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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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Machine Learning for Dynamics and Control Advancement in Engineering Applications
edited by Ye Zhuang
submission deadline 31 Jan 2027 | 1 articles | Viewed by 858 | Submission Open
Keywords: machine learning; control theory; dynamical systems optimization; nonlinear dynamics; reinforcement learning; adaptive control; optimal control; physics-informed machine learning; intelligent control  
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Deep Learning Algorithms for Computer Vision and Image Analysis
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 679 | Submission Open
Keywords: deep neural networks; convolutional architectures; transformer-based vision models; object detection and tracking; image segmentation; image enhancement; 3D reconstruction; multimodal data fusion; explainable AI in vision systems; vision in virtual simulations and digital twins    
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Human–Computer Interaction: Techniques, Algorithms and Real-World Impact
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 674 | Submission Open
Keywords: HCI; user experience; autonomous and complex systems; AI-driven algorithm technologies; interactive haptics; human– cybernetics systems; human factor and user behavior          
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Variational Inequality Problem: Theory, Analysis and Applications
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 659 | Submission Open
Keywords: variational inequalities; fixed-point theory; minimax problems; optimization problems; variational inclusions; prediction methods in statistics; prediction algorithms in applied mathematics; machine learning; artificial intelligence; prediction algorithms with applications in health care; including heart disease; common problems associated with variational inequalities and fixed-point problems; proximal-point algorithms; numerical comparisons; stability of numerical methods
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modelling of Nonlinear Dynamical Systems, 2nd Edition submission deadline 31 Jan 2027 | 2 articles | Viewed by 618 | Submission Open
Keywords: theoretical developments; computational methods; control and optimization; interdisciplinary research; artificial intelligence; machine learning; big data; fractional-order dynamical systems; dynamical systems; bifurcation analysis; chaotic behavior; fractional order systems; iterative dynamics; ordinary differential equations; partial differential equations; numerical methods
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 31 Jan 2027 | Viewed by 603 | Submission Open
Keywords: realistic rendering; object recognition; image enhancement; procedural modeling; mathematical frameworks; differential geometry; numerical methods; optimization techniques; machine learning; computational algebra
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Semiparametric and Nonparametric Approaches in Applied Economics
edited by and Jinbo Huang
submission deadline 31 Jan 2027 | 1 articles | Viewed by 585 | Submission Open
Keywords: semiparametric methods; nonparametric econometrics; limited dependent variable models; causal inference; machine learning in economics; policy evaluation; robust estimation; heterogeneous treatment effects; high-dimensional data; model flexibility
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Chaos Theory and Applications
edited by Alfonso Delgado-Bonal and
submission deadline 31 Jan 2027 | Viewed by 525 | Submission Open
Keywords: chaos theory; nonlinear dynamics; sensitivity to initial conditions; complex systems; walking droplets; quantum analogs; fluid dynamics; secure communications; neural networks; interdisciplinary applications
(This special issue belongs to the Section E: Applied Mathematics)
Supply Chain Optimization and System Dynamics submission deadline 31 Jan 2027 | Viewed by 480 | Submission Open
Keywords: supply chain optimization; application of complex systems theory in management; system dynamics and simulation
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling for Digital and Intelligent Supply Chains
edited by Yelin Fu, and Yiji Cai
submission deadline 31 Jan 2027 | 1 articles | Viewed by 449 | Submission Open
Keywords: supply chain management; mathematical modeling; supply chain configuration; ESG; machine learning; generative artificial intelligence; blockchain; physical internet; Industry 5.0; operations research; optimization algorithms; supply chain and logistics finance; game theory
