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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Mathematical Foundations of Deep Learning for Imaging
edited by
submission deadline 15 Sep 2026 | Viewed by 33 | Submission Open
Keywords: deep learning; inverse problems; image reconstruction; regularization theory; stability and robustness; medical imaging
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Robots Control and Navigation and Their Mathematical Methods and Insights submission deadline 20 Sep 2026 | 3 articles | Viewed by 5765 | Submission Open
Keywords: mathematics problems in robot motion and grasp; robot control; robot optimal control; robot stability and analysis of the dynamics; robot motion planning and navigation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Advance in Applied Probability and Statistical Inference
edited by Maurizio Brizzi
submission deadline 20 Sep 2026 | 3 articles | Viewed by 2795 | Submission Open
Keywords: applied probability; discrete distributions; continuous models; statistical inference; point and interval estimation; quantile methods; fuzzy methods; parametric statistical tests; non-parametric statistical tests
(This special issue belongs to the Section D1: Probability and Statistics)
Modeling, Control and Optimization of Biological Systems
edited by
submission deadline 20 Sep 2026 | 3 articles | Viewed by 1236 | Submission Open
Keywords: ecological modeling; mutiscale immuno-epidemiologial models; parameter identifiaction; disease-informed neural networks; optimal control theory
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Fluid Dynamics and Wave Interaction Phenomena submission deadline 20 Sep 2026 | 1 articles | Viewed by 617 | Submission Open
Keywords: marine engineering; ocean engineering; offshore engineering; coastal engineering; wave-structure interactions; nonlinear wave loads; nonlinear wave propagation; innovative analysis technology for fluid dynamics/wave interactions; development of numerical tools for marine/ocean/coastal engineering; AI/ML applications in marine/ocean/coastal engineering
(This special issue belongs to the Section E4: Mathematical Physics)
Advanced Methods and Applications of Deep Learning in Medicine
edited by , Qiujie Lv and
submission deadline 20 Sep 2026 | Viewed by 74 | Submission Open
Keywords: deep learning; medical imaging; multimodal data fusion; model interpretability; optimization and regularization; computational biology; drug discovery; clinical decision support
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Computational and Intelligent Methods in Signal Processing
edited by
submission deadline 20 Sep 2026 | Viewed by 73 | Submission Open
Keywords: signal processing; machine learning; deep learning; optimization algorithms; computational mathematics; time-frequency analysis; intelligent systems; sensor networks; high-performance computing; nonlinear signal analysis
(This special issue belongs to the Section E: Applied Mathematics)
Computing in Image Processing for Remote Sensing and Biomedical Applications, 2nd Edition submission deadline 20 Sep 2026 | Viewed by 52 | 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)
Mathematical and Deep Learning-Based Approaches for Advanced Cybersecurity
edited by Akanksha Saini and Abebe Diro
submission deadline 20 Sep 2026 | Viewed by 45 | 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)
New Perspective on Fractal Geometry and Its Applications
edited by Yumei Xue
submission deadline 20 Sep 2026 | Viewed by 36 | 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 | Viewed by 35 | 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)
Parameterized Complexity and Approximation in Data Management
edited by
submission deadline 20 Sep 2026 | Viewed by 34 | 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)
Advances in Numerical Computation and Mathematical Modeling for Geotechnical Mechanics and Dynamics
edited by
submission deadline 20 Sep 2026 | Viewed by 30 | 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)
Stochastic Processes and Statistical Analysis
edited by Tiandong Wang
submission deadline 20 Sep 2026 | Submission Open
Keywords: stochastic processes; statistical inference; time series analysis; stochastic modeling; probability theory
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Structure for Biomedicine: Variational Models, PDEs, and Statistical Learning
edited by Andrej Novak and
submission deadline 28 Sep 2026 | Viewed by 67 | 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)
Advanced Numerical and Computational Methods for Engineering and Applied Mathematical Problems, 2nd Edition submission deadline 30 Sep 2026 | 6 articles | Viewed by 9612 | Submission Open
Keywords: numerical methods; computational methods; machine learning; differential equations; inverse problems; engineering problems; computational mechanics; mathematical problems; coupled problems; numerical simulations; meshfree methods; finite element methods; radial basis functions methods; multiscale material modeling; machine learning methods; structural dynamics; material modelling; computational mechanics; fluid-structure interaction
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Image Processing and Generation, Pattern Recognition, and Data Visualization submission deadline 30 Sep 2026 | 6 articles | Viewed by 6635 | 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)
Computational Optimization and Operations Research: Theory and Applications
edited by Hsing Luh and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 4997 | 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)
Advances in Probability Theory and Stochastic Analysis
edited by Paramahansa Pramanik
submission deadline 30 Sep 2026 | 4 articles | Viewed by 4793 | 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)
Mathematical Models for Data Privacy in Blockchain-Enabled Systems submission deadline 30 Sep 2026 | 1 articles | Viewed by 4218 | Submission Open
Keywords: data privacy; blockchain; distributed systems; smart contracts; secure data sharing; cryptographic models; differential privacy; federated learning; game theory; Internet of Things; supply chain security; financial systems; mathematical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Mathematical Methods in Remote Sensing
