BR112022009366A2 - Método para o processamento de previsão de irradiação, método para o treinamento de modelo de empilhamento generalizado, e aparelhos deles - Google Patents

Método para o processamento de previsão de irradiação, método para o treinamento de modelo de empilhamento generalizado, e aparelhos deles

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Publication number
BR112022009366A2
BR112022009366A2 BR112022009366A BR112022009366A BR112022009366A2 BR 112022009366 A2 BR112022009366 A2 BR 112022009366A2 BR 112022009366 A BR112022009366 A BR 112022009366A BR 112022009366 A BR112022009366 A BR 112022009366A BR 112022009366 A2 BR112022009366 A2 BR 112022009366A2
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Brazil
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generalizer
tier
irradiation
prediction
processing
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BR112022009366A
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English (en)
Inventor
Dong Zibo
Yao Ying
Zhao Yangyang
Yang Hui
Zhao Qingsheng
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Envision Digital Int Pte Ltd
Shanghai Envision Digital Co Ltd
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Application filed by Envision Digital Int Pte Ltd, Shanghai Envision Digital Co Ltd filed Critical Envision Digital Int Pte Ltd
Publication of BR112022009366A2 publication Critical patent/BR112022009366A2/pt

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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
    • G01—MEASURING; TESTING
    • G01W—METEOROLOGY
    • G01W1/00—Meteorology
    • G01W1/10—Devices for predicting weather conditions
    • 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • 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
    • 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
    • G06Q50/10—Services
    • G06Q50/26—Government or public services
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00—Circuit arrangements for ac mains or ac distribution networks
    • H02J3/004—Generation forecast, e.g. methods or systems for forecasting future energy generation
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02S—GENERATION OF ELECTRIC POWER BY CONVERSION OF INFRARED RADIATION, VISIBLE LIGHT OR ULTRAVIOLET LIGHT, e.g. USING PHOTOVOLTAIC [PV] MODULES
    • H02S50/00—Monitoring or testing of PV systems, e.g. load balancing or fault identification
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J2300/00—Systems for supplying or distributing electric power characterised by decentralized, dispersed, or local generation
    • H02J2300/20—The dispersed energy generation being of renewable origin
    • H02J2300/22—The renewable source being solar energy
    • H02J2300/24—The renewable source being solar energy of photovoltaic origin
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J3/00—Circuit arrangements for ac mains or ac distribution networks
    • H02J3/38—Arrangements for parallely feeding a single network by two or more generators, converters or transformers
    • H02J3/381—Dispersed generators

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  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
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  • Mathematical Physics (AREA)
  • Primary Health Care (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
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  • Game Theory and Decision Science (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Environmental & Geological Engineering (AREA)
  • Public Health (AREA)
  • Water Supply & Treatment (AREA)
  • Educational Administration (AREA)
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  • Biodiversity & Conservation Biology (AREA)
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Abstract

MÉTODO PARA O PROCESSAMENTO DE PREVISÃO DE IRRADIAÇÃO, MÉTODO PARA O TREINAMENTO DE MODELO DE EMPILHAMENTO GENERALIZADO, E APARELHOS DELES. A presente invenção divulga um método para o processamento de uma previsão de irradiação. O método inclui: adquirir os dados de previsão de irradiação correspondentes a um período de tempo alvo; classificar um modelo de empilhamento generalizado, incluindo um generalizador de primeira camada e um generalizador de segunda camada; determinar, usando o generalizador de primeira camada, dados de previsão intermediários com base nos dados de previsão de irradiação correspondentes ao período de tempo alvo; e determinar, usando o generalizador de segunda camada, um valor de previsão de saída correspondente ao período de tempo alvo com base nos dados de previsão intermediários. Em uma solução técnica de acordo com uma realização da presente invenção, é alcançado um método de processamento de uma previsão de irradiação. Além disso, em uma solução técnica de acordo com a realização da presente invenção, os dados de previsão intermediários produzidos pelo generalizador de primeira camada atuam como uma entrada do generalizador de segunda camada, tais que um desvio de um resultado de saída do generalizador de primeira camada é reduzido pelo generalizador de segunda camada, reduzindo assim a sobrecarga de processamento de um servidor, melhorando ainda mais a precisão da irradiação no plano inclinado
BR112022009366A 2019-11-14 2020-11-13 Método para o processamento de previsão de irradiação, método para o treinamento de modelo de empilhamento generalizado, e aparelhos deles BR112022009366A2 (pt)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201911112640.0A CN111091138B (zh) 2019-11-14 2019-11-14 辐照预报的处理方法、堆叠泛化模型的训练方法及装置
PCT/SG2020/050656 WO2021096429A1 (en) 2019-11-14 2020-11-13 Method for processing irradiation forecast, method for training stacked generalization model, and apparatuses thereof

Publications (1)

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BR112022009366A2 true BR112022009366A2 (pt) 2022-08-09

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US (1) US11842303B2 (pt)
EP (1) EP4058761A4 (pt)
JP (1) JP7369868B2 (pt)
KR (1) KR102500939B1 (pt)
CN (1) CN111091138B (pt)
AU (1) AU2020382454A1 (pt)
BR (1) BR112022009366A2 (pt)
CA (1) CA3161648A1 (pt)
CL (1) CL2022001232A1 (pt)
MX (1) MX2022005700A (pt)
WO (1) WO2021096429A1 (pt)
ZA (1) ZA202205999B (pt)

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CN114237309A (zh) * 2021-12-15 2022-03-25 新奥数能科技有限公司 一种光伏组件的角度调节方法和装置
CN118759104A (zh) * 2024-09-06 2024-10-11 厦门大学附属第一医院(厦门市第一医院、厦门市红十字会医院、厦门市糖尿病研究所) 基于非靶向代谢组学的生物年龄预测方法及装置

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Publication number Publication date
CL2022001232A1 (es) 2022-11-25
CN111091138A (zh) 2020-05-01
KR20220088946A (ko) 2022-06-28
US11842303B2 (en) 2023-12-12
EP4058761A1 (en) 2022-09-21
CN111091138B (zh) 2024-07-16
JP2022550619A (ja) 2022-12-02
ZA202205999B (en) 2022-09-28
JP7369868B2 (ja) 2023-10-26
CA3161648A1 (en) 2021-05-20
AU2020382454A1 (en) 2022-06-02
KR102500939B1 (ko) 2023-02-17
WO2021096429A1 (en) 2021-05-20
MX2022005700A (es) 2022-08-17
EP4058761A4 (en) 2023-01-25
US20220397700A1 (en) 2022-12-15

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