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Modeling and Models in Engineering submission deadline 31 Jan 2027 | Viewed by 404 | Submission Open
Keywords: inverse problems; mathematical modeling; numerical methods; ai/machine learning techniques; interface modeling; parameter identification; source reconstruction; optimal design; model reduction; variational formulations; asymptotic analysis
(This special issue belongs to the Section E4: Mathematical Physics)
Using Artificial Neural Networks to Address Complex Problems submission deadline 31 Jan 2027 | Viewed by 397 | Submission Open
Keywords: artificial neural networks; prediction and classification; complex systems; mathematical modeling; engineering applications
Game Theory and Decision Theory Analysis and Applications
edited by Zejian Zhou and Chao Jiang
submission deadline 31 Jan 2027 | Viewed by 358 | Submission Open
Keywords: game theory; decision theory; mechanism design; multi-agent systems; reinforcement learning; Bayesian decision models; strategic learning; stochastic modeling
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Object Detection: Algorithms, Computations and Practices, 2nd Edition
edited by and
submission deadline 31 Jan 2027 | Viewed by 322 | Submission Open
Keywords: anchor and anchor-free object detection; few-shot/zero-shot object detection; weak/semi/unsupervised object detection; long-tailed object detection; small object detection; 3D object detection; object detection in challenging conditions; fusion of point cloud and images for object detection; large-scale datasets for object detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Model Predictive Control: Mathematical Foundations and Emerging Engineering Challenges
edited by and Jia Xu
submission deadline 31 Jan 2027 | Viewed by 312 | Submission Open
Keywords: model predictive control; robust and stochastic control; learning-based control; real-time optimization; cyber– physical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Artificial Intelligence: Deep Learning and Computer Vision, 2nd Edition submission deadline 31 Jan 2027 | Viewed by 298 | Submission Open
Keywords: artificial intelligence; deep learning; computer vision; vision transformers; remote sensing; control systems; small data; constrained hardware; image generation; image and video generation; image processing; object detection; transformer architecture; convolutional neural networks (CNNs); recurrent neural networks (RNNs); vision-language models (VLMs)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Trends in Computer Vision, Deep Learning and Artificial Intelligence, 2nd Edition
edited by , Bowen Zhang and
submission deadline 31 Jan 2027 | Viewed by 298 | Submission Open
Keywords: deep learning; computer vision; video understanding; 3D vision; neural rendering; visual affective computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Time Series Methods for Information Security Risk Analysis and Risk Management
edited by
submission deadline 31 Jan 2027 | Viewed by 296 | Submission Open
Keywords: time series analysis; temporal machine learning; probabilistic risk modeling; cybersecurity risk assessment; threat forecasting; quantitative risk analysis; adversarial behavior modeling; time-dependent anomaly detection; cyber risk prediction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Network Optimization for Transport Operations, Logistics and Location Planning
edited by and Shuguang Zhan
submission deadline 31 Jan 2027 | Viewed by 293 | Submission Open
Keywords: network optimization; transport operations; logistics planning; location planning; operations research; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Fluid Mechanics: Theory and Applications
edited by Marco Aurélio Dos Santos Bernardes
submission deadline 31 Jan 2027 | Viewed by 254 | Submission Open
Keywords: computational fluid dynamics (CFDs); theoretical fluid mechanics; turbulence modeling; multiphase flow; reactive flows (combustion); triply periodic minimal surfaces (TPMSs); fluid– structure interaction (FSI); mathematical modeling; high-fidelity simulations (DNS/LES/RANS); transport phenomena
(This special issue belongs to the Section C: Mathematical Analysis)
AI-Enabled Prognostics and Health Management: Mathematical Aspect and Engineering Applications
edited by Lin Lin, and Zhiqi Yan
submission deadline 31 Jan 2027 | Viewed by 252 | Submission Open
Keywords: prognostics and health management (PHM); remaining useful life (RUL) prediction; fault detection and diagnosis; condition-based maintenance; predictive maintenance; machine learning/deep learning; statistical learning theory; optimization algorithms; uncertainty quantification; signal processing; data imbalance; out-of-distribution (OOD) detection; over-sampling techniques; anomaly detection; aeronautics/aerospace engineering; mechatronics; industrial systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
