RUL Estimation

RUL: Remaining Useful Life

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4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Beyond Group Splits: Specimen-Level Cross-Validation and Visual Attribution for Remaining-Shelf-Life Regression in Climacteric Fruit

    Oct 7, 2026Rovhona Mudau, Jean Frederic Isingizwe Nturambirwe, Clement Nthambazale NyirendaRUL EstimationAgricultural Image Analysis

    Department of Computer Science University of the Western Cape Cape Town, South Africa · eResearch Office University of the Western Cape Cape Town, South Africa · Department of Computer Science / eResearch Office University of the Western Cape Cape Town, South Africa

  2. Integrating Survival-Based Aging Models with Data-Driven RUL Prognostics

    Oct 5, 2026Abhishek Srinivasan, Juan Carlos Andresen, Sepideh Pashami +1RUL EstimationPredictive Maintenance

    Traton AB, Södertälje, Sweden · Halmstad University, Halmstad, Sweden · RISE Research Institutes of Sweden AB, Stockholm, Sweden +1

  3. Calibrating Prediction Timeliness Through Multi-Objective Hyperparameter Optimization for Remaining Useful Life Prediction

    Oct 1, 2026Tugrul Cabir Hakyemez, Ener Uras GokhanRUL EstimationMulti-Objective Evolutionary Optimization

    Department of Management Information Systems Istanbul Bilgi University Istanbul, Turkey · Beştepe Koleji Ankara, Turkey

  4. Grounding Time-Series Foundation Models in Digital Twin Topology for Predictive Maintenance

    Sep 30, 2026Sizhe Ma, Katherine A. Flanigan, Mario BergésRUL EstimationDigital Twins

    Department of Civil & Environmental Engineering, Carnegie Mellon University 5000 Forbes Ave., Pittsburgh, PA USA 15213

  5. Multi-Term Fourier Graph Neural Network with Sample Relationship Learning for Enhanced Remaining Useful Life Prediction

    Sep 21, 2026Ya Song, Laurens Bliek, Yaoxin Wu +1Graph Neural NetworksRUL Estimation

    Information Systems, Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, The Netherlands

  6. Joint Remaining Useful Life Prediction and Capacity Estimation of Lithium-Ion Batteries Using Partial-Charging Data

    Sep 18, 2026Khoa Tran, Ho-Si-Hung Nguyen, Phone Wai Yan Moe +2RUL EstimationMulti-Task Learning

    Data Science Laboratory, Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City 70000, Vietnam · Faculty of Electrical Engineering, The University of Danang - University of Science and Technology (DUT), 54 Nguyen Luong Bang Street, Lien Chieu District, Da Nang 550000, Vietnam · AIWARE Limited Company, 17 Huynh Man Dat Street, Hoa Cuong Ward, Hai Chau District, Da Nang 550000, Vietnam +2

  7. A Multispectral Framework for the Detection of Calcium Carbide-Induced Ripening and Shelf-Life Estimation in Climacteric Fruits

    Aug 13, 2026Gurbhit Chaurakoti, Harshit Kumar, Hani Kumar +2RUL Estimation

    Department of Electrical Engineering, National Institute of Technology Delhi, New Delhi, 110036, India · Department of Computer Science and Engineering, National Institute of Technology Delhi, New Delhi, 110036, India · Division of Food Science and Post Harvest Technology, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India

  8. Beyond Foundation Models: Dimension-Aware Neural Architecture Search with Small-Data Representation Models for Cryocooler Lifetime Prediction

    Aug 7, 2026Gregor Molan, Grafika Jati, Francesco Barchi +3RUL EstimationUnsupervised Representation Learning

    Comtrade 360 d.o.o., Letališka cesta 29b, Ljubljana, 1000, Slovenia · Comtrade AI GmbH, Grafenauweg 8, Zug, 6300, Switzerland · Alma Mater Studiorum – Università di Bologna, Department of Electrical, Electronic, and Information Engineering (DEI), Viale del Risorgimento 2, Bologna, 40136, Italy +2

  9. Robust and Personalized Federated Learning for Aircraft-Engine Prognostics under Benign and Adversarial Client Heterogeneity

    Aug 4, 2026Chinmoy Mitra, Md. Mehedi Hasan Nipu, Mohammad Sakib Mahmood +2Federated Learning AggregationRUL Estimation

    Department of Computer Science and Engineering, Rajshahi University of Engineering & Technology, Kazla, Rajshahi, 6204, Bangladesh · Department of Electrical and Computer Engineering, North South University, Dhaka 1229, Bangladesh. · Department of Computer Science, Missouri State University, Springfield, MO, 65809, USA. +2

