CN110674636A - 一种用电行为分析方法 - Google Patents
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Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111210158A (zh) * | 2020-01-14 | 2020-05-29 | 上海钧正网络科技有限公司 | 目标地址确定方法、装置、计算机设备和存储介质 |
CN112257413A (zh) * | 2020-10-30 | 2021-01-22 | 深圳壹账通智能科技有限公司 | 地址参数处理方法及相关设备 |
CN112395262A (zh) * | 2020-11-17 | 2021-02-23 | 江苏普旭软件信息技术有限公司 | 一种基于大数据平台审计日志的用户行为分析方法及系统 |
CN113656531A (zh) * | 2021-08-12 | 2021-11-16 | 南方电网数字电网研究院有限公司 | 一种电网地址结构化的处理方法及装置 |
CN113724117A (zh) * | 2020-12-28 | 2021-11-30 | 京东城市(北京)数字科技有限公司 | 用于房屋异常使用识别的模型训练方法和装置 |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107229602A (zh) * | 2017-05-22 | 2017-10-03 | 湘潭大学 | 一种智能楼宇微网用电行为的识别方法 |
CN108564418A (zh) * | 2018-04-27 | 2018-09-21 | 国网新疆电力有限公司 | 一种基于地址大数据分析的电力营销客户档案分析方法 |
CN109359186A (zh) * | 2018-10-25 | 2019-02-19 | 杭州时趣信息技术有限公司 | 一种确定地址信息的方法、装置和计算机可读存储介质 |
CN109635056A (zh) * | 2018-11-16 | 2019-04-16 | 海南电网有限责任公司信息通信分公司 | 用电地址数据处理方法、装置、计算机设备和存储介质 |
CN110019796A (zh) * | 2017-11-10 | 2019-07-16 | 北京信息科技大学 | 一种用户文本信息分析方法及装置 |
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2019
- 2019-09-02 CN CN201910822271.8A patent/CN110674636B/zh active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107229602A (zh) * | 2017-05-22 | 2017-10-03 | 湘潭大学 | 一种智能楼宇微网用电行为的识别方法 |
CN110019796A (zh) * | 2017-11-10 | 2019-07-16 | 北京信息科技大学 | 一种用户文本信息分析方法及装置 |
CN108564418A (zh) * | 2018-04-27 | 2018-09-21 | 国网新疆电力有限公司 | 一种基于地址大数据分析的电力营销客户档案分析方法 |
CN109359186A (zh) * | 2018-10-25 | 2019-02-19 | 杭州时趣信息技术有限公司 | 一种确定地址信息的方法、装置和计算机可读存储介质 |
CN109635056A (zh) * | 2018-11-16 | 2019-04-16 | 海南电网有限责任公司信息通信分公司 | 用电地址数据处理方法、装置、计算机设备和存储介质 |
Cited By (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111210158A (zh) * | 2020-01-14 | 2020-05-29 | 上海钧正网络科技有限公司 | 目标地址确定方法、装置、计算机设备和存储介质 |
CN111210158B (zh) * | 2020-01-14 | 2023-07-18 | 上海钧正网络科技有限公司 | 目标地址确定方法、装置、计算机设备和存储介质 |
CN112257413A (zh) * | 2020-10-30 | 2021-01-22 | 深圳壹账通智能科技有限公司 | 地址参数处理方法及相关设备 |
WO2022089227A1 (zh) * | 2020-10-30 | 2022-05-05 | 深圳壹账通智能科技有限公司 | 地址参数处理方法及相关设备 |
CN112257413B (zh) * | 2020-10-30 | 2022-05-17 | 深圳壹账通智能科技有限公司 | 地址参数处理方法及相关设备 |
CN112395262A (zh) * | 2020-11-17 | 2021-02-23 | 江苏普旭软件信息技术有限公司 | 一种基于大数据平台审计日志的用户行为分析方法及系统 |
CN113724117A (zh) * | 2020-12-28 | 2021-11-30 | 京东城市(北京)数字科技有限公司 | 用于房屋异常使用识别的模型训练方法和装置 |
CN113656531A (zh) * | 2021-08-12 | 2021-11-16 | 南方电网数字电网研究院有限公司 | 一种电网地址结构化的处理方法及装置 |
CN113656531B (zh) * | 2021-08-12 | 2024-06-14 | 南方电网数字电网研究院有限公司 | 一种电网地址结构化的处理方法及装置 |
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