AI-Driven Robotics in Mathematics and Intelligent System Management
edited by and Jinwoo Song
submission deadline 31 Jan 2027 | Viewed by 247 | Submission Open
Keywords: artificial intelligence; intelligent robotics; system reliability; optimization; data imbalance; digital twin; adaptive control; fault diagnosis; fault detection; dynamic scheduling; intelligent control; quality control; predictive maintenance; smart manufacturing; multi-objective optimization; Swarm Intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Computational Fluid Dynamics for Biomedical Applications and Bio-Inspired Designs
edited by Zheng Li and Muhammad Rubayat Bin Shahadat
submission deadline 31 Jan 2027 | Viewed by 231 | Submission Open
Keywords: computational fluid dynamics; CFD; scientific computing; biomedical applications
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Switched Systems and Control Theory: Theory and Application, 2nd Edition
edited by Ben Niu, Fei Chu, Xian Du, and Ying Zhao
submission deadline 31 Jan 2027 | Viewed by 230 | Submission Open
Keywords: switched system; switched nonlinear MASs; stochastic switched systems; cyber– physical systems; consensus tracking control; intelligent control technique; adaptive control; network attacks
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling and Learning-Based Control of Information Dynamics in Complex Networks and Communication Systems
edited by , , Ting Ma, Shaofeng Li and Enbin Song
submission deadline 31 Jan 2027 | Viewed by 219 | Submission Open
Keywords: complex networks; information dynamic modeling; stochastic processes and network analysis; vehicular networks and autonomous systems; partial differential equations; topological data analysis; automated theorem proving; learning-based control; human– AI agents– device collaboration; agentic AI security and ML system security
(This special issue belongs to the Section E: Applied Mathematics)
Scientific Computing and Machine Learning in Engineering submission deadline 31 Jan 2027 | Viewed by 211 | Submission Open
Keywords: scientific computing; multiphysics coupling; physics-informed neural networks; lattice and discrete element methods; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods for Image Processing and Understanding, 2nd Edition
edited by , Ivan Gerace and Arianna Travaglini
submission deadline 31 Jan 2027 | Viewed by 190 | Submission Open
Keywords: image processing; feature extraction and selection; pattern recognition; mathematical methods; regularization techniques; inverse problems in imaging; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Optimization of Mixed Traffic Flow in Transportation and Logistics
edited by
submission deadline 31 Jan 2027 | Viewed by 184 | Submission Open
Keywords: mixed traffic flow; mathematical modeling; traffic optimization; autonomous vehicles; optimal control; transportation networks; logistics systems; game theory; stochastic processes; multi-objective optimization
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Statistical Analysis for Health, Finance, Industry and Digital Economy, 2nd Edition
edited by Lei Qin
submission deadline 31 Jan 2027 | Viewed by 164 | Submission Open
Keywords: machine learning and optimization; neural network; generative AI; artificial intelligence in healthcare; digital-driven diagnostics and prognostics; health economics; longevity risk management; financial insurance swaps; insurance big data analytics; insurance-linked security; option pricing; market microstructure; cryptocurrency; blockchain; digital economy; input– output analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Analytical Methods and Qualitative Analysis for Differential Equations, 2nd Edition
edited by Fengping Yao
submission deadline 31 Jan 2027 | 1 articles | Viewed by 158 | Submission Open
Keywords: partial differential equations; ordinary differential equations; nonlinear dynamical systems; harmonic analysis; soliton theory; mathematical physics; fluid mechanics; integrable system; exact solutions; analytical methods and qualitative analysis for differential equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
In-Context Algebra, Token-Based Vision Transformers, and Digital Twins for Solving Partial Differential Equations submission deadline 31 Jan 2027 | Viewed by 151 | Submission Open