edited by Andrija Krtalić, Marko Horvat and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2715 | 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)
Advances in Dynamical Systems: Stability, Bifurcation, and Chaos with Applications submission deadline 30 Sep 2026 | 3 articles | Viewed by 2347 | Submission Open
Keywords: dynamical systems; stability; bifurcation; chaos; computational methods; interdisciplinary modeling
(This special issue belongs to the Section C2: Dynamical Systems)
Recent Studies on Partial Differential Equations and Its Applications
edited by Quan Wang
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2181 | 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)
Decision Making and Optimization Under Uncertainty
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1757 | Submission Open
Keywords: decision-making; operations research; stochastic optimization; machine learning; portfolio optimization; risk analysis; data analysis; uncertainty
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
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 1650 | 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 1271 | 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)
Nonlinear Dynamics and Stochastic Modeling of Complex Systems
edited by Thomas M Michelitsch and Alejandro Pérez Riascos
submission deadline 30 Sep 2026 | 1 articles | Viewed by 1268 | Submission Open
Keywords: stochastic resetting; population dynamics; epidemic spreading; compartment models; predator-prey models; nonlinear systems with random delay effects and memory; stochastic chaos
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence and Human–Computer Interaction: Modern Methods and Applications, 3rd Edition submission deadline 30 Sep 2026 | 1 articles | Viewed by 1237 | 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)
Numerical Simulation and Analysis of Rock Mechanics Engineering Geology
edited by Alireza Ahangar-Asr
submission deadline 30 Sep 2026 | 2 articles | Viewed by 1235 | 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)
Mathematical and Computational Methods for Image Processing and Pattern Recognition
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 772 | 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 | 1 articles | Viewed by 608 | Submission Open
Keywords: Bayesian analysis; Bayesian estimation; statistics; probability
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Graph and Hypergraph: Theories, Models and Applications
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 572 | 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)
Data Science and Complex Systems
edited by Francisco J. Altimiras
submission deadline 30 Sep 2026 | Viewed by 436 | 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)
Numerical and Computational Methods in Structural Engineering and Mechanics, 2nd Edition submission deadline 30 Sep 2026 | Viewed by 344 | 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)
Optimization Models and Algorithms in Operations Management
edited by
submission deadline 30 Sep 2026 | Viewed by 301 | 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)
New Trends in Geometric Group Theory and Geometric Topology
edited by Yong Hou and Peter B. Shalen
submission deadline 30 Sep 2026 | Viewed by 286 | 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)
Development and Revision of Mathematical Models in Nonlocal Elasticity submission deadline 30 Sep 2026 | Viewed by 177 | Submission Open
Keywords: nonlocal elasticity; boundary value problems; waves; multiphysics; asymptotic
(This special issue belongs to the Section E: Applied Mathematics)
Computer Networks and Distributed Systems
edited by , Xiaoyan Li, Mengjie Lv and Zhijie Han
submission deadline 30 Sep 2026 | Viewed by 72 | 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)
Swarm Intelligence and Optimization: Algorithms and Applications
edited by
submission deadline 30 Sep 2026 | Viewed by 71 | 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)
Graph Neural Networks and Clustering Algorithms: Mathematical Foundations and Applications submission deadline 30 Sep 2026 | Viewed by 71 | Submission Open
Keywords: graph neural networks; clustering algorithms; spectral graph theory; graph signal processing; optimization-based clustering; mathematical foundations; unsupervised learning; fractional optimization; industrial applications with GNNs or clustering algorithms
(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 57 | 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)
Evolutionary Algorithms in Artificial Intelligence
edited by Mir Md Jahangir Kabir
submission deadline 30 Sep 2026 | Viewed by 56 | Submission Open
Keywords: evolutionary algorithms; artificial intelligence; optimization; genetic algorithms; differential evolution; swarm intelligence; reinforcement learning; machine learning; multi-objective optimization; intelligent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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 47 | 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)
Neural Network Models and Applications submission deadline 30 Sep 2026 | Viewed by 44 | 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)
Nonlinear Dynamics: Experiment and Numerical Simulation
edited by
submission deadline 30 Sep 2026 | Viewed by 42 | 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 in Signal Processing and Machine Learning: Theory, Algorithms, and Applications
edited by Shuxue Ding
submission deadline 30 Sep 2026 | Viewed by 42 | 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)
Advanced Modeling and Optimization Techniques for Big Data
edited by
submission deadline 30 Sep 2026 | Viewed by 39 | 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 | Viewed by 39 | 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 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 37 | 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)
Computational Methods and Modeling for Structural Design
edited by Qiqi Li and Hanqing Zhang
submission deadline 30 Sep 2026 | Viewed by 35 | 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)
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