地球资源数据云——数据资源详情
电气故障检测和分类
该数据集《Electrical Fault detection and classification》主要用于多分类任务，数据形态以文本为主，应用场景偏向医疗健康。 题目说明：A collection of line currents and voltages for different fault conditions 任务类型：文本多分类。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：classData.csv, detect_dataset.csv。 Context The transmission line is the most crucial part of the power system. The requirement of power and its allegiance has grown up exponentially over the modern era, and the prominent role of a transmission line is to transmit electric power from the source area to the distribution network. The electrical power system consists of so many complex dynamic and interacting elements that are always prone to disturbance or an electrical fault. High - capacity electrical generating power plants and the grid concept, i.e., synchronized electrical power plants and geographical d displaced grids, required fault detection and operation of protection equipment in minimum possible time to remain stable. The faults on electrical power system transmission lines are supposed to be first detected and classified correctly and should be cleared in the least possible time. The protection system used for a transmission line can also initiate the other relays to protect the power system from outages.
摘要概览
该数据集《Electrical Fault detection and classification》主要用于多分类任务，数据形态以文本为主，应用场景偏向医疗健康。 题目说明：A collection of line currents and voltages for different fault conditions
任务类型：文本多分类。
建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：classData.csv, detect_dataset.csv。
Context
The transmission line is the most crucial part of the power system. The requirement of power and its allegiance has grown up exponentially over the modern era, and the prominent role of a transmission line is to transmit electric power from the source area to the distribution network.
The electrical power system consists of so many complex dynamic and interacting elements that are always prone to disturbance or an electrical fault.
High - capacity electrical generating power plants and the grid concept, i.e., synchronized electrical power plants and geographical d displaced grids, required fault detection and operation of protection equipment in minimum possible time to remain stable.
The faults on electrical power system transmission lines are supposed to be first detected and classified correctly and should be cleared in the least possible time. The protection system used for a transmission line can also initiate the other relays to protect the power system from outages.