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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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Recent Advances in Quantum Optimization
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3532 | Submission Open
Keywords: quantum optimization; optimization; operations research; quantum computing
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Methods for Image Processing and Pattern Recognition
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3364 | Submission Open
Keywords: image processing; pattern recognition; visual computing; data fusion; mathematical modeling; neural network; deep learning; machine learning
Application of the Bayesian Method in Statistical Modeling, 2nd Edition
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 3177 | Submission Open
Keywords: Bayesian analysis; Bayesian estimation; statistics; probability
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Functional Analysis and Approximation Theory
edited by Ju Myung Kim
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2938 | Submission Open
Keywords: approximation property; approximate identity; Banach space; operator ideal; tensor norm; Banach algebra; operator theory
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Simulation and Analysis of Rock Mechanics Engineering Geology
edited by Alireza Ahangar-Asr
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2775 | Submission Open
Keywords: numerical modeling of rock mechanics; machine learning-enhanced geomechanics; multiphase flow simulation (CFD-DEM coupling); inverse problems in geological parameterization; uncertainty quantification in rock engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Fractional Calculus Across Physical Scales: From Classical to Quantum Theories in Low- and High-Dimensional Systems
edited by , Cresus F.L. Godinho and Thiago R. Araujo
submission deadline 30 Sep 2026 | 1 articles | Viewed by 2678 | Submission Open
Keywords: fractional calculus; fractal calculus; classical and quantum non-local field theory; fractional quantum mechanics; dimensional regularization; anomalous transport; viscoelastic continua; fractional renormalization; fractional quantum field theory; fractional gravity; Hamiltonian systems; memory kernels; high-dimensional PDEs; symmetries in fractional systems
(This special issue belongs to the Section E4: Mathematical Physics)
Computational Intelligence and Human–Computer Interaction: Modern Methods and Applications, 3rd Edition submission deadline 30 Sep 2026 | 1 articles | Viewed by 2474 | Submission Open
Keywords: computational intelligence; machine translation; text processing; speech processing; video processing; visual sense; face recognition; fingerprint recognition; posture recognition; adaptive systems; computer vision; neural networks; machine learning; deep learning; semantic analysis; natural language processing; large language models; approximated reasoning; interactive reasoning; user–system interfaces; affective computing; user experience evaluation; agent-based systems; adaptive systems; intelligent UIs and agents; multicontext usability; HCI tools, techniques, and methodologies; computer-supported learning and assessment; computer-aided detection and diagnosis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Queueing Theory and Applications, 2nd Edition
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2309 | Submission Open
Keywords: queueing theory; stochastic modeling; applied probability
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mobile Network and Intelligent Communication, 2nd Edition
edited by , , Pengwenlong Gu, , Tao Gao and Shufeng Li
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2231 | 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)
Applied Mathematical Modelling and Dynamical Systems, 3rd Edition submission deadline 30 Sep 2026 | 4 articles | Viewed by 2073 | Submission Open
Keywords: mathematical modelling; dynamical systems; nonlinear systems; theory of singularities; fixed point theory; bifurcation theory; complex systems; iteration theory; topological dynamics; ergodic theory; symbolic dynamics; population dynamics; embedding problems; networks; synchronization; simulation; chaos; functional equations
(This special issue belongs to the Section C2: Dynamical Systems)
Numerical and Computational Methods in Structural Engineering and Mechanics, 2nd Edition submission deadline 30 Sep 2026 | 2 articles | Viewed by 1861 | Submission Open
Keywords: structural engineering; mechanical problems; fluid–structure interactions; soil–structure interactions; nonlinear vibration; coupled problems; structural reliability; mathematical modeling; multi-scale approaches; large-scale computation; multi-physical simulation; numerical schemes; optimization; control methods; ordinary differential equations; partial differential equations
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Data Protection and Communication Security in the Industrial Internet of Things and Smart Manufacturing
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1742 | Submission Open
Keywords: industrial internet of things (IIoT); smart manufacturing; data protection; communication security; cyber–physical systems; secure communication protocols; privacy-preserving mechanisms; lightweight cryptography; intrusion detection systems; blockchain for IIoT; secure firmware updates; anomaly detection; cyber resilience; secure data sharing; industrial network security; machine-to-machine (M2M) security; edge and fog computing security
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Graph and Hypergraph: Theories, Models and Applications
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1667 | Submission Open
Keywords: graph theory; hypergraph theory; graph construction; hypergraph construction; graph neural networks; hypergraph neural networks; graph/hypergraph in computer vision; graph/hypergraph-based natural language processing; graph/hypergraph in spatiotemporal modeling; graph/hypergarph-based recommendation systems; LLM with graph/hypergraph
