The article provided an overview of recent advancements in utilizing reinforcement learning to manage the energy of Connected Hybrid Electric Vehicles (#CHEVs). It first emphasized the increasing popularity of Hybrid Electric Vehicles (#HEVs), which presents an opportunity for transforming transportation energy systems to reduce environmental issues associated with fossil fuel consumption. Efficient Energy Management Systems (EMS) are required to optimize energy efficiency. The article discussed the evolution of EMS from HEVs to CHEVs, highlighting the complex energy collaboration requirements of CHEVs, necessitating advanced algorithms for route optimization, charging coordination, and load allocation. Despite extensive research, few reviews cover the transition from single-vehicle to multi-vehicle scenarios. This paper aimed to fill this gap, highlighting the potential of RL in addressing these challenges, particularly the application of Multi-Agent Reinforcement Learning (MARL) in dealing with the complexity of CED control. The article also discussed current challenges and potential solutions, emphasizing the importance of interdisciplinary collaboration in developing RL-based EMS solutions to shape future environmentally friendly transportation systems. Find out more: https://lnkd.in/gwMkpCZt #IJAMM #openaccess #reinforcement learning
Scilight ’s Post
More Relevant Posts
-
WeaveGrid Partners with American Center for Mobility to Advance Electric Vehicle Integration with Grid WeaveGrid, a leading software company specializing in electric vehicle (EV) integration with the electric grid, has announced a groundbreaking partnership with the American Center for Mobility (ACM) to conduct real-world testing of its innovative software at ACM’s Willow Run facility in Ypsilanti, Michigan. Supported by the Michigan Mobility Funding Platform grant, this collaboration aims to accelerate the development and deployment of grid-optimized algorithms for EV charging, enhancing grid resilience and reducing driver costs. WeaveGrid’s software harnesses data and controls from vehicle telematics and cloud-connected charging hardware to enable EVs and charging infrastructure to interact with the grid effectively. By facilitating […] - https://lnkd.in/grkN-g5f #automotive #evs #ev #electricmobility #emobility #ebikes #fleets #evfleet #evnews #autonews #electricvehicles #electricvehicle #automotiveindustry #automotivejobs #cleantech #cleanenergy #hydrogen #lithium #evbattery #sustainability #climatechange #america #automotiveindustry #electricvehicles #partnership #weavegridpartners
WeaveGrid Partners with American Center for Mobility to Advance Electric Vehicle Integration with Grid
http://emobilityplus.com
To view or add a comment, sign in
-
The future of EVs: The Grid-Interactive Vehicle⚡️ Check out WeaveGrid's new white paper written by my colleagues, Yakov Berenshteyn and Chris Morgan. In the comments, you can find a link to download the report which highlights five steps OEMs can take to design and deploy Grid-Interactive Vehicles. If you're looking for a sneak preview, here are some of the benefits of grid-interactive vehicles for OEMs that you can more learn about in the paper: 💰 Boost EV sales and unlock recurring revenue 🤑 Optimize charging times for the lowest electric rates ⚡ Charge with renewable energy when it's most abundant 🚗 Build a ramp to scalable V2X capabilities #GridInteractiveVehicles #EVrevolution #FutureofTransportation
To view or add a comment, sign in
-
🔋 EV Batteries Outlasting Vehicles? It’s Happening! 🚗💨 Recent studies show EV batteries are going the distance—literally. 📊 On average, they degrade by just 1.8% per year, meaning many batteries could last 20+ years—well beyond the typical lifespan of the vehicle itself (12-15 years). 🌍 This could be a game-changer for the renewable energy sector! 💡 Not only can we expect less waste, but there are opportunities for repurposing these batteries for home or business energy storage. 💼🏠 As battery tech improves, we're reducing degradation anxiety and paving the way for a greener future. See more in the link below>>> 🌱 Ready to power your career in this growing sector? #RenewableEnergy #EVRevolution #BatteryLife #Sustainability #EnergyStorage #TechInnovation #FutureOfEnergy #ElectricVehicles #GreenTech #CircularEconomy
EV Batteries Can Outlast A Vehicle’s Lifetime With Minimal Degradation, Study Finds
insideevs.com
To view or add a comment, sign in
-
Revolutionizing the Road: BEVs take the lead! ⚡ This comparison sheds light on the battle between BEVs, FCEVs, and e-fuels. Who wins when it comes to energy consumption, efficiency, and eco-friendliness? Spoiler: BEVs are ahead, but there's more to the story. Uncover the full comparison and what it means for the future of #mobility. 🔗 https://lnkd.in/eZbjtb4Y #DRIVENbySVOLT #SVOLT #MissionZero
Concept clash: Which is better - a battery, a fuel cell or e-fuels?
