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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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Parameterized Complexity and Approximation in Data Management
edited by
submission deadline 20 Sep 2026 | Viewed by 14 | Submission Open
Keywords: parameterized complexity; approximation algorithms; data management; query evaluation; data quality; computational complexity; graph mining; data organization; distributed data management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computing in Image Processing for Remote Sensing and Biomedical Applications, 2nd Edition submission deadline 20 Sep 2026 | Viewed by 13 | Submission Open
Keywords: image registration; image/video reconstruction; image/video compression; image analysis; image processing; image segmentation and classification; image/video super-resolution in remote sensing; computer vision; 3D visualization; machine/deep learning in remote sensing and medical imaging; parallel computing in imaging; computational models; medical imaging and data analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Perspective on Fractal Geometry and Its Applications
edited by Yumei Xue
submission deadline 20 Sep 2026 | Submission Open
Keywords: fractal geometry and its applications; combinatorics on words; substitution sequences; fractal network; tiling; complex networks; multifractal analysis
(This special issue belongs to the Section B: Geometry and Topology)
Classical and Intelligent Approaches for the Optimization, Control, and Modeling of Dynamic Systems submission deadline 20 Sep 2026 | Submission Open
Keywords: machine learning in engineering; classical optimization techniques; optimal control and decision making; data-driven and physics-informed modeling; intelligent engineering systems; evolutionary and metaheuristic algorithms; reinforcement learning for autonomous systems; robotics and mechatronics optimization; intelligent monitoring and predictive maintenance; computational intelligence in industrial applications
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Numerical Computation and Mathematical Modeling for Geotechnical Mechanics and Dynamics
edited by
submission deadline 20 Sep 2026 | Submission Open
Keywords: geotechnical mechanics and dynamics; numerical computation methods; mathematical modeling; multi-physical field coupling simulation; nonlinear dynamics; constitutive relations; AI-driven geotechnical analysis
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical and Deep Learning-Based Approaches for Advanced Cybersecurity
edited by Akanksha Saini and Abebe Diro
submission deadline 20 Sep 2026 | Submission Open
Keywords: deep learning; intrusion detection; cyber security; neural networks; anomaly detection; network monitoring; malware; artificial intelligence; threat detection; data analysis; deployment; implementation; real-world impact; interdisciplinary
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Structure for Biomedicine: Variational Models, PDEs, and Statistical Learning
edited by Andrej Novak and
submission deadline 28 Sep 2026 | Viewed by 41 | Submission Open
Keywords: variational methods; partial differential equations; image processing and analysis; statistical learning; operator learning; biomedical imaging; biomedical signals and time series; uncertainty quantification; calibration and robustness; physics-informed modelling
(This special issue belongs to the Section E: Applied Mathematics)
Image Processing and Generation, Pattern Recognition, and Data Visualization submission deadline 30 Sep 2026 | 5 articles | Viewed by 4804 | Submission Open
Keywords: image processing; pattern recognition; data visualization; machine learning; artificial intelligence; digital topology; AI-based image generation
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Probability Theory and Stochastic Analysis
edited by Paramahansa Pramanik
submission deadline 30 Sep 2026 | 4 articles | Viewed by 4422 | Submission Open
Keywords: stochastic control; stochastic calculus and stochastic differential equations; statistical inference and stochastic processes; mathematical biology; stochastic analysis in sports
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Optimization and Operations Research: Theory and Applications
edited by Hsing Luh and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 4161 | Submission Open
Keywords: optimization; machine learning; neural networks; simulation; operations research; stochastic modeling              
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Mathematical Methods in Remote Sensing
edited by Andrija Krtalić, Marko Horvat and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2284 | Submission Open
Keywords: digital image processing; big data analysis and processing; image classification (multispectral; hyperspectral); spatial data analysis; spatiotemporal monitoring and analyzing; data visualization and presentation; machine learning; artificial neural networks and deep learning; artificial intelligence methods.
