深度学习预测现实世界电动汽车直流充电配置和持续时间
Siyi Li1, Mingrui Zhang2, Robert Doel3
1Department of Earth Science and Engineering, Imperial College London, London, UK. siyi.li20@imperial.ac.uk.
Nature communications
|December 5, 2025
概括
准确的电动汽车充电预测现在可以使用一种新的深度学习模型. 该框架以高准确度预测充电配置文件和持续时间,即使使用最小的数据,也有助于优化基础设施.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 可持续能源 可持续能源
背景情况:
- 优化电动汽车 (EV) 基础设施需要准确的充电预测.
- 直流 (DC) 快速充电行为是复杂的,受到许多因素的影响.
- 现有的预测方法可能缺乏准确性或实时适应性.
研究的目的:
- 开发一个深度学习框架,用于预测电动汽车充电配置和持续时间.
- 使用增量数据实现实时预测更新.
- 为预测提供不确定性估计.
主要方法:
- 一个深度学习模型在909,135个现实世界电动汽车充电时段中接受了训练.
- 该模型从最小的输入预测充电行为,用新数据完善预测.
- 测试了各种车型和充电场景的通用化.
主要成果:
- 该模型在从单个数据点预测充电时间时达到90%的准确性.
- 在5分钟内使用6个数据点,精度达到95%,误差小于1分钟.
- 该框架展示了各种电动汽车型号和充电条件的概括性.
结论:
- 随时可用的充电数据可以实现对电动汽车充电行为的高度准确的预测.
- 拟议的深度学习框架提供了一个实用且可扩展的解决方案.
- 这种方法支持高效的电动汽车基础设施规划,部署和可靠性.
相关概念视频
Continuous Charge Distributions
7.9K
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...
7.9K
Charging Conductors By Induction
8.9K
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...
8.9K
Charge and Current
5.1K
Electric charge is the most fundamental quantity in an electric circuit. The effects of electric charge are encountered daily, such as when a wool sweater sticks to the human body or when a person receives a shock while walking on a carpet.
Charge is an inherent property of the atomic particles that make up matter and is measured in units called coulombs (C). Matter is composed of atoms, each consisting of electrons, protons, and neutrons. Electrons have a negative charge (-e), while protons...
Charge is an inherent property of the atomic particles that make up matter and is measured in units called coulombs (C). Matter is composed of atoms, each consisting of electrons, protons, and neutrons. Electrons have a negative charge (-e), while protons...
5.1K
Induced Electric Fields: Applications
2.5K
An important distinction exists between the electric field induced by a changing magnetic field and the electrostatic field produced by a fixed charge distribution. Specifically, the induced electric field is nonconservative because it does not work in moving a charge over a closed path. In contrast, the electrostatic field is conservative and does no net work over a closed path. Hence, electric potential can be associated with the electrostatic field but not the induced field. The following...
2.5K
Batteries and Fuel Cells
30.7K
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...
30.7K
Finding Electric Potential From Electric Field
5.3K
For a system of charges, it is easy to calculate the system's potential because potential is a scalar quantity. However, in some instances where calculating the electric field is more straightforward than finding the potential, the electric field is used to calculate the system's potential. For a positive charge, the electric field is radially outward, and the potential is positive at any finite distance from the positive charge. In such an electric field, the motion away from the...
5.3K
