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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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Mathematical Methods in System Engineering Modeling and Simulation
edited by Dahai Liu, , Hongyun Chen and
submission deadline 30 Sep 2026 | Submission Open
Keywords: optimization; simulation; operations research; decision-making; stochastic modeling; transportation systems
(This special issue belongs to the Section E: Applied Mathematics)
Iterative Algorithms for Variational Inequalities and Related Optimization Problems submission deadline 30 Sep 2026 | 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)
Advances in Mathematical Approaches to Trustworthy and Secure AI Systems
edited by
submission deadline 1 Oct 2026 | 1 articles | Viewed by 962 | 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 353 | 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 196 | 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 11 | 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)
Applied Mathematics in Wave–Structure Interaction Problems submission deadline 15 Oct 2026 | Viewed by 27 | 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 34 | 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 29 | 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)
Chaos Theory and Complexity
edited by Efthymia Meletlidou
submission deadline 20 Oct 2026 | 5 articles | Viewed by 5996 | Submission Open
Keywords: chaos; dynamical system; complexity; nonlinear dynamics
(This special issue belongs to the Section E4: Mathematical Physics)
Recent Advances in Graph Theory, Applications and Related Topics submission deadline 20 Oct 2026 | 1 articles | Viewed by 1583 | Submission Open
Keywords: connectivity; cages; extremal problems; mutual visibility; coalition; domination; Roman domination
(This special issue belongs to the Section E: Applied Mathematics)
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 31 | 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)
Differential Geometry and Its Applications in Theoretical Physics
edited by
submission deadline 20 Oct 2026 | Viewed by 27 | Submission Open
Keywords: differential geometry; algebras; general relativity; theoretical physics
(This special issue belongs to the Section E4: Mathematical Physics)
Application of Machine Learning and Mathematical Methods in Image Analysis and Computer Vision
edited by and
submission deadline 27 Oct 2026 | Viewed by 1 | 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)
Computational Fluid Dynamics with Applications
edited by Sónia Isabel Silva Pinto
submission deadline 30 Oct 2026 | 6 articles | Viewed by 9146 | 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 6062 | 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)
Mathematical Modeling in Population Dynamics
edited by Deeptajyoti Sen
submission deadline 31 Oct 2026 | Viewed by 1039 | Submission Open
Keywords: population dynamics; evolutionary modelling; spatial dynamics; agent-based models; mathematical epidemiology; dynamical systems
(This special issue belongs to the Section C2: Dynamical Systems)
Applied Mathematics in Nonlinear Dynamics and Chaos, 2nd Edition
edited by
submission deadline 31 Oct 2026 | Viewed by 97 | 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 84 | 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)
Advanced Dynamics and Control Theory with Applications
edited by Yi Ji and
submission deadline 31 Oct 2026 | Viewed by 71 | 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)
Mathematical and Computational Modeling in Biology and Medicine
edited by
submission deadline 31 Oct 2026 | Viewed by 66 | 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)
Computational Intelligence and Data Analysis
edited by , Hongping Ren and Ying Li
submission deadline 31 Oct 2026 | Viewed by 63 | 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)
Advances in PDEs, Infinite-Dimensional Dynamical Systems and Numerical Dynamics
edited by and Rodiak Figueroa-López
submission deadline 31 Oct 2026 | Viewed by 56 | Submission Open
Keywords: PDEs; stochastic PDEs; numerical discretization; infinite-dimensional dynamical systems; long-time behavior of solutions; attractors; invariant measures; nonlinear stability; bifurcation theory
(This special issue belongs to the Section C2: Dynamical Systems)
Applied Mathematics in Engineering Problems and Topology Optimization
edited by and
submission deadline 31 Oct 2026 | Viewed by 53 | 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)
Simulation-Based Optimisation and Information Systems in Disaster Management
edited by Seyed Mojtaba Sajadi, , and Mohammad Daneshvar Kakhki
submission deadline 31 Oct 2026 | Viewed by 50 | Submission Open
Keywords: simulation-based optimization; humanitarian logistics; digital twins; decision support systems; agent-based modeling; system dynamics; artificial intelligence in emergencies; disaster response optimization; risk and vulnerability modeling; resource allocation and scheduling
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Computing in Advanced Manufacturing Systems
edited by and
submission deadline 31 Oct 2026 | Viewed by 47 | 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)
Advanced Evolutionary Game Theory
edited by and Qi Su
submission deadline 31 Oct 2026 | Viewed by 38 | Submission Open
Keywords: evolutionary game theory; evolutionary dynamics; social dilemmas; social evolution; network science; agent-based simulation; replicator dynamics; evolutionary graph theory; artificial intelligence; large language models
(This special issue belongs to the Section C2: Dynamical Systems)
Robust Perception and Control in Prognostic Systems, 2nd Edition
edited by Song Tang and Mao Ye
submission deadline 31 Oct 2026 | Viewed by 32 | Submission Open
Keywords: robust perception and control; prognostic systems; unsupervised and semi-supervised learning; transfer learning; adaptive system; AI security
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Evolutionary Computation and Advanced Network Inference for Complex Systems Modeling
edited by Miao He
submission deadline 31 Oct 2026 | Viewed by 29 | 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)
Exploring Statistical Learning: Inference, Optimization, and Real-World Applications, 2nd Edition
edited by Carmela Iorio
submission deadline 31 Oct 2026 | Viewed by 28 | Submission Open
Keywords: statistical learning; inference; optimization; real-world applications; data analysis; predictive modeling; machine learning; supervised learning; unsupervised learning; deep learning; computational statistics; model evaluation; decision-making; data-driven solutions
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Learning to Optimize in Intelligent Systems Processes
edited by
submission deadline 31 Oct 2026 | Viewed by 12 | Submission Open
Keywords: learning to optimize (L2O); intelligent systems optimization; production and scheduling optimization; heuristic and metaheuristic search; smart manufacturing systems; real-time control and task scheduling; sustainable and energy-efficient operations
(This special issue belongs to the Section E: Applied Mathematics)
Optimization Models for Supply Chain, Planning, Scheduling and Transportation
edited by
submission deadline 31 Oct 2026 | Submission Open
Keywords: optimization; operations research; machine learning; supply chain; planning; scheduling; manufacturing; transportation systems/logistics
(This special issue belongs to the Section E: Applied Mathematics)
Deep Learning Methods Applied to Big Data Analysis
edited by Zhong Xiang
submission deadline 31 Oct 2026 | Submission Open
Keywords: deep learning; big data analytics; neural networks; multimodal data fusion; explainable artificial intelligence (XAI); self-supervised learning; federated learning; high-dimensional data analysis; scalable machine learning; intelligent data-driven systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Complex Dynamical Networks and Chaotic Systems
edited by Hanlin Sun and Lorenzo Cirigliano
submission deadline 1 Nov 2026 | Viewed by 36 | 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 1229 | 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 1011 | 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 | 1 articles | Viewed by 245 | 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 80 | 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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