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Computation 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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Recent Advances on Computational Linguistics and Natural Language Processing

edited by

Khaled Shaalan

and

Filippo Palombi

submission deadline 30 Apr 2026 | 8 articles | Viewed by 19029 | Submission Open

Keywords: computational linguistics; natural language processing; machine learning; deep learning; multilingual NLP; ethical AI; language models

(This special issue belongs to the Section Computational Social Science)

Optimizing Resource Provisioning and Scheduling in Distributed Systems

edited by

Yogesh Sharma

submission deadline 30 Apr 2026 | Viewed by 470 | Submission Open

(This special issue belongs to the Section Computational Engineering)

Selected Papers from the 57th International Carnahan Conference on Security Technology (the 57th Annual ICCST)

edited by

Garzia Fabio

, Gordon Thomas and

Soodamani Ramalingam

submission deadline 30 Apr 2026 | Viewed by 440 | Submission Open

Keywords: security technologies; AI & data science; biometrics & surveillance; cybersecurity; emerging technologies

Advances in Computational Methods for Soil Stability Analysis and Slope Engineering

edited by

Florin Dumitru Popescu

submission deadline 31 May 2026 | Viewed by 307 | Submission Open

Keywords: soil stability; slope engineering; computational geomechanics; numerical modeling; finite element method (FEM); discrete element method (DEM); probabilistic analysis; reliability-based design; constitutive modeling; landslide prediction; rainfall-induced failure; seismic slope stability; machine learning in geotechnics; data-driven modeling; hydro-mechanical coupling

Nonlinear System Modelling and Control—2nd Edition

edited by Chathura Wanigasekara

submission deadline 1 Jun 2026 | Viewed by 184 | Submission Open

Keywords: adaptive control; robust control; data-driven modelling; sliding mode control; model predictive control (MPC); fuzzy logic modelling; neural network modelling; networked control systems; hybrid systems; nonlinear observer design; optimal control; Lyapunov-based modelling; nonlinear system reduction; time delay systems; applications of nonlinear system modelling and control

(This special issue belongs to the Section Computational Engineering)

Object Detection Models for Transportation Systems

edited by

Taqwa AlHadidi

Shadi Jaradat

and

Ahmed Jaber

submission deadline 30 Jun 2026 | 3 articles | Viewed by 7288 | Submission Open

Keywords: object detection; computational methods; transportation systems; autonomous vehicles; machine learning; computer vision

(This special issue belongs to the Section Computational Engineering)

Kinematics, Dynamics and Control for Rehabilitation Robotics and Prostheses

edited by

Manuel Arias-Montiel

submission deadline 30 Jun 2026 | 3 articles | Viewed by 5691 | Submission Open

Keywords: kinematic analysis; dynamic modeling; mathematical methods; collaborative simulation; motion control; rehabilitation robotics; robotic prosthesis; exoskeletons

(This special issue belongs to the Section Computational Engineering)

Numerical Simulation of Nanofluid Flow in Porous Media

edited by

Gamal Ismail

submission deadline 30 Jun 2026 | 2 articles | Viewed by 2873 | Submission Open

Keywords: nanofluids; porous media; numerical simulation; analytical solution; approximate solution; computational fluid dynamics; finite element method; finite volume method; lattice Boltzmann method; heat transfer; rheological modeling; particle dispersion; Multiphysics modeling; dynamical systems; numerical solutions; flow dynamics

(This special issue belongs to the Section Computational Engineering)

Moving Object Detection Using Computational Methods and Modeling

edited by

Sergii Khlamov

Oleg Sergiyenko

and David E Mkrtichian

submission deadline 30 Jun 2026 | 1 articles | Viewed by 2653 | Submission Open

Keywords: computational methods; motion detection; object tracking; mathematical modeling; machine vision; image and pattern recognition

(This special issue belongs to the Section Computational Engineering)

Multi-Omics for Diagnosing Diseases: Bioinformatics Approaches and Integrative Data Analyses

edited by

Emanuel Maldonado

and

Imran Khan

submission deadline 30 Jun 2026 | Viewed by 725 | Submission Open

Keywords: bioinformatics; computer hardware; software; and methods; first-/second-/third-generation sequencing; clinical genomics; mendelian diseases; whole-exome sequencing; evolutionary and comparative genomics; whole-genome sequencing; multi-omics; microbiome diseases