(This special issue belongs to the Section E: Applied Mathematics)
Recent Studies on Partial Differential Equations and Its Applications
edited by Quan Wang
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2023 | Submission Open
Keywords: well-posedness; nonlinear stability and instability; steady-state and dynamic bifurcation; large time behavior; singularity formation
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Dynamical Systems: Stability, Bifurcation, and Chaos with Applications submission deadline 30 Sep 2026 | 1 articles | Viewed by 1510 | Submission Open
Keywords: dynamical systems; stability; bifurcation; chaos; computational methods; interdisciplinary modeling
(This special issue belongs to the Section C2: Dynamical Systems)
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 1449 | 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)
Advances in Functional Analysis and Approximation Theory
edited by Ju Myung Kim
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1064 | 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 | 1 articles | Viewed by 956 | 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)
Recent Advances in Graph and Hypergraph: Theories, Models and Applications
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 459 | 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)
New Trends in Geometric Group Theory and Geometric Topology
edited by Yong Hou and Peter B. Shalen
submission deadline 30 Sep 2026 | Viewed by 225 | 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)
Optimization Models and Algorithms in Operations Management
edited by
submission deadline 30 Sep 2026 | Viewed by 162 | 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)
Development and Revision of Mathematical Models in Nonlocal Elasticity submission deadline 30 Sep 2026 | Viewed by 134 | Submission Open
Keywords: nonlocal elasticity; boundary value problems; waves; multiphysics; asymptotic
(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 | Viewed by 91 | Submission Open
Keywords: image processing; pattern recognition; visual computing; data fusion; mathematical modeling; neural network; deep learning; machine learning
Computer Networks and Distributed Systems
edited by , Xiaoyan Li, Mengjie Lv and Zhijie Han
submission deadline 30 Sep 2026 | Viewed by 42 | 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)
Mathematical Theories and Methods of Machine Learning
edited by
submission deadline 30 Sep 2026 | Viewed by 35 | 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)
Computational Methods and Modeling for Structural Design
edited by Qiqi Li and Hanqing Zhang
submission deadline 30 Sep 2026 | Viewed by 11 | 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)
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 8 | 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 Computational Methods for Prognostics and Health Management of Civil and Mechanical Systems
edited by and Salman Khalid
submission deadline 30 Sep 2026 | Viewed by 8 | 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)
Dynamical Systems & Partial Differential Equations
edited by
submission deadline 30 Sep 2026 | Viewed by 4 | 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)
Advances in Mobile Network and Intelligent Communication, 2nd Edition
edited by , , Pengwenlong Gu, , Tao Gao and Shufeng Li
submission deadline 30 Sep 2026 | 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)
Nonlinear Dynamics: Experiment and Numerical Simulation
edited by
submission deadline 30 Sep 2026 | 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)
Generalized Metrics and Fuzzy Similarities: Theory and Applications
edited by , , Halis Aygün and Olga Grigorenko
submission deadline 30 Sep 2026 | Submission Open
Keywords: generalized metrics; fuzzy similarities; fuzzy measures; aggregation functions; decision-making models
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Modeling and Optimization Techniques for Big Data
edited by
submission deadline 30 Sep 2026 | 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)
Application of Converged Network, Cloud Computing, and Big Data
edited by Xianghan Zheng
submission deadline 30 Sep 2026 | 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)
Swarm Intelligence and Optimization: Algorithms and Applications
edited by
submission deadline 30 Sep 2026 | 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 of Astrophysics and Space Science
edited by Edward A. Belbruno and James Lauer Green
submission deadline 1 Oct 2026 | Viewed by 337 | 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 Graph Theory, Applications and Related Topics submission deadline 20 Oct 2026 | 1 articles | Viewed by 1440 | Submission Open
Keywords: connectivity; cages; extremal problems; mutual visibility; coalition; domination; Roman domination
(This special issue belongs to the Section E: Applied Mathematics)
Applied Mathematics in Nonlinear Dynamics and Chaos, 2nd Edition
edited by
submission deadline 31 Oct 2026 | Viewed by 73 | Submission Open