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Swarm Intelligence and Optimization: Algorithms and Applications
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1550 | 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 Methods in System Engineering Modeling and Simulation
edited by Dahai Liu, , Hongyun Chen and
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1518 | Submission Open
Keywords: optimization; simulation; operations research; decision-making; stochastic modeling; transportation systems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Analysis in Pattern Recognition and Computer Vision submission deadline 30 Sep 2026 | 1 articles | Viewed by 1516 | Submission Open
Keywords: mathematical modeling; pattern recognition; machine learning; feature extraction; graphical models; computer vision; image processing; object detection; image segmentation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Networks in Complex Systems: Modeling, Analysis, and Control
edited by , and Qingdu Li
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1410 | Submission Open
Keywords: complex networks; network modeling and analysis; synchronization and network dynamics; graph neural networks; network control theory
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Artificial Intelligence and Computational Methods for Prognostics and Health Management of Civil and Mechanical Systems submission deadline 30 Sep 2026 | 2 articles | Viewed by 1385 | 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)
New Advances in Computational Finance and Computational Intelligence in Finance, 2nd Edition submission deadline 30 Sep 2026 | 2 articles | Viewed by 1336 | Submission Open
Keywords: fuzzy logic in financial modeling; quantum computing for finance; artificial intelligence in finance; machine learning and big data in finance; financial forecasting; trading algorithms; heuristics and metaheuristics in finance; genetic algorithms in finance; data mining for financial data analysis; digital assets and cryptocurrencies; asset pricing models, libration and simulation; computational risk management; computing and financial management; accounting analytics; earnings management; blockchain-based accounting; big data analytics in auditing; cloud accounting and big data; portfolio optimization algorithms; market analysis algorithms; market simulations; algorithmic trading; hedging strategies; dynamical analysis of financial markets; behavioral finance models; financial markets and firm dynamics
(This special issue belongs to the Section E5: Financial Mathematics)
Computation and Optimization for Emerging Topics in Operations and Supply Chain Management submission deadline 30 Sep 2026 | 1 articles | Viewed by 1293 | Submission Open
Keywords: behavioral operations research and supply chain management; data-driven operations research and supply chain management; platform-based supply chain management; artificial intelligence in operations research and supply chain management; human-ai collaborative in operations management; blockchain-enabled supply chain management; smart supply chain and intelligent logistics; global supply chain management; sustainable operations research and supply chain management
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Optimization Models and Algorithms in Operations Management
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1292 | Submission Open
Keywords: operations management; optimization models; mathematical programming; heuristic and metaheuristic algorithms; simulation-based optimization; artificial intelligence in operations; supply chain and logistics management; production planning and scheduling; decision-support systems; uncertainty modeling; multi-objective optimization
(This special issue belongs to the Section D: Statistics and Operational Research)
Advanced Modeling and Optimization Techniques for Big Data
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1155 | 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)
Advances in Fractional Differential Equations and Applications
edited by Farzana A. McRae and Zahia Drici
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1133 | Submission Open
Keywords: fractional derivative; Caputo fractional derivative; Riemann–Liouville fractional derivative; fractional differential equations; fractional-order systems; nonlocal operators; fractional-order control; non-integer order modelling; analytical methods; numerical methods; stability analysis; mathematical modelling
(This special issue belongs to the Section C1: Difference and Differential Equations)
New Trends in Geometric Group Theory and Geometric Topology
edited by Yong Hou and Peter B. Shalen
submission deadline 30 Sep 2026 | Viewed by 1127 | Submission Open
Keywords: JSJ decomposition; profinite rigidity; infinite packing; embedding of groups; outer space and outer limit; group growth; quasi-isometry; hierarchical hyperbolic; acylindrical hyperbolic; amenability; complex of groups; cubulations; higher rank groups and higher Teichmuller theory; thin group; Heegaard Floer theory
(This special issue belongs to the Section B: Geometry and Topology)
Advanced Statistical and Machine Learning Approaches for High-Dimensional Biomedical Data submission deadline 30 Sep 2026 | Viewed by 1109 | Submission Open
Keywords: biomedical data analysis; statistical learning; machine learning; deep learning; high-dimensional data analysis; biostatistics; bioinformatics; predictive modeling; feature selection; dimensionality reduction
(This special issue belongs to the Section E3: Mathematical Biology)
Dynamical Systems & Partial Differential Equations
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 921 | 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)
Applications of Partial Differential Equations, 3rd Edition submission deadline 30 Sep 2026 | 2 articles | Viewed by 914 | Submission Open
