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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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Advanced Computational and Intelligent Methods in Signal Processing
edited by
submission deadline 20 Sep 2026 | 5 articles | Viewed by 2134 | 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)
Advances in Fluid Dynamics and Wave Interaction Phenomena submission deadline 20 Sep 2026 | 2 articles | Viewed by 1782 | 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)
Computing in Image Processing for Remote Sensing and Biomedical Applications, 2nd Edition submission deadline 20 Sep 2026 | Viewed by 502 | 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)
Advanced Methods and Applications of Deep Learning in Medicine
edited by , Qiujie Lv and
submission deadline 20 Sep 2026 | Viewed by 436 | 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)
Parameterized Complexity and Approximation in Data Management
edited by
submission deadline 20 Sep 2026 | Viewed by 352 | 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)
New Perspective on Fractal Geometry and Its Applications
edited by Yumei Xue
submission deadline 20 Sep 2026 | Viewed by 333 | 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)
Advances in Numerical Computation and Mathematical Modeling for Geotechnical Mechanics and Dynamics
edited by
submission deadline 20 Sep 2026 | Viewed by 295 | 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 Structure for Biomedicine: Variational Models, PDEs, and Statistical Learning
edited by Andrej Novak and
submission deadline 28 Sep 2026 | Viewed by 387 | 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)
New Insights in Machine Learning (ML) and Deep Neural Networks
edited by , Yu Liu, Tianyuan Yu and Mingrui Lao
submission deadline 30 Sep 2026 | 5 articles | Viewed by 39958 | Submission Open
Keywords: machine learning; multi-modal models; embodied intelligence; artificial intelligence; deep neural networks (DNNs)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Solutions for Multimedia and Artificial Intelligence Security
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 26149 | Submission Open
Keywords: artificial intelligence security; multimedia security and protection; multimedia forensics and anti-forensics; adversarial attacks and defenses; digital watermarking, steganography, and steganalysis; deepfake and misinformation detection; data integrity and authentication; secure signal processing and information hiding; DNN-based multimedia protection techniques; cybersecurity for multimedia systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning: Mathematical Foundations and Applications
edited by , Xingsen Li and Yunfa Fu
submission deadline 30 Sep 2026 | 5 articles | Viewed by 22302 | Submission Open
Keywords: machine learning; efficient computation in large-scale ML; mathematical optimization; PINNS; LLM; GNNs; Markov random fields in probabilistic graphical models; hyperparameter tuning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Numerical and Computational Methods for Engineering and Applied Mathematical Problems, 2nd Edition submission deadline 30 Sep 2026 | 7 articles | Viewed by 15622 | 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 14228 | 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 Dynamical Systems: Stability, Bifurcation, and Chaos with Applications submission deadline 30 Sep 2026 | 7 articles | Viewed by 13562 | Submission Open
Keywords: dynamical systems; stability; bifurcation; chaos; computational methods; interdisciplinary modeling
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Mathematical Optimization in Operational Research
edited by and Jiayan Xu
submission deadline 30 Sep 2026 | 9 articles | Viewed by 13515 | Submission Open
Keywords: optimization; operational research; operations and supply chain management; real-world applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Mathematical Epidemiological Models: Classical and Interdisciplinary Applications
edited by Till D. Frank
submission deadline 30 Sep 2026 | 9 articles | Viewed by 10595 | Submission Open
Keywords: mathematical epidemiology; infectious diseases; interdisciplinary applications; computer viruses; rumor dynamics; racism dynamics; drug epidemics; voter dynamics; sales dynamics; viral marketing dynamics
(This special issue belongs to the Section E3: Mathematical Biology)
Recent Advances in Adaptive Control Theory and Applications for Nonlinear Systems submission deadline 30 Sep 2026 | 14 articles | Viewed by 10408 | Submission Open
Keywords: adaptive control; neural networks; sliding mode control; multi-agent systems; observer; synchronization; optimization; predictive control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling of Energy Transition, Climate Finance, and Sustainable Economic Systems submission deadline 30 Sep 2026 | 5 articles | Viewed by 8945 | Submission Open
Keywords: mathematical finance; energy transition; climate risk; sustainable finance; carbon markets; ESG modeling; stochastic processes; partial differential equations; optimization; network theory; control systems; game theory; econometrics; time series analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Computational Optimization and Operations Research: Theory and Applications
edited by Hsing Luh and
submission deadline 30 Sep 2026 | 3 articles | Viewed by 8625 | 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)
Numerical Methods and Simulations for Turbulent Flow
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 8481 | Submission Open
Keywords: turbulent flows; turbulent boundary layer; turbulent channel flow; computational fluid dynamics; fluid–structure interaction; numerical simulations; numerical methods; direct numerical simulations; large eddy simulation; hybrid RANS-LES; Navier–Stokes
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Application of Multiple Criteria Decision Analysis submission deadline 30 Sep 2026 | 7 articles | Viewed by 8227 | Submission Open