(This special issue belongs to the Section Computational Biology)

Generative AI in Action: Trends, Applications, and Implications

edited by Xin Gu and

Fariza Sabrina

submission deadline 15 Jul 2026 | 2 articles | Viewed by 4280 | Submission Open

Keywords: generative AI; machine learning; natural language processing; large language models; data engineering

Computational Methods for Energy Storage

edited by

Abdullatif A. Gari

Michele Bonnin

and

Nazrul Islam

submission deadline 28 Aug 2026 | 2 articles | Viewed by 1939 | Submission Open

Keywords: chemical energy storage; computational study of energy storage; electronic energy storage devices; energy storage; experimental validation; material and thermophysical properties; Newtonian and non-Newtonian fluids; numerical methods; phase change materials (PCMs); solar energy

(This special issue belongs to the Section Computational Engineering)

Machine Learning and Computational Methods for Financial Data Analysis

edited by

Xinwei Cao

submission deadline 28 Aug 2026 | Viewed by 191 | Submission Open

Keywords: machine learning; financial data analytics; computational finance; forecasting; risk modeling; portfolio optimization; deep learning; algorithmic trading; time-series analysis

Applied Large Language Models for Science, Engineering, and Mathematics: Reasoning, Reliability and Efficient Systems

edited by

and

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1572 | Submission Open

Keywords: LLM; applied AI; scientific/engineering computation; reasoning; verification; grounding/RAG; knowledge graphs; auto-prompting; prompt optimization; calibration; hallucination mitigation; evaluation; distillation; quantization; MoE; latency and cost optimization; reliability; reproducibility

Feature Papers in Computational Chemistry—2nd Edition

edited by

Alexander S. Novikov

and

Felipe Fantuzzi

submission deadline 31 Aug 2026 | 1 articles | Viewed by 774 | Submission Open

Keywords: computational chemistry; quantum chemistry; DFT; QTAIM; ab initio; machine learning; big data; artificial intelligence; modeling

Computational Methods in Structural Optimization

edited by

Laura Sardone

, Giuseppe Carlo Marano, Rucheng Xiao and

Beibei Xiong

submission deadline 31 Aug 2026 | Viewed by 300 | Submission Open

Keywords: structural optimization; computational methods; artificial intelligence; surrogate modelling and metamodeling; generative and parametric design; evolutionary and bio-inspired algorithms; reinforcement learning for design; multi-objective and multidisciplinary optimization; robust and uncertainty-aware design; digital twins; real-time optimization; human-in-the-loop frameworks; multiscale and multiphysics modelling; high-performance and GPU computing; cloud-based computational workflows; open-source software and reproducibility; sustainable and resilient structures; aerospace and offshore engineering applications; robotics and biomechanics; additive manufacturing and architected materials; heritage preservation and retrofit

(This special issue belongs to the Section Computational Engineering)

Computational Methods for Advanced Digital Twins in Biological and Engineered Systems

edited by

Emanuele Guardiani

Fontana Carlotta

and

Michele Calì

submission deadline 31 Aug 2026 | Viewed by 213 | Submission Open

Keywords: digital twin; human digital twin; industrial digital twin; computational modeling; algorithmic frameworks; human– machine systems; real-time simulation; digital human modeling/simulation; maintenance; anomaly detection/diagnostics/root-cause analysis

(This special issue belongs to the Section Computational Engineering)

Quantum Computing Advantage: Compilation, Architecture Search and Application

edited by

Xiaoyu Li

submission deadline 31 Aug 2026 | Viewed by 194 | Submission Open

Keywords: quantum compilation; quantum architecture search; hardware– software co-design; variational quantum algorithms; quantum circuit optimization; quantum advantage; ansatz design; pulse-level control; quantum machine learning; combinatorial optimization

(This special issue belongs to the Section Computational Engineering)

Computational Social Science and Complex Systems—2nd Edition

edited by

Minzhang Zheng

and

Pedro D. Manrique

submission deadline 30 Sep 2026 | 5 articles | Viewed by 6092 | Submission Open

Keywords: computational social science; complex systems; big data; social networks; machine learning; natural language processing

