Special Issues

Algorithms 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.

Section
Search by Title/Keyword
 
Order results
Display
Results per page
Machine Learning for Pattern Recognition (3rd Edition) submission deadline 31 Jan 2026 | 10 articles | Viewed by 14710 | Submission Open
Keywords: artificial intelligence; machine learning; algorithms; pattern recognition; gesture recognition; behavioral recognition; lightweight neural network; biometrics; image/video processing; audio/speech recognition; computer vision
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Emerging Trends in Distributed AI for Smart Environments
edited by
submission deadline 31 Jan 2026 | 5 articles | Viewed by 7660 | Submission Open
Keywords: distributed artificial intelligence (AI); smart environments; edge computing; Internet of Things (IoT); machine learning (ML); deep learning; federated learning; autonomous systems; AI-driven optimization; smart cities; real-time data processing; privacy-preserving AI; AI for IoT devices; cloud computing; AI in smart infrastructure
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
AI-Powered Predictive Maintenance: Transforming Industrial Operations Through Intelligent Fault Diagnosis
edited by Sumika Chauhan, and Rajesh Kumar
submission deadline 31 Jan 2026 | 5 articles | Viewed by 6727 | Submission Open
Keywords: AI-powered predictive maintenance; intelligent fault diagnosis; industrial operations; data-driven condition monitoring; prognostic health management
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Algorithmic Innovations: Bridging Theoretical Foundations and Practical Applications submission deadline 31 Jan 2026 | 10 articles | Viewed by 6724 | Submission Open
Keywords: algorithm design and optimization; energy-aware computing; artificial intelligence and machine learning algorithms; robotics and mechatronics; routing protocols; wireless sensor networks and IoT; metaheuristics and hybrid algorithms; resilient and secure networks; interdisciplinary algorithm applications
(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)
AI Applications and Modern Industry
edited by and Annemieke Meghoe
submission deadline 31 Jan 2026 | 7 articles | Viewed by 5015 | Submission Open
Keywords: artificial intelligence; asset management; clustering; data analysis; data mining; decision-support systems; deep learning; digital transition; edge AI; fault detection; knowledge-based systems; machine learning; object detection; optimization; predictive maintenance; time series
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Swarm Intelligence and Evolutionary Algorithms for Real World Applications (2nd Edition) submission deadline 31 Jan 2026 | 6 articles | Viewed by 3511 | Submission Open
Keywords: swarm intelligence; evolutionary computation; large-scale optimisation; multi-objective optimisation; complex systems; hybridisation; premature convergence; stagnation; particle swarm optimisation; differential evolutionary; genetic algorithms; dispersive flies optimisation; ant colony optimisation
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
AI Algorithms for 6G Mobile Edge Computing and Network Security
edited by Yiying Zhang
submission deadline 31 Jan 2026 | 2 articles | Viewed by 2735 | Submission Open
Keywords: 6G; artificial intelligence; IoT; network security
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Computational Intelligence for Sustainable Operations and Circular Economy submission deadline 31 Jan 2026 | 2 articles | Viewed by 1940 | Submission Open
Keywords: computational intelligence; sustainable supply chains; circular economy; machine learning for sustainability; applied operations research; mathematical modeling; supply chain optimization; green logistics; resource efficiency; industry 4.0; digital twin technologies; blockchain in supply chain transparency; Internet of Things (IoT) for resource optimization; big data analytics for sustainability; waste management; waste reduction strategies; eco-design and sustainable product lifecycle; smart grids and renewable energy integration; autonomous robotics in sustainable manufacturing; life cycle assessment (LCA) with computational models; multi-agent systems for resource optimization; predictive maintenance; energy optimization; reverse logistics optimization; heuristic and metaheuristic optimization; lean manufacturing; AI-powered decision support systems; AI in waste management and recycling; environmental impact assessment with AI
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Fault-Tolerant Distributed Computing
edited by Srivatsan Ravi
submission deadline 31 Jan 2026 | Viewed by 289 | Submission Open
Keywords: non-uniform failure models; rationality; fairness; byzantine computing; safety and liveness; message-passing; shared-memory