Keywords: decision making; decision analysis; decision support systems; negotiation and group decision; real world applications; applications of MCDM; non-classical MCDM methods; decision rules; theories and methodologies; modelling and simulation; modelling of MCDM; fuzzy sets and MCDM; fuzziness in MCDM; uncertainty; soft computing; algorithms; operational research; multi-objective optimization; metaheuristics; sustainable development; management, assessment, or selection; innovation
(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 | 6 articles | Viewed by 8063 | 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 6886 | 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 5141 | 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 the Analysis and Control of Nonlinear Dynamical Systems and Complex Phenomena submission deadline 30 Sep 2026 | 4 articles | Viewed by 4740 | Submission Open
Keywords: nonlinear dynamical systems; nonlinear control; complex phenomena; prediction and synchronization
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Operations Research: Applications in MCDA, Fuzzy Systems, DEA and Optimization
edited by and Peter Fernandes Wanke
submission deadline 30 Sep 2026 | 2 articles | Viewed by 4693 | Submission Open
Keywords: operations research ; multi-criteria decision analysis (MCDA) ; fuzzy systems ; data envelopment analysis (DEA) ; optimization techniques ; mathematical modeling ; decision-making under uncertainty ; heuristic and metaheuristic algorithms ; linear and nonlinear programming ; machine learning in operations research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Uncertainty Quantification Techniques in Statistics, Machine Learning and FinTech: 2nd Edition
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 4510 | Submission Open
Keywords: artificial intelligence; bayesian statistics; bioinformatics; biostatics; blockchain; big data; change-point detection; computer model; cryptocurrencies; cyber security; data analytics; data mining; deep learning; electronic data interchange (EDI); e-Learning; expert systems; financial time series; functional data analysis; fuzzy logic; internet security; internet of things; machine learning; mobile applications; mobile learning; neural networks; quality control; security; sentiment analysis; spatial statistics; support vector machines; web services and performance
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Fuzzy Intelligence and Non-Classical Logical Computing
edited by Yu-Bin Zhong and Yi Xiang
submission deadline 30 Sep 2026 | 5 articles | Viewed by 4254 | Submission Open
Keywords: fuzzy logic and reasoning; causal models; computability; non-classical logics; artificial intelligence foundations; factor neural networks; knowledge representation; uncertainty modeling
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Risk Models and Actuarial Science
edited by Rui Manuel Rodrigues Cardoso
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3938 | Submission Open
Keywords: climate change in insurance and sustainability; cyber security risks; data science for insurance; reinsurance; non-life insurance mathematics; fraud detection in insurance; telematics data analysis for insurance; estimation and evaluation of risk management models; loss reserving; risk theory
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Applications in Digitalization, Electrification, and Sustainable Development
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3855 | Submission Open
Keywords: mathematical models; optimization; numerical methods; digitalization; cybersecurity; electrification; human-centered computing; machine learning; artificial intelligence; energy efficiency; automation; smart grids; data processing
(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 | 3 articles | Viewed by 3764 | 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)
Decision Making and Optimization Under Uncertainty
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3549 | 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)
Recent Studies on Partial Differential Equations and Its Applications
edited by Quan Wang
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3453 | 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)
Recent Advances in Quantum Optimization
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3356 | 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 3261 | Submission Open
Keywords: image processing; pattern recognition; visual computing; data fusion; mathematical modeling; neural network; deep learning; machine learning
Advanced Filtering and Control Methods for Stochastic Systems
edited by Fan Wang and
submission deadline 30 Sep 2026 | 6 articles | Viewed by 3235 | Submission Open
Keywords: stochastic systems; networked control systems; Kalman filter and variants; robust control; H-infinity filtering; stochastic optimal control; model predictive control; data-driven estimation; machine learning in control; distributed filtering; fault detection and diagnosis
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Application of the Bayesian Method in Statistical Modeling, 2nd Edition
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2853 | 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 2823 | 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 2691 | 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 2616 | 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 2428 | 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 2114 | 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 2104 | 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 1863 | 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 1771 | 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 1683 | 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 1589 | 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 1424 | 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 1410 | 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 1377 | 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)
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