AU2020372283A1 - Lightning prediction method - Google Patents
Lightning prediction method Download PDFInfo
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- AU2020372283A1 AU2020372283A1 AU2020372283A AU2020372283A AU2020372283A1 AU 2020372283 A1 AU2020372283 A1 AU 2020372283A1 AU 2020372283 A AU2020372283 A AU 2020372283A AU 2020372283 A AU2020372283 A AU 2020372283A AU 2020372283 A1 AU2020372283 A1 AU 2020372283A1
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- lightning
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- 238000000034 method Methods 0.000 title claims abstract description 21
- 238000004422 calculation algorithm Methods 0.000 claims abstract description 35
- 238000007637 random forest analysis Methods 0.000 claims abstract description 12
- 238000012545 processing Methods 0.000 claims abstract description 7
- 238000001556 precipitation Methods 0.000 claims description 8
- 238000012417 linear regression Methods 0.000 claims description 6
- 238000005381 potential energy Methods 0.000 claims description 4
- 238000002310 reflectometry Methods 0.000 claims description 4
- 238000011156 evaluation Methods 0.000 claims description 3
- 238000004364 calculation method Methods 0.000 description 12
- 230000006870 function Effects 0.000 description 9
- 230000000694 effects Effects 0.000 description 4
- 238000011161 development Methods 0.000 description 3
- 230000005684 electric field Effects 0.000 description 2
- 238000013213 extrapolation Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 238000013459 approach Methods 0.000 description 1
- 238000009833 condensation Methods 0.000 description 1
- 230000005494 condensation Effects 0.000 description 1
- 238000003066 decision tree Methods 0.000 description 1
- 230000001066 destructive effect Effects 0.000 description 1
- 239000012530 fluid Substances 0.000 description 1
- 238000013277 forecasting method Methods 0.000 description 1
- 238000007477 logistic regression Methods 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 230000002265 prevention Effects 0.000 description 1
- 238000013179 statistical model Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 238000012549 training Methods 0.000 description 1
Classifications
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- 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
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/24323—Tree-organised classifiers
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/20—Ensemble learning
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- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Business, Economics & Management (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Software Systems (AREA)
- Computer Vision & Pattern Recognition (AREA)
- General Engineering & Computer Science (AREA)
- Evolutionary Computation (AREA)
- Economics (AREA)
- Artificial Intelligence (AREA)
- Strategic Management (AREA)
- Human Resources & Organizations (AREA)
- Computing Systems (AREA)
- Medical Informatics (AREA)
- Tourism & Hospitality (AREA)
- Entrepreneurship & Innovation (AREA)
- General Business, Economics & Management (AREA)
- Operations Research (AREA)
- Game Theory and Decision Science (AREA)
- Development Economics (AREA)
- Quality & Reliability (AREA)
- Marketing (AREA)
- Mathematical Physics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201911011363.4A CN110796299A (zh) | 2019-10-23 | 2019-10-23 | 一种雷电预测方法 |
CN201911011363.4 | 2019-10-23 | ||
