Leveraging machine learning for efficient EV integration as mobile battery energy storage systems: Exploring strategic frameworks and incentives DOI Creative Commons
Mohammad Javad Salehpour, M. J. Hossain

Journal of Energy Storage, Journal Year: 2024, Volume and Issue: 92, P. 112151 - 112151

Published: May 24, 2024

The emergence of electric vehicles is reshaping the energy landscape, requiring development innovative integration mechanisms to engage prosumers. However, current methods face numerous challenges when actively involving communities. Some key include system uncertainties and time issues, optimizing charging strategies, real-time decision-making needs, privacy concerns, battery degradation. For instance, unpredictability driver behavior traffic conditions introduces complexities in devising efficient strategies economic incentive models. intricate interplay these factors necessitates advanced computational techniques, making machine learning an invaluable tool. This paper concisely reviews prominent algorithms, encompassing supervised unsupervised learning, focusing on their distinctive capabilities prediction, clustering, dimensionality reduction, generative modeling. Additionally, it explores reinforcement emphasizing its aptitude for decision-making. focus study lies application specifically examining effectiveness various strategic operational frameworks. aim integrate into power systems efficiently. These frameworks bargaining, contracts, auctions, game theory, incentives such as pricing cost-profit optimization. Each includes a concise overview general methodology investigates in-depth discussions regarding suitability deploying techniques. will guide industry professionals implementing solutions vehicle dispatching problems provide valuable insights academics further research development.

Language: Английский

Optimal Integration of EV Charging Infrastructure in Sustainable Distribution Systems via Growth Optimizer-based Hong Point Estimate DOI
Abdullah M. Shaheen,

Aya R. Ellien,

Adel A. Abou El‐Ela

et al.

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 134567 - 134567

Published: Jan. 1, 2025

Language: Английский

Citations

4
Long-term low carbon strategy of Morocco: A review of future scenarios and energy measures DOI Creative Commons
Hamza El Hafdaoui, Ahmed Khallaayoun, Kamar Ouazzani

et al.

Results in Engineering, Journal Year: 2023, Volume and Issue: 21, P. 101724 - 101724

Published: Dec. 29, 2023

This comprehensive review article illuminates Morocco's proactive response to climate change challenges over the past decades. Faced with drought episodes akin other Mediterranean countries, Morocco contends significant water stress, boasting limited resources estimated at 20 billion cubic meters and an annual per capita consumption of 700 m3. The country experiences a temperature surge 0.3–2.5 °C, coupled decreased precipitation, heightening impact on resources. plans 40 % reduction in emissions by 2030 (18.3 unconditional, 27.2 conditional international aid) impressive 77 decrease 2050 compared Business as Usual levels. study offers comprehensive, groundbreaking analysis, representing first low-carbon strategy energy initiatives. It meticulously examines 155 research papers through Preferred Reporting Items for Systematic Reviews Meta-Analyses (PRISMA) methodology, categorizing solutions into engineering managerial domains. Covering power, transport, building, industry, agriculture, provides taxonomy solutions, including renewable energy, auditing, efficiency, sufficiency, digitalization management. Simultaneously, ranging from education subsidies policy reforms, are detailed. These contribute standing leader action clean transition. Despite these contributions, acknowledges potential limitations, reliance available literature regional variations solution applicability. Nonetheless, it serves foundational resource understanding endeavors addressing promoting sustainable practices.

Language: Английский

Citations

35
A comprehensive review on coordinated charging of electric vehicles in distribution networks DOI
Isha Chandra, Navneet Kumar Singh, Paulson Samuel

et al.

Journal of Energy Storage, Journal Year: 2024, Volume and Issue: 89, P. 111659 - 111659

Published: April 19, 2024

Language: Английский

Citations

13
A methodology for optimal placement of energy hubs with electric vehicle charging stations and renewable generation DOI Creative Commons
Michele Garau, Bendik Nybakk Torsæter

Energy, Journal Year: 2024, Volume and Issue: 304, P. 132068 - 132068

Published: Sept. 1, 2024

The use of electric vehicles and renewable energy sources can significantly contribute to the reduction pollution levels, fostering a cleaner more sustainable environment. In addition their positive environmental impact, also serve as storage units, enabling bidirectional flow between grid. Despite these promising prospects, disjointed approach charging infrastructure planning overlooks synergies transportation ecosystem. This calls for holistic coordinated development that harnesses benefits emerging from convergence vehicles, energy, transport planning. paper presents methodology optimal placement future Energy Hubs vehicle generation. uses data open-source datasets involving sources, traffic density, patterns, road topology, land use. optimization problem is formulated multi-objective linear programming problem, with objectives minimizing number Hub radius coverage distance power substations, maximizing demonstrated through an application in Trondheim, Norway, which produces Pareto front decision-makers evaluate best trade-offs objectives.

Language: Английский

Citations

10
Conceptual design and optimization of integrating renewable energy sources with hydrogen energy storage capabilities DOI

Qiaorong Zhao,

Ali Basem,

Hayder Oleiwi Shami

et al.

