Essays about: "battery degradation prediction"
Showing result 1 - 5 of 8 essays containing the words battery degradation prediction.
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1. Battery Capacity Prediction Using Deep Learning : Estimating battery capacity using cycling data and deep learning methods
University essay from Mälardalens universitet/Framtidens energiAbstract : The growing urgency of climate change has led to growth in the electrification technology field, where batteries have emerged as an essential role in the renewable energy transition, supporting the implementation of environmentally friendly technologies such as smart grids, energy storage systems, and electric vehicles. Battery cell degradation is a common occurrence indicating battery usage. READ MORE
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2. Predicting power demand and optimizing energy management for fuel cell battery hybrid construction vehicles
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : The automotive industry has been actively seeking ways to reduce emissions and combat global warming. While pure battery electric vehicles have shown promise in achieving zero-tailpipe emissions, they face challenges in meeting the energy demands of large construction machines like excavators and wheel loaders, due to the heavy batteries required. READ MORE
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3. Supervised Algorithm for Predictive Maintenance
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Predictive maintenance plays a crucial role in preventing unexpected equipment failures and maintaining assets in good operating conditions in various systems. One such scenario where predictive maintenance has been widely used is in battery management systems for electronic vehicles based on lithium batteries, where the risk of failure can be reduced by predicting the remaining useful life of the lithium battery. READ MORE
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4. Predictive control of fuel cell hybrid construction machines
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Sedan industriella revolutionen har hastigheten av global uppvärmning och föroreningar i miljön ökat betydligt. Företag i fordonsindustrin arbetar aktivt för att göra sina produkter mer hållbara genom att bland annat minska utsläppen, minimera användningen av icke-förnybara resurser samt att återvinna. READ MORE
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5. Prediction of battery lifetime using early cycle data : A data driven approach
University essay from Umeå universitet/Institutionen för matematik och matematisk statistikAbstract : A form of laboratory tests are performed to determine battery degradation due to charging and discharging of batteries (cycling). This is done as part of quality assurance in battery production since a certain amount of degradation corresponds to the end of the battery lifetime. Currently, this requires a significant amount of cycling. READ MORE