A Five-State Functional Model of Electric Vehicle Charging Infrastructure with Reinterpreted MTTF, MTTR, and MTBF Indicators
This study presents a five-state functional model for assessing the reliability of electric vehicle charging infrastructure from the perspective of charging-service capability. The model distinguishes full functionality, three levels of degradation, and the loss of the basic charging function. State changes are described using a time-homogeneous continuous-time Markov process that includes progressive degradation, sudden functional loss, and restoration to state S0. On this basis, MTTF, MTTR, and MTBF are reinterpreted in relation to first attainment, restoration trajectories, and complete functional cycles. The reference calculations determine stationary state probabilities, annual residence times, and the effectiveness of restoration before reaching S4. The results show that a low stationary probability of S4 may still correspond to a meaningful annual period of service unavailability, while most functional cycles end with restoration from intermediate states. The proposed framework provides a reproducible basis for analysing EV charging infrastructure and can be applied using transition intensities estimated from operator records.
Authors
- Marek Woźniak (ORCID: https://orcid.org/0000-0002-4314-5790)
- Stanisław Duer (ORCID: https://orcid.org/0000-0001-9627-015X)
- Dariusz Bernatowicz (ORCID: https://orcid.org/0000-0002-4156-5142)
- Jacek Paś (ORCID: https://orcid.org/0000-0001-8900-1445)
- Beata Kulawińska (ORCID: https://orcid.org/0009-0000-5828-8404)
Institutions
- Koszalin University of Technology (PL)
- Military University of Technology in Warsaw (PL)
- Akademia Nauk Stosowanych w Wałcz (PL)
Publication Details
- Journal
- Energies
- Published
- 2026-08-27
- DOI
- https://doi.org/10.3390/en19174020
- Primary Topic
- Electric Vehicles and Infrastructure
- Type
- article
- Field-Weighted Citation Impact
- 0.00