Keywords: computational physics-informed modeling; algebraic representations of physical systems and in-context algebra; token-based representations of spatial and numerical data; vision transformers for scientific and physical data analysis; transformer architectures for scientific computing and PDE solving; physics-informed machine learning for PDEs; operator learning and AI-based PDE solvers; digital twins for physical and engineering systems; multiscale modeling and complex systems; symbolic– numerical hybrid methods; applications in physics; engineering; geosciences; and environmental science
(This special issue belongs to the Section E: Applied Mathematics)
Application of Machine Learning and Data Mining, 3rd Edition
edited by , , and Jianghong Ma
submission deadline 31 Jan 2027 | Viewed by 150 | Submission Open
Keywords: supervised; unsupervised; and self-learning methods; large-scale data mining; applicable neural networks and artificial intelligence; neural network-based industrial applications; neural model for natural language processing; deep learning for health informatics and biomedical engineering; graph convolutional neural networks and their applications; deep reinforcement learning and its applications; deep sparse and low-rank representation; computer vision and pattern recognition techniques
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Complex Analysis and Functional-Differential Equations
edited by Chungchun Yang, Weiyi Su and Liangwen Liao
submission deadline 31 Jan 2027 | Viewed by 147 | Submission Open
Keywords: complex analysis; complex dynamics; Nevanlinna theory; differential equations; functional equations; meromorphic solutions; entire solutions; elliptic equations; integral equations; boundary value problems; fractal; locally compact groups; partial differential equations
(This special issue belongs to the Section C4: Complex Analysis)
Mathematical Modeling and Machine Learning Approaches for Construction and Maintenance of Tunnels
edited by , Yuanchao Zhang and Jiajie Zhen
submission deadline 31 Jan 2027 | Viewed by 145 | Submission Open
Keywords: shield tunneling; intelligent construction of shield tunnels; life-cycle smart management; mathematical modeling of engineering problems; applied mathematics; machine learning; numerical modeling; physics-data integrated modeling; risk assessment model; multi-scale modeling in geotechnical engineering; multi-scale modeling in geotechnical engineering; shield– soil– structure interaction
(This special issue belongs to the Section E: Applied Mathematics)
Computational Optimization and Applications in Computer Vision
edited by Weiping Zhang and
submission deadline 31 Jan 2027 | Viewed by 145 | Submission Open
Keywords: imaging; computer vision; computational optimization; radar signal processing; remote sensing; medical image processing; water treatment; autonomous driving system; ghost imaging; ultra-wideband imaging; quantum state tomography; convex optimization; heuristic algorithm; deep learning; time– frequency analysis; image understanding; target identification; diagnosis; acoustic signal processing; synthetic aperture radar; inverse synthetic aperture radar
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Special Functions and Polynomials
edited by Vincel Hoang Ngoc Minh
submission deadline 31 Jan 2027 | Viewed by 142 | Submission Open
Keywords: combinatorics on noncomutative series; noncommutative symbolic computation; special functions; special values
(This special issue belongs to the Section C: Mathematical Analysis)
Nonparametric and Semiparametric Approaches in Statistical Inference and Data Science
edited by
submission deadline 31 Jan 2027 | Viewed by 141 | Submission Open
Keywords: nonparametric statistics; semiparametric statistical methods; curve estimation; multivariate analysis; statistical algorithms and machine learning; resampling methods; distribution-free techniques
(This special issue belongs to the Section D1: Probability and Statistics)
Advances and Applications of Design of Experiments and Statistical Methods submission deadline 31 Jan 2027 | Viewed by 138 | Submission Open
Keywords: DOE; factorial design; response surface methodology; adaptive experimental design; variance analysis; regression analysis; Bayesian statistics; time series analysis; multivariate statistical methods; high-dimensional data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Research on Integrable Systems in Mathematical Physics
edited by Xiubin Wang
submission deadline 31 Jan 2027 | Viewed by 137 | Submission Open
Keywords: rogue waves; integrable systems; parity-time symmetry
(This special issue belongs to the Section E4: Mathematical Physics)
Advanced Mathematical Methods for Industrial Intelligence
edited by Weiwei Qian and