  10. Predictive Maintenance: Deep Learning-Based Remaining Useful Life Prediction for Combat Aircraft Engines

    Aug 3, 2026Fatih Ürgen, Doğay AltınelRUL EstimationPredictive Maintenance

    Istanbul Technical University, Faculty of Science, Department of Physics Engineering, 34467 Istanbul, Türkiye · Istanbul Medeniyet University, Faculty of Engineering and Natural Sciences, Department of Electrical and Electronics Engineering, 34700 Istanbul, Türkiye

  11. PiDDM: Physics-Informed Differentiable Degradation Modeling for Lithium-Ion Battery State-of-Health Prediction

    Jul 31, 2026Zeping Chen, Ruda Jian, Sachin Sigdel +3RUL EstimationPhysics-Informed ML

    Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, IN, USA · Department of Mechanical Engineering, The University of Texas at Dallas, Richardson, TX, USA · Department of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, USA +1

  12. Collaborative System Failure Prognostics via Federated Longitudinal-Survival Modeling

    Jul 28, 2026Fan Yang, Madelyn Weller, Dimuthu Fernando +2RUL EstimationSurvival Analysis

    Fowler School of Engineering, Chapman University, Orange, CA 92866 USA · Department of Statistics, Grand Valley State University, Allendale, MI 49401 USA

  13. Generalization bounds and sample complexity for remaining useful life prediction from complete degradation trajectories

    Jul 26, 2026Huy Hoang Le, Kim-Anh NguyenRUL EstimationSample Complexity

    R&D Department, PowerMore Ltd., Da Nang 550000, Vietnam · Faculty of Electrical Engineering, University of Science and Technology, The University of Danang, Da Nang 550000, Vietnam

  14. General Value Functions for Remaining Useful Life and Failure-Mode Prediction

    Jul 24, 2026Hao Yan, Ali Sarabi, Qing Zou +1RUL EstimationValue Function Estimation

    School of Computing and Augmented Intelligence, Arizona State University

  15. Physics-Guided Masked Multi-Task Network for Edge-Friendly Battery Health Diagnostics from Sto-chastically Fragmented Charging Profiles

    Jul 19, 2026Shuhao Chen, Tianyu Shi, Chengyi TuRUL EstimationTransformer

    School of Economics and Management, Zhejiang Sci-Tech University, Hangzhou, 310018, China.

  16. Dynamic Loss Balancing for Joint SOH and RUL Prediction of Lithium-Ion Batteries via a Rotary SOH-Injected Prior Battery Transformer

    Jul 19, 2026Shuhao Chen, Tianyu Shi, Yiwen Huang +1RUL EstimationPredictive Maintenance

    School of Economics and Management, Zhejiang Sci-Tech University, Hangzhou, 310018, China.

  17. SurvCF(t): Counterfactual Explanations for Survival Analysis in Predictive Maintenance Multivariate Time Series Data

    Jul 18, 2026Zara Karazian, Panagiotis Papapetrou, Sindri Magnússon +2Counterfactual ExplanationsRUL Estimation

    Department of Computer and Systems Sciences (DSV) Stockholm University Stockholm, Sweden · Department of Electrical Engineering (ISY) Linköping University Linköping, Sweden

  18. Bridging battery design and health assessment through virtual sensing and physics-informed learning

    Jul 18, 2026Wendi Guo, Søren Byg Vilsen, Daniel Ioan Stroe +4RUL EstimationMaterials Science

    Department of Chemistry, Uppsala University, Sweden · Department of Materials and Production, Aalborg University, Denmark · Department of Energy, Aalborg University, Denmark +2

  19. Leakage-Robust Evaluation and Data-Scale Sensitivity of Attention-Enhanced Multi-Task Learning for Joint Fault Diagnosis and Remaining Useful Life Estimation

    Jul 17, 2026Md Mahamudur Rahaman Shamim, Md. Nuruzzaman, Zannatul Ferdus +5Data LeakageRUL Estimation

    Department of Manufacturing Engineering Technology, Western Illinois University, Macomb, IL-61455, USA · Department of Mechanical and Production Engineering, Ahsanullah University of Science and Technology, 141-142 Love Road, Tejgaon Industrial Area, Dhaka, Bangladesh · Master of Science in Industrial/Engineering Management, Trine University, 720 Thunder Dr, Angola, IN 46703, USA +3

