一种深度神经网络方法,用于优化电动汽车乘车车队的充电行为
Kaizhe Chen1, Jin Liu2, Wenjing Lyu3,4
1School of Education, Beijing Institute of Technology, Beijing, China.
Scientific reports
|July 2, 2025
概括
人工智能优化了电动汽车 (EV) 充电的乘车队,降低了成本和碳排放. 本研究使用现实数据的深度学习来改善电动汽车运营并促进可持续的运输.
科学领域:
- 运输科学 运输科学
- 人工智能的人工智能
- 可持续能源 可持续能源
背景情况:
- 人工智能 (AI) 正在改变交通,推动电气化和碳中和.
- 优化电动汽车 (EV) 车队对于可持续运输至关重要,但缺乏关于乘车呼叫充电行为的实证研究.
- 转向电动汽车车队的乘车服务为减少排放提供了重大机会.
研究的目的:
- 为了解决优化电动汽车乘车车队充电行为的研究缺口.
- 分析关键变量对收费成本和排放的影响.
- 为改善电动汽车车队运营和促进低碳运输提供数据驱动的见解.
主要方法:
- 神经网络 (NN) 模型的开发.
- 使用自适应时刻估计 (Adam) 算法训练NN.
- 对包含214万个现实世界电动汽车充电事件的大数据集的分析.
主要成果:
- 识别当前的电动汽车充电行为模式在叫车服务.
- 评估各种因素对收费成本和碳排放的影响.
- 通过优化收费策略量化潜在的成本和排放减少.
结论:
- 该研究提出了一种新的深度学习方法,用于优化电动汽车乘坐电话充电.
- 调查结果为减少运营成本和环境影响提供了实际解决方案.
- 这项研究有助于推进电动汽车的采用和实现可持续交通目标.
相关概念视频
Continuous Charge Distributions
7.3K
Imagine a bucket of water. It contains many molecules, of the order of 1026 molecules. Thus, although it contains discrete elements (molecules) at the microscopic level, macroscopically, it can be considered continuous. Small volume elements of water, infinitesimal compared to the bulk of the bucket's volume, still contain many molecules. Under this framework, quantized matter is approximated as continuous for practical purposes.
The electric charge can also be subjected to an analogical...
The electric charge can also be subjected to an analogical...
7.3K
Distributed Loads: Problem Solving
743
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
743
Charging Conductors By Induction
8.3K
The Earth is a good conductor of electricity, and it is so big that it can be considered an infinite source or sink of charges. It can easily exchange charges with any matter.
Generally, conductors like metals do not allow any excess charge to be present on them. Any excess charge added to metals easily flows away, for example, when a metal is placed on the Earth. This process is called earthing.
However, conductors can be charged by a process called induction. For example, consider charging a...
Generally, conductors like metals do not allow any excess charge to be present on them. Any excess charge added to metals easily flows away, for example, when a metal is placed on the Earth. This process is called earthing.
However, conductors can be charged by a process called induction. For example, consider charging a...
8.3K
Fast Decoupled and DC Powerflow
300
The fast decoupled power flow method addresses contingencies in power system operations, such as generator outages or transmission line failures. This method provides quick power flow solutions, essential for real-time system adjustments. Fast decoupled power flow algorithms simplify the Jacobian matrix by neglecting certain elements, leading to two sets of decoupled equations:
300
Batteries and Fuel Cells
28.0K
A battery is a galvanic cell that is used as a source of electrical power for specific applications. Modern batteries exist in a multitude of forms to accommodate various applications, from tiny button batteries such as those that power wristwatches to the very large batteries used to supply backup energy to municipal power grids. Some batteries are designed for single-use applications and cannot be recharged (primary cells), while others are based on conveniently reversible cell reactions that...
28.0K
Neural Regulation
40.3K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
40.3K


