CN114493325A - Smart energy management platform system based on Internet of things and cloud computing technology - Google Patents

Smart energy management platform system based on Internet of things and cloud computing technology Download PDF

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Publication number
CN114493325A
CN114493325A CN202210130570.7A CN202210130570A CN114493325A CN 114493325 A CN114493325 A CN 114493325A CN 202210130570 A CN202210130570 A CN 202210130570A CN 114493325 A CN114493325 A CN 114493325A
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module
energy
input
output
electric signal
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徐加
任宁
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Hailan Zhiyun Shanghai Data Technology Co ltd
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Hailan Zhiyun Shanghai Data Technology Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION 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
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/06Electricity, gas or water supply
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E40/00Technologies for an efficient electrical power generation, transmission or distribution
    • Y02E40/70Smart grids as climate change mitigation technology in the energy generation sector
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P80/00Climate change mitigation technologies for sector-wide applications
    • Y02P80/10Efficient use of energy, e.g. using compressed air or pressurized fluid as energy carrier
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/80Management or planning
    • Y02P90/82Energy audits or management systems therefor
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/50Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications

Abstract

The invention relates to the technical field of energy management systems, and discloses a smart energy management platform system based on Internet of things and cloud computing technology, which comprises a central general control system, wherein the output end of the central general control system is electrically connected with an energy online monitoring unit, an energy management and control unit and an information visualization unit, the energy management and control unit is arranged and matched with an energy balance analysis module and an energy conversion module, so that the running state and parameters of each energy device can be automatically adjusted, the state of the energy device can meet the production and living requirements, the energy consumption cost can be maximally saved, the energy consumption efficiency of the device is improved, in the aspect of energy consumption management, the management and control unit can provide the on-line monitoring of the whole life cycle of energy generation, conversion, transmission and storage, the energy scheduling and the like, and the effects of energy conservation and maximization of the resource utilization rate are met, the effect of being beneficial to small and medium-sized enterprises is achieved.