(This special issue belongs to the Section Computational Social Science)

Sentiment-Driven Modelling in Business, Economics, and Social Sciences

edited by

Roman Makarov

submission deadline 30 Sep 2026 | 1 articles | Viewed by 1880 | Submission Open

Keywords: sentiment analysis; natural language processing (NLP); machine learning; statistical modelling; behavioural economics; business and financial analytics; computational social science

Artificial Intelligence Applications in Public Health—3rd Edition

edited by

Dmytro Chumachenko

and

Sergiy Yakovlev

submission deadline 31 Oct 2026 | Viewed by 245 | Submission Open

Keywords: artificial intelligence; public health; computation; disease surveillance; predictive modeling; health systems optimization; public health informatics; data-driven medicine

Advances in Healthcare Remote Monitoring Systems and Biomechanical Data-Driven Approaches

edited by

Luis Pastor Sánchez-Fernández

submission deadline 31 Oct 2026 | Viewed by 97 | Submission Open

Keywords: healthcare remote monitoring systems; personalized physiological signatures; artificial intelligence and applications; measurement and computer model; quantitative assessment; athletic improvement; rehabilitation; Parkinson's disease; signal and image processing

(This special issue belongs to the Section Computational Biology)

Computational Market Design and Matching in Socio-Technical Systems

edited by

Arnaud Z. Dragicevic

and

Sinan Ertemel

submission deadline 31 Oct 2026 | Viewed by 50 | Submission Open

Keywords: matching markets; market design; computational market design; mechanism design; school choice; kidney exchange; platform markets; online matching; networks; bargaining; fairness; robustness; agent-based simulation; data-driven evaluation; financial marketplace design

(This special issue belongs to the Section Computational Social Science)

Advances in Computational Methods for Logistics and Supply Chain Optimization

edited by

János Juhász

submission deadline 30 Nov 2026 | Viewed by 212 | Submission Open

Keywords: computational intelligence; supply chain optimization; logistics modeling; electromobility; sustainable urban distribution; genetic algorithms; simulation frameworks; last-mile delivery; predictive analytics; resilient supply chains

(This special issue belongs to the Section Computational Engineering)

Advances in Computational Methods for Fluid Flow—2nd Edition

edited by

Ali Cemal Benim

Sergey A. Karabasov

and

Dimitris Drikakis

submission deadline 30 Nov 2026 | Viewed by 195 | Submission Open

Keywords: computational fluid dynamics (CFD); fluid flow; numerical methods; machine learning; high-performance computing; multiphysics modeling; experimental validation

(This special issue belongs to the Section Computational Engineering)

Neural Network and Large Model-Driven Fault Diagnosis and Intelligent Operation and Maintenance for Rotating Machinery

edited by

Xueyi Li

, Tianyang Wang and Haochen Qi

submission deadline 1 Dec 2026 | 1 articles | Viewed by 576 | Submission Open

Keywords: rotating machinery; fault diagnosis; remaining useful life; neural networks; large models; intelligent operation and maintenance; predictive maintenance; hydraulic turbine units; offshore wind turbines; digital twin; fault prediction and health management (PHM)

(This special issue belongs to the Section Computational Engineering)

Energy and Advanced Computing in the Age of Machine Learning: From Quantum to Grid

edited by Diego E. Galvez-Aranda

submission deadline 15 Dec 2026 | 1 articles | Viewed by 1467 | Submission Open

Keywords: multiscale modeling; machine learning; computational simulation; multiphysics simulation; energy storage devices; electrode/electrolyte interfaces

Modern Applications for Computational Methods in Applied Economics and Business Engineering

edited by

Antonio Martínez Raya

and Manuel Uche-Soria

submission deadline 31 Dec 2026 | 5 articles | Viewed by 9458 | Submission Open

Keywords: computational economics; artificial intelligence; transportation demand modeling; financial market prediction; social computing

(This special issue belongs to the Section Computational Social Science)

Computational Modelling of Transport Phenomena in Advanced Energy Systems

edited by

Wei Zuo

Ziqiang He

and

Wei Chen

submission deadline 31 Dec 2026 | Viewed by 374 | Submission Open

Keywords: fuel cells; lithium-ion/solid-state batteries; concentrated solar power; advanced nuclear reactors; carbon capture and storage systems

