TY - GEN
T1 - Optimizing Electric Vehicle Fleet Operations with Predictive Analytics
T2 - 12th International Conference on Smart Grid, icSmartGrid 2024
AU - Nuvvula, Ramakrishna S.S.
AU - Kumar, Polamarasetty P.
AU - Siddiqui, Alighazi
AU - Thamizharasan, S.
AU - Tan, Chai Ching
AU - Alubady, Raaid
AU - Khan, Baseem
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - This study introduces an innovative strategy to enhance electric vehicle (EV) fleet operations by combining predictive analytics and renewable energy sources. Leveraging real-world data from an active EV fleet, our method encompasses predictive maintenance, charging schedule optimization, and route planning, all empowered by advanced machine learning techniques. The results demonstrate a significant 15% reduction in greenhouse gas emissions, substantial annual cost savings exceeding 550,000, and noteworthy adaptability. This approach aligns with global sustainability targets and delivers valuable insights for fleet operators, policymakers, and researchers, promoting a more environmentally friendly and sustainable future.
AB - This study introduces an innovative strategy to enhance electric vehicle (EV) fleet operations by combining predictive analytics and renewable energy sources. Leveraging real-world data from an active EV fleet, our method encompasses predictive maintenance, charging schedule optimization, and route planning, all empowered by advanced machine learning techniques. The results demonstrate a significant 15% reduction in greenhouse gas emissions, substantial annual cost savings exceeding 550,000, and noteworthy adaptability. This approach aligns with global sustainability targets and delivers valuable insights for fleet operators, policymakers, and researchers, promoting a more environmentally friendly and sustainable future.
KW - Electric Vehicles (EVs)
KW - Fleet Operations
KW - Predictive Analytics
KW - Renewable Energy Integration
KW - Sustainability
UR - https://www.scopus.com/pages/publications/85199454861
U2 - 10.1109/icSmartGrid61824.2024.10578265
DO - 10.1109/icSmartGrid61824.2024.10578265
M3 - Conference contribution
AN - SCOPUS:85199454861
T3 - 12th International Conference on Smart Grid, icSmartGrid 2024
SP - 309
EP - 311
BT - 12th International Conference on Smart Grid, icSmartGrid 2024
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 27 May 2024 through 29 May 2024
ER -