  20. TIDE: Trustworthy and Interpretable Battery Degradation Estimation with Contextual Learning and Symbolic Distillation

    Jul 16, 2026Wen Yang Tan, Jiawei Li, Fang Liu +4RUL EstimationNeural Network Interpretability

    Singapore Institute of Technology (SIT), Singapore 828608 · Singapore University of Social Sciences (SUSS), Singapore 599494

  21. BattVAE-GP: Generative Modeling of Long-Horizon Battery Degradation with Uncertainty Quantification

    Jul 11, 2026Raghvender Raghvender, Mahdi Abid, Ferran Brosa Planella +2Surrogate ModelingUncertainty Quantification

    Laboratoire de Réactivité et de Chimie des Solides (LRCS), UMR CNRS 7314-Université de Picardie Jules Verne, 15 Rue Baudelocque, 80000, Amiens, France · Réseau sur le Stockage Electrochimique de l’Energie (RS2E), CNRS FR 3459, Hub de l’Energie, 15 Rue Baudelocque, 80000, Amiens, France · Predeeption (INRIA Startup Studio / CNRS Innovation), Hub de l’energie, 80000, Amiens, France +2

  22. BatteryLake: Agentic, Physics-Grounded Curation of Heterogeneous Battery Aging Data and Benchmarking

    Jul 6, 2026Tianwen Zhu, Hao Wang, Yonggang WenRUL EstimationBenchmark Design

    College of Computing and Data Science, Nanyang Technological University, Singapore

  23. Quantum Annealing Enhanced Reinforcement Learning for Accurate Remaining Useful Lifetime Prediction

    Jun 16, 2026Manoranjan Gandhudi, Arunkumar V., G. R. Anil +1RUL EstimationQuantum Annealing

    Central University of Karnataka, Kalaburagi, India · University College of Engineering, Anna University, Tiruchirappalli, Tamil Nadu, India · AIONOS India Pvt Ltd, Hyderabad, India +1

  24. Time-Series Foundation Model Embeddings for Remaining Useful Life Estimation

    Jun 10, 2026Amir El-Ghoussani, Michele De Vita, Ronald Naumann +1RUL EstimationPredictive Maintenance

    Friedrich-Alexander-Universität Erlangen–Nürnberg (FAU), Germany · Nokia Solutions and Networks GmbH & Co. KG, Germany

  25. Towards Unified and Data-Efficient Prognostics and Health Management with Tabular Foundation Models

    Jun 3, 2026Raffael Theiler, Lev Telyatnikov, Leandro Von Krannichfeldt +1Tabular Foundation ModelsRUL Estimation

    IMOS Lab, EPFL, Lausanne, Switzerland

  26. Physically-Constrained Mamba-SDE for Remaining Useful Life Prediction under Irregular Observations

    Jun 1, 2026Deyu Zhuang, Peiliang Gong, Yang Shao +4Irregular Time-Series ModelingStochastic Differential Equations

    Nanjing University of Aeronautics and Astronautics Nanjing, China · Nanyang Technological University Singapore · Singapore University of Technology and Design Singapore

  27. Bifurcated Remaining Useful Life Prediction: A Hybrid Approach for Realistic Uncertainty Characterization

    May 29, 2026Xabier Belaunzaran, Antonio Nappa, Arkaitz Artetxe +1Uncertainty QuantificationRUL Estimation

    Fundación Vicomtech · Basque Research and Technology Alliance (BRTA) · Mikeletegi 57, Donostia-San Sebastian, 20009, Spain +2

  28. Scientific Machine Learning for Engine Health Management and Remaining Useful Life Prediction

    May 28, 2026Jostein Barry-Straume, Changmin Son, Adrian Sandu +4RUL EstimationPredictive Maintenance

    Computational Science Laboratory Department of Computer Science Virginia Tech Blacksburg, VA 24060

  29. BatteryMFormer: Multi-level Learning for Battery Degradation Trajectory Forecasting

    May 26, 2026Ruifeng Tan, Jintao Dong, Weixiang Hong +3Multivariate Time Series ForecastingRUL Estimation

    School of Computer Science and Engineering, Central South University · Material Genome Institute, Shanghai University

  30. LAST-RAG: Literature-Anchored Stochastic Trajectory Retrieval-Augmented Generation for Knowledge-Conditioned Degradation Model Selection

    May 18, 2026Hanbyeol Park, Hyerim BaeModel SelectionRetrieval-Augmented Generation

    Department of Industrial Engineering · Pusan National University · Busan, Republic of Korea