1056 | Submission Open
Keywords: trustworthy AI; mathematical foundations; AI fairness and explainability; privacy-preserving AI; secure and robust AI; federated learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods of Astrophysics and Space Science
edited by Edward A. Belbruno and James Lauer Green
submission deadline 1 Oct 2026 | Viewed by 365 | Submission Open
Keywords: dynamical systems; planetary science; space science; astrophysics; comets; rogue planets; dark matter; solar system; weak capture dynamics; planet X; magnetohydrodynamics; chaos theory; permanent capture; Kuiper belt; galaxy; N-body problem; star formation and dynamics; topological methods
(This special issue belongs to the Section C2: Dynamical Systems)
Recent Advances in Nonparametric Statistics and Its Applications
edited by Somabha Mukherjee
submission deadline 1 Oct 2026 | Viewed by 246 | Submission Open
Keywords: nonparametric inference; nonparametric regression; Bayesian nonparametrics; graphical models; shape-restricted inference; causal inference; functional data analysis; topological data analysis; genomics and spatial transcriptomics
(This special issue belongs to the Section D1: Probability and Statistics)
Structural Optimization and Numerical Modeling of Materials and Engineering
edited by and Alejandro Cornejo
submission deadline 10 Oct 2026 | Viewed by 44 | Submission Open
Keywords: structural optimization; numerical simulation; fatigue and damage; fracture mechanics; composite and advanced materials; constitutive modelling; data-assisted computational mechanics
(This special issue belongs to the Section E4: Mathematical Physics)
Theory and Application of Neural Networks and Complex Networks, 2nd Edition submission deadline 15 Oct 2026 | 1 articles | Viewed by 1381 | Submission Open
Keywords: centrality measures; neural networks; machine learning; complex networks; predictive models; multiplex networks; graph neural networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics in Wave–Structure Interaction Problems submission deadline 15 Oct 2026 | Viewed by 60 | Submission Open
Keywords: mathematical modeling; wave– structure interaction; analytical and semi-analytical methods; computational hydrodynamics; AI/ML modeling and prediction; hydrodynamic stability analysis; nonlinear wave modeling; porous and flexible structure modeling; floating and submerged body dynamics; wave energy converters
(This special issue belongs to the Section E4: Mathematical Physics)
Deep Computing Approaches in the Internet of Things and Computer Vision
edited by
submission deadline 16 Oct 2026 | Viewed by 85 | Submission Open
Keywords: deep computing; Internet of Things (IoT); computer vision; object detection and recognition; machine learning in IoT; optimization algorithms; data fusion and analytics; vision-based sensor networks; neural network architectures
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Research in Spatial-Temporal Data Mining: Theory, Algorithms, and Applications
edited by Xu Wang
submission deadline 16 Oct 2026 | Viewed by 65 | Submission Open
Keywords: spatial-temporal deep learning and graph neural networks; dynamic representation learning for multi-variate time series; foundation models and large-scale forecasting frameworks; explainable and interpretable spatial-temporal models; anomaly detection and root-cause analysis in complex systems; real-world applications in transportation; energy; climate; and healthcare
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Combinatorial Optimization and Artificial Intelligence for Logistics and Supply Chain Management and Production Efficiency
edited by Fernando Tohmé and
submission deadline 16 Oct 2026 | Viewed by 56 | Submission Open
Keywords: combinatorial optimization; AI-driven optimization; planning; meta-heuristics; reinforcement learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Computational Intelligence in Cloud/Edge Computing
edited by , Zhengxin Yu and
submission deadline 20 Oct 2026 | 5 articles | Viewed by 15836 | Submission Open
Keywords: cloud/edge computing; resource optimization; deep reinforcement learning; task scheduling/offloading; service deployment/migration; federated learning; traffic prediction; content caching; security/privacy protection; model compression
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Chaos Theory and Complexity
edited by Efthymia Meletlidou
submission deadline 20 Oct 2026 | 5 articles | Viewed by 6559 | Submission Open
