CN111860940A - 一种基于逻辑回归算法的煤矿配电网络停电事故预测方法 - Google Patents
一种基于逻辑回归算法的煤矿配电网络停电事故预测方法 Download PDFInfo
- Publication number
- CN111860940A CN111860940A CN202010491391.7A CN202010491391A CN111860940A CN 111860940 A CN111860940 A CN 111860940A CN 202010491391 A CN202010491391 A CN 202010491391A CN 111860940 A CN111860940 A CN 111860940A
- Authority
- CN
- China
- Prior art keywords
- data
- logistic regression
- power
- coal mine
- working
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000007477 logistic regression Methods 0.000 title claims abstract description 47
- 239000003245 coal Substances 0.000 title claims abstract description 37
- 238000000034 method Methods 0.000 title claims abstract description 34
- 238000004422 calculation algorithm Methods 0.000 title claims abstract description 28
- 239000011159 matrix material Substances 0.000 claims abstract description 23
- 238000007781 pre-processing Methods 0.000 claims abstract description 8
- 238000012549 training Methods 0.000 claims description 13
- 238000012545 processing Methods 0.000 claims description 11
- 230000002159 abnormal effect Effects 0.000 claims description 7
- 230000000717 retained effect Effects 0.000 claims description 6
- 238000013499 data model Methods 0.000 claims description 5
- 238000007476 Maximum Likelihood Methods 0.000 claims description 3
- 230000005540 biological transmission Effects 0.000 claims description 3
- 238000010276 construction Methods 0.000 claims description 3
- 238000009795 derivation Methods 0.000 claims description 3
- 238000012423 maintenance Methods 0.000 claims description 3
- 238000010248 power generation Methods 0.000 claims description 3
- 238000012360 testing method Methods 0.000 claims description 3
- 238000012795 verification Methods 0.000 claims description 3
- 230000001351 cycling effect Effects 0.000 claims description 2
- 238000011478 gradient descent method Methods 0.000 claims description 2
- 238000004364 calculation method Methods 0.000 description 5
- 238000005065 mining Methods 0.000 description 5
- 238000004140 cleaning Methods 0.000 description 4
- 238000005516 engineering process Methods 0.000 description 4
- 238000012544 monitoring process Methods 0.000 description 4
- 238000004458 analytical method Methods 0.000 description 2
- 230000002547 anomalous effect Effects 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 238000009825 accumulation Methods 0.000 description 1
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 description 1
- 238000006243 chemical reaction Methods 0.000 description 1
- 238000002790 cross-validation Methods 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 239000007789 gas Substances 0.000 description 1
- 239000001301 oxygen Substances 0.000 description 1
- 229910052760 oxygen Inorganic materials 0.000 description 1
- 238000010079 rubber tapping Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/10—File systems; File servers
- G06F16/18—File system types
- G06F16/182—Distributed file systems
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
- G06F18/2415—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on parametric or probabilistic models, e.g. based on likelihood ratio or false acceptance rate versus a false rejection rate
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/06—Energy or water supply
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Business, Economics & Management (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Economics (AREA)
