CN111932007A - Power prediction method and device for photovoltaic power station and storage medium - Google Patents
Power prediction method and device for photovoltaic power station and storage medium Download PDFInfo
- Publication number
- CN111932007A CN111932007A CN202010775268.8A CN202010775268A CN111932007A CN 111932007 A CN111932007 A CN 111932007A CN 202010775268 A CN202010775268 A CN 202010775268A CN 111932007 A CN111932007 A CN 111932007A
- Authority
- CN
- China
- Prior art keywords
- power
- data sequence
- data
- photovoltaic
- level
- 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
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
- 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
- Business, Economics & Management (AREA)
- Engineering & Computer Science (AREA)
- Economics (AREA)
- Human Resources & Organizations (AREA)
- Strategic Management (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Marketing (AREA)
- General Physics & Mathematics (AREA)
- General Business, Economics & Management (AREA)
- Tourism & Hospitality (AREA)
- Public Health (AREA)
- General Health & Medical Sciences (AREA)
- Primary Health Care (AREA)
- Water Supply & Treatment (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)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
Description
Claims (9)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010775268.8A CN111932007B (en) | 2020-08-04 | 2020-08-04 | Power prediction method and device for photovoltaic power station and storage medium |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010775268.8A CN111932007B (en) | 2020-08-04 | 2020-08-04 | Power prediction method and device for photovoltaic power station and storage medium |
Publications (2)
Publication Number | Publication Date |
---|---|
CN111932007A true CN111932007A (en) | 2020-11-13 |
CN111932007B CN111932007B (en) | 2024-06-18 |
Family
ID=73307883
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010775268.8A Active CN111932007B (en) | 2020-08-04 | 2020-08-04 | Power prediction method and device for photovoltaic power station and storage medium |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN111932007B (en) |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112734125A (en) * | 2021-01-15 | 2021-04-30 | 国网山西省电力公司晋城供电公司 | Photovoltaic output prediction method and device and electronic equipment |
CN118551168A (en) * | 2024-07-29 | 2024-08-27 | 国网浙江省电力有限公司乐清市供电公司 | Method, device, equipment and medium for reconstructing missing power data of photovoltaic energy storage facilities |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104408529A (en) * | 2014-11-21 | 2015-03-11 | 广东工业大学 | Short-term load predicting method of power grid |
CN105528517A (en) * | 2015-12-01 | 2016-04-27 | 北京国电通网络技术有限公司 | Photovoltaic power station power prediction method and system on basis of neural network and wavelet decomposition |
CN107194496A (en) * | 2017-04-25 | 2017-09-22 | 甘肃省电力公司风电技术中心 | The Forecasting Methodology and prediction meanss of photovoltaic power |
WO2018129828A1 (en) * | 2017-01-11 | 2018-07-19 | 沃太能源南通有限公司 | Photovoltaic power generation predicting system and prediction method |
US20180375334A1 (en) * | 2017-06-26 | 2018-12-27 | Tsinghua University | Method and apparatus for photovoltaic power forecast based on numerical weather prediction |
CN109840633A (en) * | 2019-01-29 | 2019-06-04 | 合肥工业大学 | Photovoltaic output power predicting method, system and storage medium |
CN110348648A (en) * | 2019-08-02 | 2019-10-18 | 国网电子商务有限公司 | A kind of predicting power of photovoltaic plant method and device |
-
2020
- 2020-08-04 CN CN202010775268.8A patent/CN111932007B/en active Active
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104408529A (en) * | 2014-11-21 | 2015-03-11 | 广东工业大学 | Short-term load predicting method of power grid |
CN105528517A (en) * | 2015-12-01 | 2016-04-27 | 北京国电通网络技术有限公司 | Photovoltaic power station power prediction method and system on basis of neural network and wavelet decomposition |
WO2018129828A1 (en) * | 2017-01-11 | 2018-07-19 | 沃太能源南通有限公司 | Photovoltaic power generation predicting system and prediction method |
CN107194496A (en) * | 2017-04-25 | 2017-09-22 | 甘肃省电力公司风电技术中心 | The Forecasting Methodology and prediction meanss of photovoltaic power |
US20180375334A1 (en) * | 2017-06-26 | 2018-12-27 | Tsinghua University | Method and apparatus for photovoltaic power forecast based on numerical weather prediction |
CN109840633A (en) * | 2019-01-29 | 2019-06-04 | 合肥工业大学 | Photovoltaic output power predicting method, system and storage medium |
CN110348648A (en) * | 2019-08-02 | 2019-10-18 | 国网电子商务有限公司 | A kind of predicting power of photovoltaic plant method and device |
