March 03, 2026 article Open access Integration of digital twins and machine learning for predictive maintenance using APAR method rules in non-residential buildings Frontiers in Built Environment DOI: 10.3389/fbuil.2025.1734945 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 1 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Towards an intelligent HVAC system automation using Reinforcement Learning 2021 Journal of Physics Conference Series conference-paper Engineering Building Energy and Comfort Optimization Open access 5 citations 1 result