Keywords: nonlinear partial differential equations; diffusion equations; wave-type equations; partial differential equations with delay; partial functional differential equations; fractional partial differential equations; numerical solution; analytical solution; modeling
(This special issue belongs to the Section C1: Difference and Differential Equations)
Mathematical and Statistical Modeling and Dynamics in Demography, Epidemiology, and Biostatistics
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 896 | 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)
Data Science and Complex Systems
edited by Francisco J. Altimiras
submission deadline 30 Sep 2026 | Viewed by 892 | Submission Open
Keywords: data science; complex systems; mathematical modeling; network science; computational biology; bioinformatics; machine learning; deep learning; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning and Computational Methods in Bioinformatics and Biology
edited by Bang Tran
submission deadline 30 Sep 2026 | 1 articles | Viewed by 871 | Submission Open
Keywords: machine learning; bioinformatics; multi-omics integration; single-cell and spatial; transcriptomics; interpretable and reproducible AI
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical Modeling and Optimization in Energy Storage and Conversion Systems
edited by Yuan Cao, Chunsheng Wang and Qi Lei
submission deadline 30 Sep 2026 | 2 articles | Viewed by 843 | 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)
Advances in Artificial Intelligence and Data Modeling: Analysis, Methods and Applications
edited by Chaoya Jiang and Lantao Xing
submission deadline 30 Sep 2026 | 1 articles | Viewed by 810 | 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 Models in Computer Vision
edited by Chun Pong Lau
submission deadline 30 Sep 2026 | Viewed by 807 | Submission Open
Keywords: computer vision; image processing; deep learning; mathematical modeling; artificial intelligence (AI); optimization; computational mathematics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Iterative Algorithms for Variational Inequalities and Related Optimization Problems submission deadline 30 Sep 2026 | 1 articles | Viewed by 741 | 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)
Numerical Algorithms: Methods and Applications
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 740 | 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)
Computational Methods for Computer Vision and Medical Image Analysis submission deadline 30 Sep 2026 | Viewed by 696 | Submission Open
Keywords: computer vision; medical image analysis; image segmentation; inverse problems in imaging; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances on Numerical Modeling in Geomorphology and Geomechanics
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 653 | Submission Open
Keywords: numerical modeling; geohazards; geomorphology; geotechnical systems; multiphysics and multiscale
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Development and Revision of Mathematical Models in Nonlocal Elasticity submission deadline 30 Sep 2026 | Viewed by 648 | Submission Open
Keywords: nonlocal elasticity; boundary value problems; waves; multiphysics; asymptotic
(This special issue belongs to the Section E: Applied Mathematics)
Nonlinear Dynamics: Experiment and Numerical Simulation
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 637 | 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)
Computational Intelligence: Algorithms, Security, and Data-Driven Modeling
edited by
submission deadline 30 Sep 2026 | Viewed by 511 | 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)
Machine Learning in Manufacturing: Digital Twins, Optimization and Control submission deadline 30 Sep 2026 | Viewed by 440 | Submission Open
Keywords: physics-aware machine learning; digital twins; engineering optimization; hybrid modeling; industry 5.0; trustworthy AI
Neural Network Models and Applications submission deadline 30 Sep 2026 | Viewed by 440 | 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)
Application of Converged Network, Cloud Computing, and Big Data
edited by Xianghan Zheng
submission deadline 30 Sep 2026 | Viewed by 415 | 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)
Advances in Computational Mechanics and Optimization
edited by and
submission deadline 30 Sep 2026 | Viewed by 408 | 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)
Recent Advances in Finite Element Methods with Applications, 2nd Edition
edited by and Shihua Gong
submission deadline 30 Sep 2026 | Viewed by 399 | 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)
Generalized Metrics and Fuzzy Similarities: Theory and Applications
edited by , , Halis Aygün and Olga Grigorenko
submission deadline 30 Sep 2026 | Viewed by 397 | Submission Open
Keywords: generalized metrics; fuzzy similarities; fuzzy measures; aggregation functions; decision-making models
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning in Financial Instruments Pricing
edited by
submission deadline 30 Sep 2026 | Viewed by 379 | 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)
Statistical Modeling of Financial Econometrics and Nonparametric Inference
edited by Michela Borghesi
submission deadline 30 Sep 2026 | Viewed by 375 | 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)
Computer Networks and Distributed Systems
edited by , Xiaoyan Li, Mengjie Lv and Zhijie Han
submission deadline 30 Sep 2026 | Viewed by 369 | Submission Open
Keywords: fault tolerance; congestion control; resource optimization; algorithm; data center network; cloud computing; parallel and distributed systems
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Data Science in Bioinformatics and Machine Learning
edited by
submission deadline 30 Sep 2026 | Viewed by 349 | Submission Open
Keywords: multi-omics data integration; three-dimensional genome; single cell multi-omics data analysis; drug discovery; disease diagnostic
(This special issue belongs to the Section E3: Mathematical Biology)
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