Research Article

Multiparadigm Modeling Framework to Evaluate the Impacts of Travel Patterns on Electric Vehicle Battery Lifespan

Table 1

Summary of the literature on battery degradation models.

StudyDegradation modelCycle lifeCalendar lifeInput

Marano et al. [23]Damage accumulation modelYNCurrent severity relative to battery size (i.e., C-rate), temperature, DoD, and SOC
Peterson et al. [27]Integrated driving and energy use profile modeling frameworkYNC-rate, discharge power rate, DoD, and driving profile
Remmlinger et al. [30]Internal resistance dependent degradation modelYNTemperature, SOC, and power demand
Onori et al. [24]Weighted Ah-throughput modelYNTemperature and DoD
Guenther et al. [26]Energy-based battery modelYYTemperature and power demand
Ouyang et al. [34]Prognostic and mechanistic modelYNC-rate and temperature
Yang et al. [32]Pseudo two-dimensional battery capacity fading modelYYTemperature, travel demand, and driving profile
Calearo et al. [35]Integrated thermal and SOC dynamics modelYYTemperature and SOC
Motapon et al. [36]Physical degradation modelYNC-rate, temperature, and DoD
Olmos et al. [37]Empirical degradation modelNYC-rate, temperature, DoD, and SOC
Xu et al. [33]Control-oriented cycle-life modelYYC-rate, temperature, and SOC
Our studySemiempirical traffic simulation-based degradation modelYYC-rate, temperature, travel demand, and driving profile