Title:
TRANSFORMER ARCHITECTURE-BASED URBAN INTEGRATED ENERGY INTERNET OF THINGS AND INTELLIGENT MANAGEMENT AND CONTROL METHOD AND SYSTEM
Document Type and Number:
WIPO Patent Application WO/2024/082452
Kind Code:
A1
Abstract:
Transformer architecture-based urban integrated energy Internet of Things and an intelligent management and control method and system. Urban integrated energy Internet of Things information in different regions collected by a terminal is standardized into a sequence signal and then is outputted to a server; learning is performed by a deep learning network configured on the server, so as to implement energy demand prediction; an intelligent management and control network is established by means of deep learning network configuration, real-time prediction processing is performed by urban integrated energy Internet of Things information data collected in real time, and the obtained result is uploaded to a workbench for viewing; the deep learning network is based on a transformer architecture and is combined with a fast Fourier transform algorithm and inverse transformation of sequences to propose an FFT-Attention attention mechanism, which pays more attention to frequency domain information of the sequences compared with the traditional transformer architecture. In the present invention, text and audio data can be processed by means of a designed deep learning network, calculation processing is quicker and more effective, processing results are conveniently uploaded, and the management and control architecture is efficient.
Inventors:
XU HONGHUA (CN)
ZHANG WEIYA (CN)
ZHOU DONGXU (CN)
ZHU ZHENGYI (CN)
LUO XING (CN)
WU HUI (CN)
LIANG LONG (CN)
MA JINJIE (CN)
ZHOU HENGJUN (CN)
ZHANG WEIYA (CN)
ZHOU DONGXU (CN)
ZHU ZHENGYI (CN)
LUO XING (CN)
WU HUI (CN)
LIANG LONG (CN)
MA JINJIE (CN)
ZHOU HENGJUN (CN)
Application Number:
PCT/CN2022/143918
Publication Date:
April 25, 2024
Filing Date:
December 30, 2022
Export Citation:
Assignee:
STATE GRID JIANGSU ELECTRIC POWER CO LTD NANJING POWER SUPPLY COMPANY (CN)
International Classes:
G06Q10/04
Attorney, Agent or Firm:
NANJING TIANYI PATENT AGENT CO., LTD. (CN)
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