Global Organization
In this article, a real-time fault prediction method combining cost-sensitive logistic regression (CS-LR) and cost-sensitive support vector machine classification (CS-SVM) is proposed. CS-LR is first used to classify the fault data of smart charging piles, then the CS-SVM is adopted to predict the faults based on the classified data.
Abstract: With the application of the Internet of Things (IoT), smart charging piles, which are important facilities for new energy electric vehicles (NEVs), have become an important part of the smart grid.
Since the smart charging piles are generally deployed in complex environments and prone to failure, it is significant to perform efficient fault diagnosis and timely maintenance for them.
CS-LR is first used to classify the fault data of smart charging piles, then the CS-SVM is adopted to predict the faults based on the classified data. The feasibility of the proposed model is illustrated through the case study on fault prediction of real-world smart charging piles.
In this paper, the battery energy storage technology is applied to the traditional EV (electric vehicle) charging piles to build a new EV charging pile with … learn more on CNN-SVM Fault …
Exploring best-matched embedding model and classifier for charging-pile fault diagnosis. April 2023; ... 3 User personal fault The indicator light of the charging pile is not ... J …
Negatively charged electrons flow from the positive pole of the battery to the negative pole through an external circuit, so that the charge state of the positive and negative …
The warning light of the energy storage charging pile occasionally lights up As illustrated in Fig. 2 (a), the test set-up consists of four major components: the energy pile-soil system for heat …
Underground solar energy storage via energy piles: An … A laboratory-scale coupled energy pile-solar collector system was constructed. • Effects of major parameters and their inter …
The simulation results in this paper show that: (1) Enough output power can be provided to meet the design and use requirements of the energy-storage charging pile; (2) the control guidance …
This paper presents a cutting-edge Sustainable Power Management System for Light Electric Vehicles (LEVs) using a Hybrid Energy Storage Solution (HESS) integrated with …
1 INTRODUCTION 1.1 Motivation. A good opportunity for the quick development of energy storage is created by the notion of a carbon-neutral aim. To promote the accomplishment of …
The charging pile system is roughly divided into input power distribution, control circuit, monitoring display, billing and charging interface, emergency stop button, card reader, output connector, …
This series of energy storage charging system is an energy storage charging power supply equipment with high charging efficiency and large energy storage capacity, which is mainly …
Fault Detection Method of AC Charging Pile in Coastal Cities. The fault detection method of AC charging pile in coastal cities based on Kalman filter algorithm is studied. Through data fusion, …
Hence, the pole-to-ground fault will be equivalent to a pole-to-pole fault, but with a longer time constant attributed to the inclusion of the voltage balancer inductor in the …
shows the tariff table for different time periods in a city, and this paper optimizes the energy storage charging piles according to the tariff table and load curves.Electricity tariffs …
Underground solar energy storage via energy piles: An … A laboratory-scale coupled energy pile-solar collector system was constructed. • Effects of major parameters and their inter …
Energy storage charging pile positive pole to ground resistance DC-system grounding: Existing strategies, performance analysis, … The negative or positive pole of the unipolar dc system …
The DC charging pile, which is an isolated DC charging pile focusing on product safety performance, is mainly used for quick charging of pure electric vehicles.
The warning light of the energy storage charging pile occasionally lights up As illustrated in Fig. 2 (a), the test set-up consists of four major components: the energy pile-soil system for heat …
In this article, a real-time fault prediction method combining cost-sensitive logistic regression (CS-LR) and cost-sensitive support vector machine classification (CS-SVM) …
Moreover, a coupled PV-energy storage-charging station (PV-ES-CS) is a key development target for energy in the future that can effectively combine the advantages of photovoltaic, energy storage and electric vehicle …
2.1 Fault Current Control Principle. Considering the voltage source characteristics of the battery energy storage system, it can be equated to an adjustable DC voltage source …
The energy storage rate q sto per unit pile length is calculated using the equation below: (3) q sto = m ̇ c w T i n pile-T o u t pile / L where m ̇ is the mass flowrate of the …
The battery energy storage technology is applied to the traditional EV (electric vehicle) charging piles to build a new EV charging pile with integrated charging, discharging, …