(This special issue belongs to the Section Computational Engineering)

Advances in the Design and Optimization of Quantum Circuits with Classical Machine Learning

edited by

Akash Kundu

submission deadline 31 Dec 2026 | Viewed by 336 | Submission Open

Keywords: quantum circuit design; quantum circuit optimization; quantum architecture search; machine learning; reinforcement learning

(This special issue belongs to the Section Computational Engineering)

Advanced Computational Methods and Multiphysics Modeling in Bioengineering and Complex Systems

edited by

Bogdan Milićević

and

Aleksandar Nikolić

submission deadline 31 Dec 2026 | Viewed by 194 | Submission Open

Keywords: computational methods; numerical analysis; multiphysics modeling; bioengineering; biomedicine; finite element method (FEM); lattice Boltzmann method (LBM); finite volume method (FVM); discontinuous Galerkin methods; computer simulations; surrogate modeling; neural networks; physics-informed neural networks (PINNs); evolutionary computation

(This special issue belongs to the Section Computational Engineering)

Computational Intelligence for Urban Carbon Neutrality: From Sensing to Decision-Making

edited by Yang Yi and Mingchang Shi

submission deadline 31 Dec 2026 | Viewed by 171 | Submission Open

Keywords: urban carbon sink; remote sensing monitoring; artificial intelligence algorithms; Internet of Things (IoT); multi-source data fusion; carbon cycle modeling; low-carbon decision-making; computational intelligence

(This special issue belongs to the Section Computational Engineering)

Multiscale Modeling in Computational Biology: From Quantum Mechanics to Molecular Dynamics and Artificial Intelligence

edited by

Whelton Miller

submission deadline 31 Dec 2026 | Viewed by 105 | Submission Open

Keywords: multiscale modeling; computational biology; quantum mechanics (QM); density functional theory (DFT); molecular dynamics (MD); molecular simulation; machine learning (ML); artificial intelligence (AI); biomolecular modeling; computational biophysics; free energy calculations; bioinformatics; high-performance computing (HPC)

(This special issue belongs to the Section Computational Biology)

Computational Performance Modeling and Simulation for Next-Generation Data Management Systems

edited by José Luís Henriques da Silva, Pedro Miguel de Oliveira Martins and Maryam Abbasi

submission deadline 31 Mar 2027 | Viewed by 35 | Submission Open

Keywords: database performance modeling; workload simulation; machine learning for databases; distributed data management; cloud-native databases; complex event processing; AI-driven tuning; NoSQL; NewSQL systems

Computational Methods for Systemic Risk and Financial Dynamics

edited by

Sivia Marconi

and Giuseppe Orlando

submission deadline 31 Aug 2027 | Viewed by 161 | Submission Open

Keywords: computational finance; systemic risk; financial dynamics; complex systems; financial networks; risk contagion; agent-based modeling; nonlinear dynamics; economic simulation; stress testing; computational social science; machine learning in finance; network analysis; financial stability; high-performance computing; data-driven risk modeling; computational economics; monte carlo simulation; explainable AI in finance; reproducible computational research

(This special issue belongs to the Section Computational Social Science)

Computational Intelligence and Optimization for Structural Health Monitoring

edited by

Guangcai Zhang

Chunfeng Wan

and

Zhenwei Zhou

submission deadline 31 Aug 2027 | Viewed by 31 | Submission Open

Keywords: damage detection; model updating; computational intelligence techniques; data fusion; optimization algorithms; digital twin; uncertainty quantification

(This special issue belongs to the Section Computational Engineering)

Computational Methods for Machine Learning-Driven Reconfigurable Systems

edited by

Umer Farooq

submission deadline 30 Oct 2027 | Viewed by 2 | Submission Open

Keywords: reconfigurable systems; artificial intelligence; machine learning; computational methods; data analytics and digital systems; adaptive systems; intelligent systems; optimization techniques; embedded systems; edge and cloud computing; high-performance computing; data-driven methods; system design and automation; hardware-software integration; runtime adaptation; scalable systems; emerging computing paradigms; electronic design automation; backend flow

(This special issue belongs to the Section Computational Engineering)

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