- General Engineering & Computer Science (AREA)
- Strategic Management (AREA)
- Human Resources & Organizations (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Life Sciences & Earth Sciences (AREA)
- Evolutionary Biology (AREA)
- Bioinformatics & Computational Biology (AREA)
- General Business, Economics & Management (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- Tourism & Hospitality (AREA)
- Marketing (AREA)
- Evolutionary Computation (AREA)
- General Health & Medical Sciences (AREA)
- Water Supply & Treatment (AREA)
- Primary Health Care (AREA)
- Probability & Statistics with Applications (AREA)
- Public Health (AREA)
- Databases & Information Systems (AREA)
- Development Economics (AREA)
- Game Theory and Decision Science (AREA)
- Entrepreneurship & Innovation (AREA)
- Operations Research (AREA)
- Quality & Reliability (AREA)
- Supply And Distribution Of Alternating Current (AREA)
Abstract
Description
Claims (8)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010491391.7A CN111860940B (zh) | 2020-06-02 | 2020-06-02 | 一种基于逻辑回归算法的煤矿配电网络停电事故预测方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010491391.7A CN111860940B (zh) | 2020-06-02 | 2020-06-02 | 一种基于逻辑回归算法的煤矿配电网络停电事故预测方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN111860940A true CN111860940A (zh) | 2020-10-30 |
CN111860940B CN111860940B (zh) | 2024-03-19 |
Family
ID=72985423
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010491391.7A Active CN111860940B (zh) | 2020-06-02 | 2020-06-02 | 一种基于逻辑回归算法的煤矿配电网络停电事故预测方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN111860940B (zh) |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110533320A (zh) * | 2019-08-28 | 2019-12-03 | 广东电网有限责任公司 | 一种基于Hadoop平台的电力设备停电计划编制方法 |
CN113205219A (zh) * | 2021-05-12 | 2021-08-03 | 大连大学 | 一种基于梯度下降优化逻辑斯谛回归算法的农业用水水质预测方法 |
CN113762619A (zh) * | 2021-09-08 | 2021-12-07 | 国家电网有限公司 | 配电物联网用户负荷识别方法、系统、设备和存储介质 |
CN115456210A (zh) * | 2022-08-22 | 2022-12-09 | 国网浙江省电力有限公司杭州市临安区供电公司 | 一种基于级联逻辑回归贝叶斯算法的用电投诉预警方法 |
CN115775630A (zh) * | 2023-02-10 | 2023-03-10 | 北京海思瑞格科技有限公司 | 一种术前基于睡眠阶段数据的术后肺部并发症概率预测方法 |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN106786560A (zh) * | 2017-02-14 | 2017-05-31 | 中国电力科学研究院 | 一种电力系统稳定特征自动提取方法及装置 |
CN107392479A (zh) * | 2017-07-27 | 2017-11-24 | 国网河南省电力公司电力科学研究院 | 基于逻辑回归模型的电力客户停电敏感度评分卡实施方法 |
US20180240202A1 (en) * | 2015-08-19 | 2018-08-23 | China Electric Power Research Institute Company Limited | Method of predicting distribution network operation reliability |
CN109299740A (zh) * | 2018-09-28 | 2019-02-01 | 北京赛博贝斯数据科技有限责任公司 | 一种逻辑回归模型的构建方法及系统 |
CN111126658A (zh) * | 2019-11-15 | 2020-05-08 | 太原理工大学 | 一种基于深度学习的煤矿瓦斯预测方法 |
-
2020
- 2020-06-02 CN CN202010491391.7A patent/CN111860940B/zh active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20180240202A1 (en) * | 2015-08-19 | 2018-08-23 | China Electric Power Research Institute Company Limited | Method of predicting distribution network operation reliability |
CN106786560A (zh) * | 2017-02-14 | 2017-05-31 | 中国电力科学研究院 | 一种电力系统稳定特征自动提取方法及装置 |
CN107392479A (zh) * | 2017-07-27 | 2017-11-24 | 国网河南省电力公司电力科学研究院 | 基于逻辑回归模型的电力客户停电敏感度评分卡实施方法 |
CN109299740A (zh) * | 2018-09-28 | 2019-02-01 | 北京赛博贝斯数据科技有限责任公司 | 一种逻辑回归模型的构建方法及系统 |
CN111126658A (zh) * | 2019-11-15 | 2020-05-08 | 太原理工大学 | 一种基于深度学习的煤矿瓦斯预测方法 |
Non-Patent Citations (1)
Title |
---|
黄竟文;: "煤矿灾害风险预警的方法及模型", 矿业安全与环保, vol. 39, no. 04, pages 85 - 87 * |