(This special issue belongs to the Section Parallel and Distributed Algorithms)
Machine Learning for Planning and Logistics
edited by Steven Prestwich and
submission deadline 31 Jan 2026 | Viewed by 256 | Submission Open
Keywords: routing; resource allocation; warehouse management; inventory management; order management; transportation; production; procurement; deep reinforcement learning; supervised learning (regression; classification); unsupervised learning (anomaly detection; pattern recognition); Bayesian methods; predictive analytics; generative AI (transformers; large language models); multi-agent systems
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Machine Learning in Medical Signal and Image Processing (4th Edition)
edited by
submission deadline 28 Feb 2026 | 6 articles | Viewed by 6872 | Submission Open
Keywords: artificial intelligence; disease classification and prognosis prediction; deep learning (CNN; RNN; GAN; etc.) in brain– computer interfaces (BCIs) and medical images; radiological image processing (MRI; fMRI; CT scans; PET; ultrasound; X-ray; etc.); clinical data processing (electrocardiography (ECG); electromyography (EMG); electroencephalography (EEG); etc.); data fusion techniques; statistical pattern recognition; advanced artifact reduction; wearable sensors; virtual reality
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Machine Learning and Signal Processing for EEG, ECG, EDA, and Other Biosignals
edited by , Richard Sutcliffe, and Rab Nawaz
submission deadline 28 Feb 2026 | 3 articles | Viewed by 3427 | Submission Open
Keywords: machine learning; signal processing; EEG; artificial neural network architectures; clinical diagnostics; emotion recognition; brain– computer interfaces
Mathematical Modelling in Engineering and Human Behaviour (4th Edition) submission deadline 28 Feb 2026 | 5 articles | Viewed by 2569 | Submission Open
Keywords: mathematical models in epidemiology and medicine; mathematical models in engineering; applications of linear algebra; iterative methods for nonlinear problems; simulations in civil engineering and railway engineering; networks and applications; financial mathematics; uncertainty quantification and modelling optimization; least squares and applications; machine learning and neuronal networks; mathematics for decision making
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Data-Driven Intelligent Modeling and Optimization Algorithms for Industrial Processes: 3rd Edition submission deadline 28 Feb 2026 | 3 articles | Viewed by 2027 | Submission Open
Keywords: data-driven modeling; industrial processes; machine learning algorithms; optimization algorithms; adaptive learning
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Explainable AI: Advances in Interpretability Algorithms and Applications submission deadline 28 Feb 2026 | 2 articles | Viewed by 1648 | Submission Open
Keywords: explainable AI (XAI); interpretability algorithms; SHAP; LIME; Anchors; transparent machine learning; trustworthy AI; human-centered AI; algorithmic accountability; model-agnostic explainability; fairness and bias in AI; XAI for high-stakes applications; AI ethics and governance; interpretable deep learning; AI transparency frameworks; responsible AI design
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Explainable Artificial Intelligence for Disease Detection and Secure Monitoring Systems
edited by Qurat-Ul-Ain Mastoi
submission deadline 28 Feb 2026 | 1 articles | Viewed by 1626 | Submission Open
Keywords: explainable AI; disease detection; secure healthcare; healthcare monitoring
Software Frameworks and Workload Management on Quantum and HPC Ecosystems
edited by , Naveed Mahmud and In-Saeng Suh
submission deadline 28 Feb 2026 | Viewed by 517 | Submission Open
Keywords: innovative software frameworks or tools; use cases of Q-HPC systems in solving real-world problems; benchmarking studies or performance evaluations of Q-HPC applications; software frameworks for hybrid Q-HPC systems; Q-HPC software open standards; user interface and Q-HPC system design; workflow management and orchestration in Q-HPC ecosystems; quantum programming languages and HPC integration; optimization algorithms leveraging Q-HPC resources; scalability and performance benchmarks for Q-HPC applications; resource allocation and scheduling strategies in hybrid environments
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Integrating Machine Learning and Physics in Engineering and Biology
edited by Yixiang Deng
submission deadline 28 Feb 2026 | Viewed by 273 | Submission Open
Keywords: physics-informed machine learning; AI for scientific discovery; uncertainty quantification; physical AI
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Algorithmic and Artificial Intelligence in Smart IoT Systems
edited by Yuyi Mao
