乌海市新能源汽车充电桩功率利用率分析数据

通过对本地区新能源汽车充电交易数据和充电功率数据的深入收集与分析，能够准确计算充电桩的功率利用率，并据此洞察充电需求的变化趋势。分析结果为电网公司和充电桩运营商提供了精准的扩容或减容决策依据，确保资源配置的科学性和合理性。功率利用率数据为市场营销策略提供坚实的数据支撑，使得运营商能够通过分析不同区域和时段的充电需求，优化充电桩的分布，进而提升用户的充电体验，增强客户吸引力和忠诚度。1、数据采集：利用乌海市公共汽车租赁服务公司充电管理平台，采集乌海市各个充电站及充电桩业务数据
2、数据处理：对采集到的数据进行聚合与分类，按照日期、充电站、额定功率、总电量、充电时长等关键维度进行梳理。
3、数据加工：总金额（元）=总电量（kwh）*单价（元/kwh）；平均充电时长（小时）=平均充电时长（秒）/60/60；充电总时长（小时）=平均充电时长（小时）*充电次数；输出功率（kw）=总电量（kwh）/充电总时长（小时）；功率利用率（%）=输出功率（kw）/额定功率（kw）；
4）数据分类分级：把所有计算出来的功率利用率从高到低排序，按照功率利用率将充电桩的充电效能等级划分为“高效、中效、低效”共3个级别（80%以上标记为“高效”，60%-80%（含80%）的标记为“中效”，60%以下的（含60%）标记为“低效”），帮助公司更好地运营充电桩资源，提供扩容或减容的决策依据，同时协助电网平衡供需，降低峰值负荷。

In-depth collection and analysis of new energy vehicle charging transaction data and charging power data in this local region can accurately calculate the power utilization rate of charging piles, and gain insights into the changing trends of charging demand. The analysis results provide precise decision-making basis for capacity expansion or reduction for power grid companies and charging pile operators, ensuring the scientificity and rationality of resource allocation. The power utilization rate data provides solid data support for marketing strategies, enabling operators to analyze charging demands in different regions and time periods, optimize the layout of charging piles, thereby improving users' charging experience and enhancing customer attraction and loyalty.
1. Data Collection: The charging management platform of Wuhai Public Bus Rental Service Company is utilized to collect service data of various charging stations and charging piles in Wuhai City.
2. Data Processing: The collected data are aggregated and classified, and sorted out according to key dimensions including date, charging station, rated power, total electricity consumption (kWh), charging duration, etc.
3. Data Calculation & Processing:
- Total amount (CNY) = Total electricity consumption (kWh) × Unit price (CNY/kWh);
- Average charging duration (hour) = Average charging duration (second) / 60 / 60;
- Total charging duration (hour) = Average charging duration (hour) × Number of charging sessions;
- Output power (kW) = Total electricity consumption (kWh) / Total charging duration (hour);
- Power utilization rate (%) = Output power (kW) / Rated power (kW);
4. Data Classification and Grading: All calculated power utilization rates are sorted in descending order, and the charging efficiency levels of charging piles are divided into three categories: "High-efficiency", "Medium-efficiency" and "Low-efficiency" based on the power utilization rate (marked as "High-efficiency" for rates above 80%, "Medium-efficiency" for 60%-80% (including 80%), and "Low-efficiency" for 60% and below (including 60%)). This helps the company better operate charging pile resources, provides decision-making basis for capacity expansion or reduction, and assists the power grid in balancing supply and demand while reducing peak load.

搜集汇总

数据集介绍

特点

该数据集记录了乌海市新能源汽车充电桩的功率利用率及相关数据，包含662条记录，每日更新。通过算法计算功率利用率并划分效能等级，为电网公司和运营商提供决策依据，优化充电桩分布和市场营销策略。