Description

Smart energy management platform system based on Internet of things and cloud computing technology
Technical Field
The invention relates to the technical field of energy management systems, in particular to an intelligent energy management platform system based on the Internet of things and cloud computing technology.
Background
With the continuous development of social science and technology, various barriers of science and technology in the aspect of energy are broken through continuously, various aspects are deployed continuously, the innovation gradually enters a fast lane and a deep water area, the impact and the challenge of direct innovation are achieved, various energy enterprises adjust the development direction continuously in recent years, comprehensive energy services are used as main operation business and new profit growth points, the development of energy internet is further promoted, meanwhile, in order to meet the requirements of the energy internet development on comprehensive perception and wide interconnection of mass data, ubiquitous intelligent energy management which is formed by the integration of the internet of things technology and intelligent energy management and control depth is provided, the comprehensive intelligent energy management becomes a new thought, a new mode and a new focus of the development of an information sharing network in the field of energy internet, and most energy management and control platforms at present only carry out single energy data management such as data acquisition, receiving and recording on energy, and the energy source data is only received and analyzed, and energy source balance and energy consumption regulation and control cannot be better performed, so that the method is not convenient for small and medium-sized enterprises to use.
Disclosure of Invention
Technical problem to be solved
Aiming at the defects of the prior art, the invention provides an intelligent energy management platform system based on the Internet of things and the cloud computing technology, which has the advantages of meeting the effects of energy conservation and maximization of resource utilization rate, achieving the effect of facilitating small and medium-sized enterprises to use and the like, and solves the problem that most of the existing energy management and control platforms are only used for single energy data management such as data acquisition, receiving and recording on energy, and are only used for receiving and analyzing the energy data, so that the energy can not be well balanced and energy consumption can not be well regulated, and the intelligent energy management platform system is inconvenient for small and medium-sized enterprises to use.
(II) technical scheme
In order to achieve the effects of energy conservation and maximization of resource utilization rate and achieve the purpose of being beneficial to small and medium-sized enterprises to use, the invention provides the following technical scheme: the utility model provides a wisdom energy management platform system based on thing networking and cloud computing technology, includes central total control system, and central total control system's output electric signal connection has energy on-line monitoring unit, energy management and control unit and information visualization unit, and energy on-line monitoring unit, energy management and control unit and information visualization unit's input and output and central total control system's output and input are two-way electric signal connection.
Preferably, the output end electric signal connection of the energy online monitoring unit is provided with a data acquisition module, a data receiving module and a data recording module, the input end and the output end of the data acquisition module, the input end and the output end of the data receiving module and the data recording module are in bidirectional electric signal connection with the output end and the input end of the energy online monitoring unit, the data acquisition module, the input end electric signal connection of the data receiving module and the data recording module is provided with an information switching module, and the output end and the input end of the information switching module are in bidirectional electric signal connection with the data acquisition module, the input end and the output end of the data receiving module and the data recording module.
Preferably, the output end of the data acquisition module is electrically connected with the power consumption data acquisition module, the thermal data acquisition module and the product data acquisition module, and the input end and the output end of the power consumption data acquisition module, the thermal data acquisition module and the product data acquisition module are in bidirectional electrical signal connection with the output end and the input end of the data acquisition module.
Preferably, the output end of the product data acquisition module is in electric signal connection with liquid material data acquisition, gaseous material data acquisition and solid material data acquisition, and the input end and the output end of the liquid material data acquisition, the gaseous material data acquisition and the solid material data acquisition are in bidirectional electric signal connection with the output end and the input end of the product data acquisition module.
Preferably, the output end of the data receiving module is electrically connected with a manual input module, an instrument information access module and an information automation module, the manual input module, the instrument information access module and the information automation module are in bidirectional electrical signal connection, the input end and the output end of the manual input module, the instrument information access module and the information automation module are in bidirectional electrical signal connection with the output end and the input end of the data receiving module, the data of each energy consumption product is uniformly collected through the data collecting module by arranging an energy consumption online monitoring unit, the data of each energy consumption product is synchronously collected at the same time, the collected data is rapidly recorded and stored through the data recording module, the data can be manually input by matching with the data receiving module, so that the data input precision is improved, and the information in each energy instrument is accessed at the same time, and the information received by statistics is automatically arranged by matching with an information automation module, so that the effect of improving the running speed of the system is achieved.
Preferably, the output electric signal connection of energy management and control unit has the energy conversion module, the input and the output of energy conversion module are two-way electric signal connection with the output and the input of energy management and control unit, the output electric signal connection of energy conversion module has the energy transmission module, the input and the output of energy transmission module are two-way electric signal connection with the output and the input of energy conversion module, the output electric signal of energy transmission module has energy storage module, the input and the output of energy storage module are two-way electric signal connection with the output and the input of energy transmission module, the output electric signal connection of energy storage module has the energy consumption module, the output and the input of energy consumption module are two-way electric signal connection with the output and the input of energy storage module.
Preferably, the output end of the energy management and control unit is in electric signal connection with an energy balance analysis module, an energy audit module and an energy scheduling module, the input end and the output end of the energy balance analysis module, the energy audit module and the energy scheduling module are in bidirectional electric signal connection with the output end and the input end of the energy management and control unit, the output end of the energy balance analysis module, the energy audit module and the energy scheduling module are in bidirectional electric signal connection with the output end and the output end of the information transfer module, and by arranging the energy management and control unit and matching the energy balance analysis module and the energy conversion module, the running state and parameters of each energy device can be automatically adjusted, so that the state of the energy device not only meets the production and living requirements, but also maximally saves energy cost, the energy utilization efficiency of the device is improved, in the aspect of energy utilization management, the management and control unit provides a control signal for generating energy, The full life cycle on-line monitoring, energy scheduling and the like of conversion, transmission and storage are achieved, the effects of energy conservation and resource utilization rate maximization are met, and the effect of being beneficial to small and medium-sized enterprises to use is achieved.