submission deadline 28 Feb 2026 | Viewed by 213 | Submission Open
Keywords: algorithms; artificial intelligence; Internet of Things
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Advances in Parameterized Complexity: Theory, Algorithms, and Applications submission deadline 28 Feb 2026 | Viewed by 202 | Submission Open
Keywords: algorithm design and analysis; parameterized algorithms and their applications; exact exponential-time algorithm; fixed-parameter tractability; kernelization results; parameterized complexity theory; parameterized approximability and inapproximability
(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)
Machine Learning and AI Algorithms for Edge Computing in IoT Networks submission deadline 28 Feb 2026 | Viewed by 155 | Submission Open
Keywords: machine learning; artificial intelligence; edge computing; edge intelligence; edge systems; IoT Networks
(This special issue belongs to the Section Parallel and Distributed Algorithms)
Advanced Artificial Intelligence/Machine Learning Techniques for Safe Operation and Control in Power and Sustainable Energy Systems: 2nd Edition
edited by , Xuan Zhou, and
submission deadline 20 Mar 2026 | Viewed by 187 | Submission Open
Keywords: the applications of advanced machine learning in sustainable energy systems; energy management systems; microgrids; power system operation and control; reinforcement learning
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Multi-Objective and Multi-Level Optimization: Algorithms and Applications (2nd Edition) submission deadline 31 Mar 2026 | 8 articles | Viewed by 6132 | Submission Open
Keywords: multi-objective optimization; multi-level optimization; decision-making
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Algorithms for Dynamical Systems and Differential Equations: Theory, Computation Innovations and Applications
edited by Adil Jhangeer
submission deadline 31 Mar 2026 | 2 articles | Viewed by 3165 | Submission Open
Keywords: dynamical systems; differential equations (DEs); numerical methods; analytical solutions; iterative algorithms; optimization algorithms; bifurcation and stability analysis; high-performance simulations; chaos and bifurcation algorithms; symbolic computation for DEs; fractional and stochastic DEs
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
AI-Driven Engineering Optimization
edited by , and Qingsheng Li
submission deadline 31 Mar 2026 | 2 articles | Viewed by 2667 | Submission Open
Keywords: AI-driven engineering optimization; artificial intelligence; machine learning; neural networks; evolutionary computation; genetic algorithm; particle swarm optimization; differential evolution; swarm intelligence; ant colon optimization; cognitive computation; modelling and optimization; mechanical engineering; chemical engineering; water treatment; electrical engineering; aerospace engineering; natural language processing; data-driven optimization; design automation
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Optimization in Renewable Energy Systems (2nd Edition) submission deadline 31 Mar 2026 | 1 articles | Viewed by 1294 | Submission Open
Keywords: renewable energy; virtual power plants; algorithm engineering; approximation algorithms; iterative methods and algorithms; performance and testing of algorithms; optimization; operational research; machine learning; mathematical programming; combinatorial optimization; discrete mathematics and graph theory; metaheuristics and matheuristics; modelling; networks; communication and data networks; uncertainty data; production planning; scheduling; transport; timetabling
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Bayesian Machine Learning for Ecological and Environmental Applications submission deadline 31 Mar 2026 | Viewed by 421 | Submission Open
Keywords: Bayesian machine learning; ecological modeling; environmental applications; probabilistic inference; uncertainty quantification; spatial modeling; biodiversity analysis; climate impact assessment; data assimilation; conservation science
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
AI-Driven Business Analytics Revolution
edited by
submission deadline 31 Mar 2026 | Viewed by 309 | Submission Open
Keywords: AI-driven analytics; business intelligence; machine learning algorithms; deep learning for business; generative AI applications; predictive analytics; prescriptive decision-making; reinforcement learning; explainable AI; digital transformation
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Learning to Optimize, Optimizing to Learn: New Developments in Machine Learning and Optimization Integration
edited by and
submission deadline 31 Mar 2026 | Viewed by 304 | Submission Open
Keywords: machine learning; decision-making; combinatorial optimization; reinforcement learning; surrogate models; complex systems
