Usage cycle prediction and anomaly detection for electric vehicle fleets

Usage cycle prediction and anomaly detection for electric vehicle fleets

Energy & Utilities
Usage cycle prediction and anomaly detection for electric vehicle fleets
Usage cycle prediction and anomaly detection for electric vehicle fleets

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Cléo, a subsidiary of Hydro-Québec, has developed an AI project to optimize the electrification of commercial vehicle fleets. Thanks to a previous Scale AI funding, Cléo created a machine learning algorithm to predict duty cycles for electric school buses. The project has two use cases: firstly, to model duty cycles for various EV fleets, aiding in efficient dispatch and charging optimization; secondly, to detect anomalies in EV charging behavior, enhancing fleet reliability. These advancements aim to support the Canadian EV market's growth and assist fleet operators in transitioning to electric vehicles, particularly in dense urban areas with diverse fleet needs.
Scale AIScale AI HubSCALE AI Scale AI est un centre d’innovation et de co-investissement recevant un financement gouvernemental assorti à des contributions du secteur privé. Consortium d’entités privées, de centres de recherche, d’universités et de startups ayant un potentiel élevé, Scale AI est le pilier central de l’écosystème d’IA du Canada. À titre de supergrappe d’IA du Canada, nous identifions des projets de collaboration multisectoriels et fournissons financement et accompagnement pour faire en sorte que le Canada conserve son leadership dans le domaine de l’IA. NOS VALEURS Montrer la voie En aidant le Canada à être le numéro un mondial dans les technologies de nouvelle génération Favoriser l'excellence technologique En soutenant le développement innovateur et les percées dans le domaine des technologies Promouvoir la diversité En veillant à une participation égale des groupes sous-représentés en STIM Encourager la collaboration En bâtissant un réseau intersectoriel dans le but de partager savoir et expertise -- SCALE AI Scale AI is a co-investment and innovation hub with government funding matched by contributions from the private sector. A consortium of private entities, research centres, academia and high-potential startups, Scale AI is the central pillar of Canada’s AI ecosystem. As Canada’s AI Global Innovation Cluster, we identify cross-sector collaborative projects and provide funding and support to help Canada stay ahead of the AI curve. WHAT WE VALUE Leading the change By helping Canada lead the world in next-generation technologies Technological excellence By supporting innovative development and advancements in technology Fostering diversity By ensuring equal participation of underrepresented groups in STEM Encouraging collaboration By building a cross-sector network for sharing knowledge and expertise

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