Why do smart charging piles need maintenance?

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.

How to predict demand for airport charging facilities/piles?

In order to predict the demand for airport charging facilities/piles, a demand prediction model was proposed for airports, which includes airside and landside of airports. The airside prediction model was calculated according to air traffic volume and vehicle pile ratio.

How many charging piles are planned to be built in airports?

Up to now, the number of charging piles planned to be built in airports has exceeded 500 and the planning investment from 2015 to 2018 has exceeded 120 million RMB. 3. Airport charging infrastructure demand forecast 3.1. Airside Demand of airport airside charging facilities was predicted by ratio of vehicle to pile.

Are smart charging piles an important part of the smart grid?

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.

Can cost-sensitive logistic regression predict smart charging pile faults?

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.

Do direct-current charging piles increase EV sales?

The promotion effect of direct-current charging piles on EV sales is twice that of alternating-current charging piles in the one-year simulation of our model. Increasing the number of EV charging piles has a significant impact on battery electric vehicle sales but not on plug-in hybrid electric vehicle sales. 1. Introduction