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Advances in Machine Learning and Data Mining Algorithms for Blockchain Technology submission deadline 31 Mar 2026 | Viewed by 264 | Submission Open
Keywords: machine learning; data mining; blockchain technology
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Machine Learning Algorithms for Image Understanding and Analysis (2nd Edition)
edited by
submission deadline 31 Mar 2026 | Viewed by 235 | Submission Open
Keywords: machine learning algorithms; deep learning algorithms; re-identification; pattern recognition
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Advances in Algorithms for Scalable and Efficient Large Language Models
edited by Ishaani Priyadarshini
submission deadline 31 Mar 2026 | Viewed by 224 | Submission Open
Keywords: optimization methods; scalable algorithms; transformer architectures; model compression; distributed computing; federated learning; explainability; fairness; robustness; large language models; AI ethics
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Advances in Computer Vision: Emerging Trends and Applications
edited by and Samee Ullah Khan
submission deadline 30 Apr 2026 | 4 articles | Viewed by 13203 | Submission Open
Keywords: computer vision; activity recognition; intelligent surveillance systems; behavior analysis; person re-identification; object detection
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Artificial Intelligence in Modeling and Simulation (2nd Edition)
edited by and
submission deadline 30 Apr 2026 | 7 articles | Viewed by 13187 | Submission Open
Keywords: modeling and simulation; artificial intelligence; machine learning; verification and validation; metamodeling
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Algorithms in Multi-Sensor Imaging and Fusion
edited by and
submission deadline 30 Apr 2026 | 2 articles | Viewed by 6151 | Submission Open
Keywords: multi-sensor fusion; image processing; multi-sensor image segmentation; machine/deep learning; performance evaluation
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Algorithmic Approaches to Control Theory and System Modeling submission deadline 30 Apr 2026 | 4 articles | Viewed by 5240 | Submission Open
Keywords: system modeling and simulation; linear and nonlinear models; modeling of integer and fractional-order systems; data-driven modeling; reduced-order modeling; hybrid systems modeling; evolutionary algorithms; optimal control; PID control; model predictive control; fractional-order control; machine learning for modeling and control; deep learning for modeling and control; neural networks for modeling and control; robust control; adaptive control; nonlinear control; reinforcement learning for modeling and control; fuzzy logic for modeling and control; system identification; metaheuristic algorithms; artificial intelligence for modeling and control
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Advances in Parallel and Distributed AI Computing
edited by Stefan Bosse
submission deadline 30 Apr 2026 | 2 articles | Viewed by 2597 | Submission Open
Keywords: self-* capabilities; multi-agent systems; internet of things; tiny ML; distributed ML; distributed sensor networks (DSNs)
(This special issue belongs to the Section Parallel and Distributed Algorithms)
Dynamic System Modelling from Data: Emerging Algorithms and Applications: 2nd Edition
edited by , Jing Chen and Ya Gu
submission deadline 30 Apr 2026 | 2 articles | Viewed by 2316 | Submission Open
Keywords: dynamic system modelling; data-driven identification; intelligent algorithms; applications
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Machine Learning Techniques for Brain Data Analysis Using EEG, EMG or Image Data submission deadline 30 Apr 2026 | 2 articles | Viewed by 1775 | Submission Open
Keywords: electroencephalogram (EEG); electromyography (EMG); magnetic resonance imaging (MRI); computed tomography scan (CT Scan); brain tumors and lesions; Alzheimer’ s and dementia prediction; stroke detection and prognosis
Advancements in Wireless Sensor Networks: Innovations in Algorithms and Applications submission deadline 30 Apr 2026 | 1 articles | Viewed by 1720 | Submission Open
Keywords: energy efficient routing in WSNs; coverage maximization in WSNs; energy sustainability in WSNs; optimization algorithms for WSNs; energy harvesting /energy transfer methods in WSNs; data analytics in WSNs; artificial Intelligence/computational intelligence for WSNs; cloud computing; edge computing; and fog computing for WSNs; sensing technologies and systems for wearables and implants; 5G communication networks and mobile networks for WSNs; environmental applications of WSNs; applications of WSNs in flora and fauna; applications of WSNs in Industry 4.0; applications of WSNs in healthcare; military applications of WSNs; WSNs for smart home/smart cities
