In:
Journal of Physics: Conference Series, IOP Publishing, Vol. 2401, No. 1 ( 2022-12-01), p. 012079-
Abstract:
Aiming at the problems of diverse hardware platforms, poor compatibility, single energy collection, and so on existing in the perception terminal, this paper designs and studies the intelligent Internet of Things (IoT) terminal for integrated energy precise regulation. Firstly, we build a unified hardware platform for embedded terminals, adopt the modular idea, design different functional modules by modularization, and configure different expansion modules according to the application needs, realizing the hardware modularization and reconfigurable design of intelligent IoT terminals. Secondly, to meet the needs of integrated energy service, software functions such as integrated energy data collection, energy efficiency analysis management, demand response management, and control strategy operation management are developed. Meanwhile, a novel GRU-DNN algorithm is proposed for accurate load forecasting under different conditions. Compared with other load forecasting algorithms, the GRU-DNN algorithm has better accuracy and robustness.
Type of Medium:
Online Resource
ISSN:
1742-6588
,
1742-6596
DOI:
10.1088/1742-6596/2401/1/012079
Language:
Unknown
Publisher:
IOP Publishing
Publication Date:
2022
detail.hit.zdb_id:
2166409-2