Keywords: chaos; dynamical system; complexity; nonlinear dynamics
(This special issue belongs to the Section E4: Mathematical Physics)
Soliton Theory and Integrable Systems in Mathematical Physics
edited by
submission deadline 20 Oct 2026 | 4 articles | Viewed by 5389 | Submission Open
Keywords: numerical simulation; solitons; quasi-integrability; nonlinear evolutions; symmetries; conserved charges
(This special issue belongs to the Section E4: Mathematical Physics)
Numerical Modeling and Applications in Mechanical Engineering
edited by László Péter Kiss
submission deadline 20 Oct 2026 | 2 articles | Viewed by 2534 | Submission Open
Keywords: finite element method; discrete element method; meshfree methods; optimization; mechanics of solids; computational fluid dynamics; fluid-structure interaction; heat transfer
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Graph Theory, Applications and Related Topics submission deadline 20 Oct 2026 | 2 articles | Viewed by 1974 | Submission Open
Keywords: connectivity; cages; extremal problems; mutual visibility; coalition; domination; Roman domination
(This special issue belongs to the Section E: Applied Mathematics)
Differential Geometry and Its Applications in Theoretical Physics
edited by
submission deadline 20 Oct 2026 | Viewed by 84 | Submission Open
Keywords: differential geometry; algebras; general relativity; theoretical physics
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Time Series Analysis and Forecasting with Applications in Disaster and Climate Risk Management
edited by Mohammad Reza Yeganegi
submission deadline 20 Oct 2026 | Viewed by 64 | Submission Open
Keywords: nonlinear time series; deep learning in time series analysis and forecasting; forecasting distribution; impact of climate on financial/economic time series; impact of climate on energy risks; disaster-induced financial shocks; climatic/meteorological hazard forecasting; drought and heatwave forecasting; flood forecasting; early warning
(This special issue belongs to the Section D1: Probability and Statistics)
Fuzzy Systems: Theory, Applications, and Industrial Perspectives
edited by and Jorge Sampaio Silveira Júnior
submission deadline 20 Oct 2026 | Viewed by 47 | Submission Open
Keywords: fuzzy systems and neural networks; smart manufacturing and industry; autonomous systems; evolving systems; modern control; explainability and interpretability; robotics; soft computing; fuzzy optimization
(This special issue belongs to the Section E: Applied Mathematics)
Geometric Methods in Contemporary Engineering, 2nd Edition
edited by
submission deadline 20 Oct 2026 | Viewed by 29 | Submission Open
Keywords: Lie groups and symmetries; Clifford’ s geometric algebra and calculus; applied differential geometry; graphs; knots; and computational topology; spectral geometry and geometric analysis; nonlinear dynamics and fractals; geometric deep learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Application of Machine Learning and Mathematical Methods in Image Analysis and Computer Vision
edited by and
submission deadline 27 Oct 2026 | Viewed by 57 | Submission Open
Keywords: machine learning; deep learning; optimization methods; image analysis; computer vision; variational imaging; inverse problems; medical imaging; remote sensing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Intelligent Control and Applications of Nonlinear Dynamic System
edited by Dawei Gong, Jilie Zhang and Yang Deng
submission deadline 30 Oct 2026 | 7 articles | Viewed by 12047 | Submission Open
Keywords: adaptive dynamic programming; reinforcement learning; optimal control; robot control; model-free adaptive control; containment control
(This special issue belongs to the Section E: Applied Mathematics)
Computational Fluid Dynamics with Applications
edited by Sónia Isabel Silva Pinto
submission deadline 30 Oct 2026 | 7 articles | Viewed by 9854 | Submission Open
Keywords: computational fluid dynamics; computational programming; numerical methods; mathematical analysis; numerical simulations; fluids; thermal energy
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Metaheuristic Optimization Algorithms
edited by Alma Rodríguez
submission deadline 30 Oct 2026 | 5 articles | Viewed by 6582 | Submission Open
Keywords: metaheuristics; swarm intelligence; evolutionary computation; artificial intelligence; bio-inspired optimization methods; applied optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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