driven-eu.com
To view or add a comment, sign in
-
The addition of EVs and PHEVs to a grid that is experiencing rapid electrification will require a coordinated connected ecosystem. A new level of collaboration between the Utility and Automotive industries would benefit both sectors. However, there can be a win-win relationship only if the two industries collaborate, plan and invest symbiotically. #EVs #PHEVS #automotive #connected #utility
Utilities and Automotive Companies: A Connected Ecosystem to Support Electric Vehicles and the Grid
isg-one.com
To view or add a comment, sign in
-
🚗 Improving Efficiency with Supercapacitors in Automotive Design The automotive industry is finding practical ways to make vehicles more efficient. Mazda’s i-ELOOP system is a strong example, combining start-stop technology with supercapacitors to capture and reuse energy. 🔋 Key Points Start-Stop Systems: Save fuel by shutting off the engine when idle and restarting it smoothly. Supercapacitors: Handle rapid energy transfer during braking and power vehicle electronics efficiently. Mazda i-ELOOP: Stores energy from braking in capacitors, powering electronics and cutting engine load, improving fuel economy by up to 10%. 💡 What’s Next? Advances in supercapacitor technology could make energy storage faster and more reliable for urban transport. At Volfpack Energy, we’re working to bring these technologies to more industries. Let’s talk about what’s possible. #AutomotiveTech #EnergyStorage #Supercapacitors
The Synergy of Start-Stop Systems and Supercapacitors
medium.com
To view or add a comment, sign in
-
Tau's breakthrough power conversion technology is applicable to EVs, Data Centers, Solar/PV, Wind Power, the Grid, Consumer Product Chargers,...and the list goes on. As energy consumption keeps going up at an even accelerating pace, the need for cost reduction and efficiency improvements get ever more pressing. #innovation #electrification
Powering the future of mobility
fastcompany.com
To view or add a comment, sign in
-
Nissan Motor Corporation has announced it will introduce affordable onboard bi-directional charging on selected #electricvehicles from 2026. The Vehicle to Grid (#V2G) technology enables #EV owners to use electricity stored in their car's battery to power their homes or sell it back into the grid. Hugues Desmarchelier, Nissan vice president, global electrification ecosystem and EV programs, said, "Nissan is proud to democratize technology for the benefit of society. The breakthrough in an onboard solution for two-way charging will be a substantial reduction in the cost of integrating a future EV into your energy supply, and the ability to leverage the car as a source of income over its lifecycle." Read more here: https://lnkd.in/gRpTFwBz #Automotive #Powertrain #PowertrainMag #Engineering #AutomotiveEngineering #AutomotiveDesign #Sustainability #ElectricVehicles #EV #Testing #Technology #Transportation #AutoTestExpo #ukimediaevents
Nissan to introduce affordable Vehicle to Grid technology in 2026
https://www.automotivepowertraintechnologyinternational.com
To view or add a comment, sign in
-
Exciting developments are underway in the electrification space as Kitu Systems joins Southern California Edison (SCE), and other industry leaders such as Stellantis, Eaton, and more, to pioneer the standardization of Alternating Current Vehicle-to-Grid (AC V2G) technology! This groundbreaking work not only sets the stage for a seamless integration of EVs into the grid but also simplifies the experience for future EV drivers. 🔌🚗 By leveraging bidirectional capabilities, AC V2G technology allows EVs to feed power back into the grid using their onboard inverters, eliminating the need for additional equipment. This collaborative effort not only drives innovation but also fosters a more cost-effective and sustainable approach to electrification. Read the full article here: https://lnkd.in/gDT8DXpZ #ElectricVehicles #V2G #V2GTechnology #CleanEnergy #FutureofEnergy
EV Teamwork: Setting New Road Rules for Vehicle-to-Grid
energized.edison.com
To view or add a comment, sign in
-
Did you know that the first documented electric vehicle fleet dates back to 1897 and that we have had "modern" day consumer market EV's on our roads since the 1990's? So what's new about vehicle decarbonization in 2024? It's a week to go until Amy and I host a one hour webinar where we plan to share our personal and practical thoughts and insights on the transition to a low carbon road vehicle ecosystem in the US, UK and Europe – with a focus on what we are learning through the work we are doing to help our clients transition and operationalize low carbon fleets. If you are interested in joining us and haven't signed up yet, please click on the link in the post. #PAConsulting #EV's #FleetElectrification #VehicleDecarbonization #ZEVs #CleanAndSmartMobility
Fuelling the future: the technologies accelerating clean and smart mobility
www2.paconsulting.com
To view or add a comment, sign in
77 followers