submission deadline 31 Jan 2027 | Viewed by 136 | Submission Open
Keywords: incremental learning; fault diagnosis; class-incremental learning; task-incremental learning; online learning; fault detection and prediction; hybrid models; knowledge distill; transfer learning; self-supervised learning
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Applied Statistics, Biostatistics, and Medical Informatics
edited by Lin Ge and
submission deadline 31 Jan 2027 | Viewed by 134 | Submission Open
Keywords: applied statistics; biostatistics; medical informatics; statistical modeling; clinical trials; causal inference; machine learning; high-dimensional data; bioinformatics; survival analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Control Theory and Intelligent Systems in Engineering
edited by Youguo He
submission deadline 31 Jan 2027 | Viewed by 134 | Submission Open
Keywords: control theory; intelligent systems; autonomous decision-making; adaptive regulation; real-time optimization; robotics; autonomous vehicles; smart grids; industrial automation; differential equations; dynamical systems; optimization theory; stochastic processes; functional analysis; nonlinear control; adaptive control; optimal control; robust control; model predictive control; reinforcement learning-based control; distributed and networked control systems; hybrid dynamical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Trends in Stochastics
edited by
submission deadline 31 Jan 2027 | Viewed by 130 | Submission Open
Keywords: foundation of probability theory; limit theorems; asymptotic estimates; heavy-tailed distributions; regularly varying distributions; transformation of distributions; dependence structures; copulas; empirical processes; time series; survival models; risk models; risk measures; robust statistics; Monte Carlo simulations; stochastic calculus; nonparametric and semiparametric inference; stochastic financial models; stochastic actuarial models; random fields
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical and Computational Fluid Mechanics: Algorithms, Modeling and PINNs
edited by Yousef Ghaffari Motlagh
submission deadline 31 Jan 2027 | Viewed by 116 | Submission Open
Keywords: isogeometric analysis (IGA); deep learning and physics-informed neural networks (PINNs); finite volume method (FVM); finite element method (FEM); discontinuous Galerkin method (DGM); variational multiscale method (VMS); fluid– structure interaction (FSI); cardiovascular simulations
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Numerical Optimization and Machine Learning Algorithms
edited by
submission deadline 31 Jan 2027 | Viewed by 113 | Submission Open
Keywords: neural networks; learning-based optimization; deep learning; data-driven optimization; large-scale optimization
(This special issue belongs to the Section E: Applied Mathematics)
Computational Methods in Process Mining and Optimization
edited by
submission deadline 31 Jan 2027 | Viewed by 112 | Submission Open
Keywords: process mining; process optimization; computational methods; predictive process monitoring; data-driven decision support
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Computational Intelligence and Big Data Analytics
edited by Wilson Nieto Bernal
submission deadline 31 Jan 2027 | Viewed by 108 | Submission Open
Keywords: big data analytics; edge computing; data analysis; computational intelligence; optimization techniques; information technology; management science; intelligent system
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Analysis and Numerical Computation of Partial Differential Equations
edited by and
submission deadline 31 Jan 2027 | Viewed by 102 | Submission Open
Keywords: linear and nonlinear PDEs; finite element; numerical analysis
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Intelligence and Computer Security: Challenges, Solutions and Applications submission deadline 31 Jan 2027 | Viewed by 96 | Submission Open
Keywords: computational intelligence; computer security; artificial intelligence (AI); machine learning; post-quantum cryptography; secure communication; threat detection; data integrity
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence for Affective Computing: Modeling, Algorithms and Applications
edited by , Wenjie Wang and Bimei Wang
submission deadline 31 Jan 2027 | Viewed by 82 | Submission Open
Keywords: affective computing; computational intelligence; emotion recognition; multimodal learning; representation learning; deep learning; large models; video and speech analysis; human– computer interaction; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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