PCT/CN2020/090434 WO2021077729A1 (zh) | 2019-10-23 | 2020-05-15 | 一种雷电预测方法 |
Publications (1)
Publication Number | Publication Date |
---|---|
AU2020372283A1 true AU2020372283A1 (en) | 2021-11-25 |
Family
ID=69440985
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
AU2020372283A Abandoned AU2020372283A1 (en) | 2019-10-23 | 2020-05-15 | Lightning prediction method |
Country Status (3)
Country | Link |
---|---|
CN (1) | CN110796299A (zh) |
AU (1) | AU2020372283A1 (zh) |
WO (1) | WO2021077729A1 (zh) |
Families Citing this family (20)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110796299A (zh) * | 2019-10-23 | 2020-02-14 | 国网电力科学研究院武汉南瑞有限责任公司 | 一种雷电预测方法 |
CN111695593A (zh) * | 2020-04-29 | 2020-09-22 | 平安科技(深圳)有限公司 | 基于XGBoost的数据分类方法、装置、计算机设备及存储介质 |
CN111694047B (zh) * | 2020-05-09 | 2021-03-23 | 吉林大学 | 基于多通道奇异谱的钻孔应变网络拓扑结构异常检测方法 |
CN111913236A (zh) * | 2020-07-13 | 2020-11-10 | 上海眼控科技股份有限公司 | 气象数据处理方法、装置、计算机设备和存储介质 |
CN111897030A (zh) * | 2020-07-17 | 2020-11-06 | 国网电力科学研究院有限公司 | 一种雷暴预警系统及方法 |
CN111915846B (zh) * | 2020-08-11 | 2021-08-03 | 安徽亿纵电子科技有限公司 | 一种基于云计算的智能云防雷运维系统 |
CN112731564B (zh) * | 2020-12-26 | 2023-04-07 | 安徽省公共气象服务中心 | 一种基于多普勒天气雷达数据的雷电智能预报方法 |
CN112764129B (zh) * | 2021-01-22 | 2022-08-26 | 易天气(北京)科技有限公司 | 一种雷暴短临预报方法、系统及终端 |
CN113239946B (zh) * | 2021-02-02 | 2023-10-27 | 广东工业大学 | 一种输电线路载流量的校核方法 |
CN113204903B (zh) * | 2021-04-29 | 2022-04-29 | 国网电力科学研究院武汉南瑞有限责任公司 | 一种预测雷电的方法 |
CN113191568B (zh) * | 2021-05-21 | 2024-02-02 | 上海市气象灾害防御技术中心(上海市防雷中心) | 基于气象的城市运行管理大数据分析预测方法和系统 |
CN113283653B (zh) * | 2021-05-27 | 2024-03-26 | 大连海事大学 | 一种基于机器学习和ais数据的船舶轨迹预测方法 |
CN114252706B (zh) * | 2021-12-15 | 2023-03-14 | 华中科技大学 | 一种雷电预警方法和系统 |
CN114442198B (zh) * | 2022-01-21 | 2024-03-15 | 广西壮族自治区气象科学研究所 | 一种基于加权算法的森林火险气象等级预报方法 |
CN114518612A (zh) * | 2022-02-14 | 2022-05-20 | 广东省气象公共安全技术支持中心 | 雷暴风险预警方法、系统及电子设备 |
CN114545098B (zh) * | 2022-03-18 | 2024-09-03 | 华中科技大学 | 一种雷暴预报方法和闪电定位方法 |
CN114966233B (zh) * | 2022-05-16 | 2024-08-13 | 国网电力科学研究院武汉南瑞有限责任公司 | 基于深度神经网络的雷电预报系统及方法 |
CN115273440A (zh) * | 2022-07-23 | 2022-11-01 | 河南泽阳实业有限公司 | 一种基于大数据智能分析算法的预警装置 |
CN115456248A (zh) * | 2022-08-15 | 2022-12-09 | 国网电力科学研究院武汉南瑞有限责任公司 | 基于卷积神经网络的落雷预测模型构建方法 |
CN116341391B (zh) * | 2023-05-24 | 2023-08-04 | 华东交通大学 | 基于STPM-XGBoost模型的降水预测方法 |
Family Cites Families (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US9753947B2 (en) * | 2013-12-10 | 2017-09-05 | Weather Decision Technologies, Inc. | Four dimensional weather data storage and access |
CN104950186B (zh) * | 2014-03-31 | 2018-06-12 | 乌托巴斯洞察公司 | 雷电预测的方法和装置 |
CN105068149B (zh) * | 2015-07-24 | 2017-04-12 | 国家电网公司 | 一种基于多信息综合的输变电设备雷电监测和预报方法 |
CN108052734A (zh) * | 2017-12-12 | 2018-05-18 | 中国电力科学研究院有限公司 | 一种基于气象参数对雷电流幅值进行预测的方法及系统 |
CN108427041B (zh) * | 2018-03-14 | 2020-03-17 | 南京中科九章信息技术有限公司 | 雷电预警方法、系统、电子设备和存储介质 |
CN110334732A (zh) * | 2019-05-20 | 2019-10-15 | 北京思路创新科技有限公司 | 一种基于机器学习的空气质量预报方法和装置 |
CN110796299A (zh) * | 2019-10-23 | 2020-02-14 | 国网电力科学研究院武汉南瑞有限责任公司 | 一种雷电预测方法 |
-
2019
- 2019-10-23 CN CN201911011363.4A patent/CN110796299A/zh active Pending
-
2020
- 2020-05-15 WO PCT/CN2020/090434 patent/WO2021077729A1/zh active Application Filing
- 2020-05-15 AU AU2020372283A patent/AU2020372283A1/en not_active Abandoned
Also Published As
Publication number | Publication date |
---|---|
WO2021077729A1 (zh) | 2021-04-29 |
CN110796299A (zh) | 2020-02-14 |
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MK5 | Application lapsed section 142(2)(e) - patent request and compl. specification not accepted |