Cited By (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110533320A (zh) * | 2019-08-28 | 2019-12-03 | 广东电网有限责任公司 | 一种基于Hadoop平台的电力设备停电计划编制方法 |
CN110533320B (zh) * | 2019-08-28 | 2023-05-02 | 广东电网有限责任公司 | 一种基于Hadoop平台的电力设备停电计划编制方法 |
CN113205219A (zh) * | 2021-05-12 | 2021-08-03 | 大连大学 | 一种基于梯度下降优化逻辑斯谛回归算法的农业用水水质预测方法 |
CN113762619A (zh) * | 2021-09-08 | 2021-12-07 | 国家电网有限公司 | 配电物联网用户负荷识别方法、系统、设备和存储介质 |
CN113762619B (zh) * | 2021-09-08 | 2023-07-28 | 国家电网有限公司 | 配电物联网用户负荷识别方法、系统、设备和存储介质 |
CN115456210A (zh) * | 2022-08-22 | 2022-12-09 | 国网浙江省电力有限公司杭州市临安区供电公司 | 一种基于级联逻辑回归贝叶斯算法的用电投诉预警方法 |
CN115456210B (zh) * | 2022-08-22 | 2024-04-12 | 国网浙江省电力有限公司杭州市临安区供电公司 | 一种基于级联逻辑回归贝叶斯算法的用电投诉预警方法 |
CN115775630A (zh) * | 2023-02-10 | 2023-03-10 | 北京海思瑞格科技有限公司 | 一种术前基于睡眠阶段数据的术后肺部并发症概率预测方法 |
Also Published As
Publication number | Publication date |
---|---|
CN111860940B (zh) | 2024-03-19 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN111860940A (zh) | 一种基于逻辑回归算法的煤矿配电网络停电事故预测方法 | |
CN103499753B (zh) | 快速识别高压直流输电系统暂态故障的智能系统 | |
CN111047082A (zh) | 设备的预警方法及装置、存储介质和电子装置 | |
CN115048591B (zh) | 一种基于人工智能的配电网全息数据可视化智能展示分析系统 | |
US20180330250A1 (en) | Energy management system with intelligent anomaly detection and prediction | |
CN106503439A (zh) | 一种基于数据挖掘的采集故障预警系统的方法 | |
CN110095661B (zh) | 一种配电变压器高压侧缺相故障抢修方法 | |
CN109949178B (zh) | 一种基于支持向量机中压配网停电事件判断及补全方法 | |
CN114243932B (zh) | 一种变电站视频及环境监控站端系统智能运维终端 | |
CN115755738A (zh) | 矿用智能电力监控系统 | |
CN111209535B (zh) | 一种电力设备相继故障风险识别方法及系统 | |
CN114370380A (zh) | 一种计及气象因素的风电机组故障诊断方法 | |
CN115603459A (zh) | 一种基于数字孪生技术的配电网关键厂站监测方法与系统 | |
CN105958652A (zh) | 基于大数据分析的无人值守变电站预警系统及方法 | |
CN116418117A (zh) | 一种用于智能电网的设备检测系统 | |
CN116070143A (zh) | 一种基于人工智能的配电网多源异构数据融合方法及系统 | |
CN117612345A (zh) | 一种电力设备状态监测报警系统及方法 | |
CN109035066A (zh) | 基于svm的10千伏配网高掉闸线路成因分析及治理方法 | |
CN116703852A (zh) | 一种电网检修风险预警方法及系统 | |
CN113570473B (zh) | 设备故障监测方法、装置、计算机设备和存储介质 | |
CN104979903A (zh) | 一种集控中心巡维分析方法和装置 | |
CN110839256B (zh) | 一种蜂窝网络数据异常检测方法 | |
CN112001073A (zh) | 一种牵引供电系统的可靠性分析研究方法 | |
CN113418632A (zh) | 一种油浸式变压器油温预测的概念漂移检测方法 | |
CN111583594A (zh) | 一种配电箱预警系统及预警方法 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
TA01 | Transfer of patent application right | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20240122 Address after: Room A090, Jian'an Co Creator Space Office Card, No. A701, Zone A, Guangzhou International Business Incubator, No. 3 Juquan Road, Science City, Huangpu District, Guangzhou City, Guangdong Province, 510670 Applicant after: Guangzhou chick Information Technology Co.,Ltd. Country or region after: China Address before: 046204 No. 65 North East Street, Changzhi City, Shanxi Province Applicant before: SHANXI LU'AN ENVIRONMENTAL ENERGY DEVELOPMENT Co.,Ltd. Country or region before: China |
|
TA01 | Transfer of patent application right | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20240202 Address after: 430000, Room 03, 28th Floor, Building 2, Block K3, Central Cultural Tourism Zone, Wuchang District, Wuhan City, Hubei Province Applicant after: Hubei Lingyun Electric Power Construction Co.,Ltd. Country or region after: China Address before: Room A090, Jian'an Co Creator Space Office Card, No. A701, Zone A, Guangzhou International Business Incubator, No. 3 Juquan Road, Science City, Huangpu District, Guangzhou City, Guangdong Province, 510670 Applicant before: Guangzhou chick Information Technology Co.,Ltd. Country or region before: China |
|
GR01 | Patent grant | ||
GR01 | Patent grant |