Cited By (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112734125A (en) * | 2021-01-15 | 2021-04-30 | 国网山西省电力公司晋城供电公司 | Photovoltaic output prediction method and device and electronic equipment |
CN118551168A (en) * | 2024-07-29 | 2024-08-27 | 国网浙江省电力有限公司乐清市供电公司 | Method, device, equipment and medium for reconstructing missing power data of photovoltaic energy storage facilities |
CN118551168B (en) * | 2024-07-29 | 2024-10-11 | 国网浙江省电力有限公司乐清市供电公司 | Method, device, equipment and medium for reconstructing missing power data of photovoltaic energy storage facilities |
Also Published As
Publication number | Publication date |
---|---|
CN111932007B (en) | 2024-06-18 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Ji et al. | Prediction of hourly solar radiation using a novel hybrid model of ARMA and TDNN | |
CN113505923B (en) | A method and system for short-term load forecasting of regional power grid | |
CN110909919A (en) | Photovoltaic power prediction method of deep neural network model fused with attention mechanism | |
Liu et al. | Heating load forecasting for combined heat and power plants via strand-based LSTM | |
CN105974495B (en) | A Method of Predicting the Future Average Cloud Coverage of the Target Area Using the Classification Fitting Method | |
CN116470486A (en) | Ultra-short-term photovoltaic power generation power prediction method, device and storage medium | |
CN116128170B (en) | Photovoltaic power station power ultra-short-term prediction method and device and related equipment | |
CN111242355A (en) | Photovoltaic probability prediction method and system based on Bayesian neural network | |
CN115146842A (en) | Multivariate time series trend forecasting method and system based on deep learning | |
CN114819386A (en) | Conv-Transformer-based flood forecasting method | |
El Bakali et al. | Data-based solar radiation forecasting with pre-processing using variational mode decomposition | |
CN111932007B (en) | Power prediction method and device for photovoltaic power station and storage medium | |
CN117200208B (en) | User-level short-term load forecasting method and system based on multi-scale component feature learning | |
CN116561567A (en) | A Short-Term Photovoltaic Power Prediction Model Based on Variational Mode Decomposition and Its Construction Method and Application Method | |
CN115169742A (en) | A short-term wind power prediction method | |
CN114091647A (en) | A BP Neural Network-based Prediction Method for the Sun's 10.7cm Radio Current | |
CN118199046A (en) | Multi-wind motor group power prediction method based on twin neural network | |
CN118862961A (en) | A method, system and medium for constructing a large spatiotemporal meteorological model for a new energy station | |
CN116152206A (en) | Photovoltaic output power prediction method, terminal equipment and storage medium | |
CN112529285A (en) | Photovoltaic power generation power prediction method based on similar daily theory and PCA-PSO-BP | |
CN118232332A (en) | Method and device for predicting power generation capacity based on time sequence prediction and hybrid neural network | |
CN117808155A (en) | Wind cloud 4A satellite-based earth surface incident solar radiation intelligent forecasting method | |
CN114971081B (en) | Irradiation prediction method based on time sequence analysis and daily statistics | |
CN117313990A (en) | Air conditioner load prediction method and system based on meta-integrated learning and electronic equipment | |
CN112257938B (en) | Photovoltaic power generation power prediction method and device |
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 | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
CP03 | Change of name, title or address |
Address after: 510623 room 2901, No. 3, Linjiang Avenue, Tianhe District, Guangzhou City, Guangdong Province Patentee after: Guangzhou Development New Energy Group Co.,Ltd. Country or region after: China Address before: 510000 29th floor, development center, No.3 Linjiang Avenue, Tianhe District, Guangzhou City, Guangdong Province Patentee before: GUANGZHOU DEVELOPMENT NEW ENERGY Co.,Ltd. Country or region before: China |
|
CP03 | Change of name, title or address | ||
TR01 | Transfer of patent right |
Effective date of registration: 20240730 Address after: 510623 room 2901, No. 3, Linjiang Avenue, Tianhe District, Guangzhou City, Guangdong Province Patentee after: Guangzhou Development New Energy Group Co.,Ltd. Country or region after: China Patentee after: JIANGMEN GUANGFA FISHERY PHOTOVOLTAIC Co.,Ltd. Address before: 510623 room 2901, No. 3, Linjiang Avenue, Tianhe District, Guangzhou City, Guangdong Province Patentee before: Guangzhou Development New Energy Group Co.,Ltd. Country or region before: China |
|
TR01 | Transfer of patent right |