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Energy-Efficient Algorithms for Large-Scale Wireless Sensor Networks
edited by and
submission deadline 30 Apr 2026 | Viewed by 1270 | Submission Open
Keywords: wireless sensor networks; wireless charging algorithm design for large-scale wireless sensor networks; energy-efficient algorithms and theories for large-scale wireless sensor networks; energy-efficient data structures for large-scale wireless sensor networks; energy-efficient protocols for large-scale wireless sensor networks; mathematical models for energy consumption for large-scale wireless sensor networks; energy optimization problems for large-scale wireless sensor networks; performance evaluations for large-scale wireless sensor networks; wireless charging system designs for large-scale wireless sensor networks; simulations for large-scale wireless sensor networks
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Machine Learning Algorithms for Signal Processing
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 893 | Submission Open
Keywords: machine learning; signal processing; signal analysis; image processing; speech processing; data analytics; noise reduction; filtering; pattern recognition; anomaly detection
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Advances in Deep Learning-Based Data Analysis
edited by and Xing Tang
submission deadline 30 Apr 2026 | 1 articles | Viewed by 831 | Submission Open
Keywords: computer vision; data generation; anomaly detection; temporal data analysis
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Algorithms for Smart Cities (3rd Edition) submission deadline 30 Apr 2026 | 1 articles | Viewed by 410 | Submission Open
Keywords: artificial intelligence; city logistics; data analytics; e-governance; e-health; image recognition; internet of things; optimization methods; recommender systems; artificial neural networks algorithms; machine learning algorithms for intelligent software development; remote sensing; transportation networks; smart government; smart education; smart electronics; smart offices
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Advances in Algorithms for Hyperspectral Image Processing
edited by Jacques Blanc-Talon
submission deadline 30 Apr 2026 | Viewed by 167 | Submission Open
Keywords: hyperspectral imaging (HSI); anomaly detection; spectral databases; simulation of atmospheric propagation; image fusion; physics-based methods; machine learning for HIS; evaluation for HSI
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Optimizing Logistics Activities: Models and Applications
edited by Antonio Maria Coruzzolo and
submission deadline 30 Apr 2026 | Viewed by 151 | Submission Open
Keywords: supply chains; logistics; data-driven optimization; simulation-based optimization; heuristic and metaheuristic; hybrid decision-support
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Algorithmic Approaches and Artificial Intelligence in Photovoltaic Systems
edited by Simon Foo
submission deadline 30 Apr 2026 | Viewed by 102 | Submission Open
Keywords: photovoltaic systems; machine learning; deep learning; swarm intelligence optimization; fault detection; explainable and interpretable AI
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Bio-Inspired Algorithms: 2nd Edition submission deadline 30 May 2026 | 5 articles | Viewed by 5419 | Submission Open
Keywords: design and analysis of bio-inspired methods; application of bio-inspired methods; limitations of bio-inspired methods; ant colony optimization; particle swarm optimization; firefly algorithm; fireworks algorithm; bees algorithm; evolutionary algorithms; neural networks; deep learning; soft computing methods; nature-inspired heuristics
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Modern Algorithms for Image Processing and Computer Vision
edited by
submission deadline 30 May 2026 | 2 articles | Viewed by 3589 | Submission Open
Keywords: image processing; computer vision; image fusion; vision algorithms; deep learning; stereo vision; activity recognition; image/video analysis; image encryption algorithms; computational photography; vision hardware/software; monitoring and surveillance; biometrics; robotics; augmented reality
(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)
Evolution of Algorithms in the Era of Generative AI
edited by , Gianluca Bonifazi, and Michele Marchetti
submission deadline 31 May 2026 | 7 articles | Viewed by 22931 | Submission Open
Keywords: generative AI; large language models; transformers; financial services; creative industries; retail; manufacturing; healthcare; education; data management; marketing; responsible generative AI; sustainable generative AI; ethics in generative AI
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Back to TopTop