Keywords: nonlinear dynamics; bifurcation theory; chaos theory; irregular attractors; control theory; complex systems; numerical methods for dynamic systems; modeling and technology for dynamic systems in science and engineering
(This special issue belongs to the Section C2: Dynamical Systems)
Data Analysis and Signal Processing
edited by and Luís Javier Morales- Mendoza
submission deadline 31 Oct 2026 | Viewed by 53 | Submission Open
Keywords: machine learning; signal processing; time-series modeling; dataset pre-processing; feature engineering; multimodal sensor data; noise robustness; mathematical models; domain adaptation
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence and Data Analysis
edited by , Hongping Ren and Ying Li
submission deadline 31 Oct 2026 | Viewed by 49 | Submission Open
Keywords: applied intelligence; data analysis; natural language processing; large language model; deep learning; optimization algorithm; computer vision; application
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Dynamics and Control Theory with Applications
edited by Yi Ji and
submission deadline 31 Oct 2026 | Viewed by 45 | Submission Open
Keywords: nonlinear dynamical systems; control theory; optimization adaptive; robust control; multi-agent systems; game dynamics; data-driven modelling and analysis
(This special issue belongs to the Section E: Applied Mathematics)
Applied Mathematics in Engineering Problems and Topology Optimization
edited by and
submission deadline 31 Oct 2026 | Viewed by 36 | Submission Open
Keywords: mathematical modeling; structural optimization; efficient solving; gradient algorithms; data-driven and processing; data mining
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical and Computational Modeling in Biology and Medicine
edited by
submission deadline 31 Oct 2026 | Viewed by 21 | Submission Open
Keywords: deterministic models; stochastic models; discrete models; continuous models; multiscale models; population models; epidemic models; kinetic models; active particles; machine learning; models with delay
(This special issue belongs to the Section E3: Mathematical Biology)
Evolutionary Computation and Advanced Network Inference for Complex Systems Modeling
edited by Miao He
submission deadline 31 Oct 2026 | Viewed by 7 | Submission Open
Keywords: evolutionary computation; advanced network inference; complex systems modeling; graph neural networks; evolutionary reinforcement learning; genetic algorithms/genetic programming/neuroevolution; high-dimensional inference
(This special issue belongs to the Section D: Statistics and Operational Research)
Intelligent Computating in Advanced Manufacturing Systems
edited by and
submission deadline 31 Oct 2026 | Submission Open
Keywords: advanced manufacturing; intelligent manufacturing; manufacturing system; intelligent operation and maintenance; high-performance manufacturing; digital twin; CNC machine tools; machine tool processing technology; prognostics and health management (PHM); intelligent system; cyber-physical systems (CPS); process control and optimization; intelligent scheduling and planning; fault diagnosis
(This special issue belongs to the Section E: Applied Mathematics)
Complex Dynamical Networks and Chaotic Systems
edited by Hanlin Sun and Lorenzo Cirigliano
submission deadline 1 Nov 2026 | Submission Open
Keywords: complex dynamical networks; dynamics on networks; critical phenomena on networks; higher-order networks; hypergraphs; simplicial complexes; multilayer networks; epidemic spreading model; information diffusion; opinion dynamics; neural networks; ecosystem dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Information-Induced Geometries in Statistics, Data Analysis, and Applied Research submission deadline 20 Nov 2026 | 1 articles | Viewed by 1026 | Submission Open
Keywords: information; positive-definite kernel; information geometry; intrinsic statistical data analysis; principle of minimum loss of Fisher information; variational principles; quantum mechanics; Bayes theorem
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Fuzzy Rough Sets and Intelligent Computing
edited by Wentao Li, and
submission deadline 31 Dec 2026 | 1 articles | Viewed by 958 | Submission Open
Keywords: fuzzy rough sets; intelligent computing; machine learning; decision support systems; multi-criteria decision making
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Statistical Analysis and Data Science for Complex Data, 2nd Edition
edited by
submission deadline 31 Dec 2026 | Viewed by 87 | Submission Open
Keywords: algorithm; big data; high dimensionality; noisy data
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Biostatistics and Bioinformatics
edited by and
submission deadline 31 Dec 2026 | Viewed by 60 | Submission Open
Keywords: biostatistics; bioinformatics; machine learning; deep learning; statistical learning; data mining; genomic data analysis; epidemiology; personalized medicine; public health; statistical methods and AI in medical research; statistical methods and AI in epidemiology
(This special issue belongs to the Section D1: Probability and Statistics)
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