International Journal of Hydrogen Energy, Journal Year: 2024, Volume and Issue: 79, P. 1313 - 1330

Published: July 13, 2024

Language: Английский

Citations

9
Artificial Intelligence-Based Electric Vehicle Smart Charging System in Malaysia DOI Creative Commons
Siow Jat Shern, Md. Tanjil Sarker,

Gobbi Ramasamy

et al.

World Electric Vehicle Journal, Journal Year: 2024, Volume and Issue: 15(10), P. 440 - 440

Published: Sept. 28, 2024

The worldwide transition to electric vehicles (EVs) is gaining momentum, propelled by the imperative reduce carbon emissions and foster sustainable transportation. In Malaysia, government facilitating this transformation through targeted initiatives aimed at promoting use of developing required infrastructure. This paper investigates crucial role artificial intelligence (AI) in intelligent vehicle (EV) charging infrastructure, specifically focusing on context Malaysia. examines current infrastructure highlights advancements led (AI), references both local international case studies. Fluctuations Total Industry Volume (TIV) Production (TIP) reflect changes market demand production capabilities, with notable peaks March 2023 2024. research reveals that AI technologies, such as machine learning predictive analytics, can enhance efficiency, improve user experience, support grid stability. A mathematical model for an AI-based smart system was developed, implemented achieved 30% energy savings a 20.38% reduction costs compared traditional methods. These findings underscore system’s cost efficiency. addition, we outline potential advantages challenges associated incorporating into Malaysia’s Furthermore, offer recommendations researchers, industry stakeholders, regulators. Malaysia uptake make positive impact environment leveraging its (EVCS).

Language: Английский

Citations

9
Optimizing Vehicle-to-Grid Systems: Smart Integration of Shared Autonomous and Conventional Electric Vehicles DOI

T. Krishnan,

Priya Ranjan Satpathy, Vigna K. Ramachandaramurthy

et al.

eTransportation, Journal Year: 2025, Volume and Issue: 24, P. 100401 - 100401

Published: Feb. 6, 2025

Language: Английский

Citations

1
Low voltage grid resilience: Evaluating electric vehicle charging strategies in the context of the grid development plan Germany DOI Creative Commons
Ricardo Reibsch, Jakob Gemassmer, Tabea Katerbau

et al.

eTransportation, Journal Year: 2024, Volume and Issue: 20, P. 100323 - 100323

Published: Feb. 27, 2024

The ongoing transition to decentralized renewable energy sources and sector-coupled consumers is reshaping the system. Changes at lower grid levels can stress lines transformers. Crucial for a successful local are relief measures. Battery electric vehicles contribute higher loads on equipment but also offer flexibility. This paper assesses influence of four different charging strategies battery across five representative low-voltage grids based development plan in Germany years 2021, 2037, 2045. Results indicate that stress, specifically capacity will emerge by 2037 Decentralized photovoltaic systems primary contributors this due high simultaneous generation. Up nearly 20 % power may need be curtailed 2045, especially rural during summer, prevent overloads. Charging linked wholesale market prices inadvertently lead consumption-induced overloads, necessitating consideration restrictions. Implementing grid-friendly strategies, such as reduced or alignment with production, mitigate those overloads from almost 8 down 0.11 %. However, these have limited impact photovoltaic-induced low number connected day. In summary, appropriate ease suitable measures manage challenges battery-electric vehicle adoption.

Language: Английский

Citations

8
Critical review on fostering sustainable progress: An in-depth evaluation of cleaner production methodologies and pioneering innovations in industrial processes DOI

Sivasubramanian Manikandan,

Sundaram Vickram,

S. Deena

et al.

Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: 452, P. 142207 - 142207

Published: April 12, 2024

Language: Английский

Citations

8
Rooftop Solar and Electric Vehicle Integration for Smart, Sustainable Homes: A Comprehensive Review DOI Creative Commons
Muhammad Irfan, Sara Deilami, Shujuan Huang

et al.

Energies, Journal Year: 2023, Volume and Issue: 16(21), P. 7248 - 7248

Published: Oct. 25, 2023

The rapid growth of the energy and transport sectors has led to an increase in fuel consumption, resulting a significant rise greenhouse gas emissions. Switching renewable sources replacing internal combustion engines with electric vehicles (EVs) can significantly reduce In recent years, electrification transportation sector become primary focus research development efforts. However, if EVs are charged using conventional sources, we unable fully capitalize on their potential Charging is optimal solution. Otherwise, increased number roads impact stability existing grids. As result, smart homes EV charging stations becoming increasingly popular worldwide. This review focuses concept grid-connected rooftop solar photovoltaic (PV) integrated management systems Australia. Australia emissions building by electrifying range ultimately powering them 100% sources. benefits integration alongside for house-to-vehicle or vehicle-to-house, as well vehicle-to-grid grid-to-vehicle (bidirectional charging) capabilities also explored this article. By adopting these systems, provide schemes commercial use, contributing owner’s economic benefit.

Language: Английский

Citations

14