Preferably, the informationized output end of the unit is in electric signal connection with the information receiving module, the input end and the output end of the information receiving module are in bidirectional electric signal connection with the output end and the input end of the information visualization unit, the output end and the input end of the information receiving module are in bidirectional electric signal connection with the output end and the input end of the information transfer module, the output end of the information visualization module is in electric signal connection with the area model simulation module, the pipe network model simulation module and the energy grid diagram display module, and the output end and the input end of the area model simulation module, the pipe network model simulation module and the energy grid diagram display module are in bidirectional electric signal connection with the input end and the output end of the information visualization unit module.
(III) advantageous effects
Compared with the prior art, the invention provides an intelligent energy management platform system based on the Internet of things and the cloud computing technology, which has the following beneficial effects:
1. this wisdom energy management platform system based on thing networking and cloud computing technology, through setting up the energy management and control unit, and cooperation energy balance analysis module and energy conversion module, can carry out each energy equipment running state of automated adjustment and parameter, make the state of energy equipment both satisfy the production life demand, the maximize saves the energy cost again, the equipment energy efficiency of using is improved, in the aspect of the energy management, the management and control unit provides the production from the energy, the conversion, the full life cycle on-line monitoring and the energy scheduling of transmission and storage are asked, energy-conserving and the effect of resource utilization maximize has been satisfied, reach and do benefit to the effect that medium and small-size enterprise used.
2. This wisdom energy management platform system based on thing networking and cloud computing technology, through setting up energy consumption on-line monitoring unit, gather in unison each energy consumption's data via data acquisition module, carry out synchronous acquisition to the data of each energy consumption product simultaneously, and carry out the rapid record storage with the data of gathering via data recording module, cooperation data receiving module can carry out the manual data of typeeing, improve the precision of data typeeing with this, insert the information in each energy instrument simultaneously, and cooperation information automation module comes to carry out the automation arrangement with the information of statistics receipt, reach the effect that improves system's functioning speed.
3. This wisdom energy management platform system based on thing networking and cloud computing technology, through setting up the information visualization unit, receive via the conversion of information between information receiving module and the information switching module, collect data acquisition information and transmit to regional model simulation module, pipe network model simulation module and energy grid map display module, establish and the establishment of data grid map via a plurality of models this moment, make the user can audio-visually look over each energy consumption's data, always and convenience of customers schedules the energy, improve the convenience that the user used.
Drawings
FIG. 1 is a schematic structural diagram of a central control system according to the present invention;
FIG. 2 is a schematic diagram of a system structure of the energy consumption on-line monitoring unit in FIG. 1 according to the present invention;
FIG. 3 is a schematic diagram of a system configuration of the data acquisition module of FIG. 2 according to the present invention;
FIG. 4 is a system diagram of the data receiving module of FIG. 2 according to the present invention;
FIG. 5 is a schematic diagram of a system configuration of the energy management and control unit of FIG. 1 according to the present invention;
fig. 6 is a schematic system structure diagram of the information visualization unit in fig. 1 according to the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Referring to fig. 1-6, the present invention provides a technical solution: the utility model provides a wisdom energy management platform system based on thing networking and cloud computing technology, includes central total control system, and central total control system's output electric signal connection has energy on-line monitoring unit, energy management and control unit and information visualization unit, and energy on-line monitoring unit, energy management and control unit and information visualization unit's input and output and central total control system's output and input are two-way electric signal connection.
The output end electric signal connection of the energy online monitoring unit is provided with a data acquisition module, a data receiving module and a data recording module, the input end and the output end of the data receiving module and the data recording module are in bidirectional electric signal connection with the output end and the input end of the energy online monitoring unit, the data acquisition module, the input end electric signal connection of the data receiving module and the data recording module is provided with an information switching module, the output end and the input end of the information switching module are in bidirectional electric signal connection with the data acquisition module, and the input end and the output end of the data receiving module and the data recording module are in bidirectional electric signal connection.
The output end of the data acquisition module is in electric signal connection with the power consumption data acquisition module, the thermal data acquisition module and the product data acquisition module, and the input ends and the output ends of the power consumption data acquisition module, the thermal data acquisition module and the product data acquisition module are in bidirectional electric signal connection with the output ends and the input ends of the data acquisition module.
The output end of the product data acquisition module is in electric signal connection with liquid material data acquisition, gas material data acquisition and solid material data acquisition, and the input end and the output end of the liquid material data acquisition, the gas material data acquisition and the solid material data acquisition are in bidirectional electric signal connection with the output end and the input end of the product data acquisition module.
The output end of the data receiving module is in electric signal connection with a manual input module, an instrument information access module and an information automation module, the manual input module, the instrument information access module and the information automation module are in bidirectional electric signal connection, and the input end and the output end of the manual input module, the input end and the output end of the instrument information access module and the input end of the information automation module are in bidirectional electric signal connection with the output end and the input end of the data receiving module.
The output electric signal connection of energy management and control unit has the energy conversion module, the input and the output of energy conversion module and the output and the input of energy management and control unit are two-way electric signal connection, the output electric signal connection of energy conversion module has the energy transmission module, the input and the output of energy transmission module and the output and the input of energy conversion module are two-way electric signal connection, the output electric signal of energy transmission module has energy storage module, the input and the output of energy storage module and the output and the input of energy transmission module are two-way electric signal connection, the output electric signal connection of energy storage module has the energy consumption module, the output and the input of energy consumption module and the output and the input of energy storage module are two-way electric signal connection.
The output end electric signal connection of the energy management and control unit is provided with an energy balance analysis module, an energy audit module and an energy scheduling module, the input end and the output end of the energy audit module and the energy scheduling module are in bidirectional electric signal connection with the output end and the input end of the energy management and control unit, the energy balance analysis module, the output end of the energy audit module and the energy scheduling module are in bidirectional electric signal connection with the output end and the output end of the information transfer module, the state of the energy equipment can meet the production and living requirements by arranging the energy management and control unit and matching the energy balance analysis module and the energy conversion module, the running state and parameters of each energy equipment can be automatically adjusted, the energy utilization cost is saved to the maximum extent, the equipment energy utilization efficiency is improved, and in the aspect of energy utilization management, the management and control unit provides a control unit for generating energy from energy sources, The full life cycle on-line monitoring, energy scheduling and the like of conversion, transmission and storage are achieved, the effects of energy conservation and resource utilization rate maximization are met, and the effect of being beneficial to small and medium-sized enterprises to use is achieved.
The information-based interactive information system comprises an information receiving module, an information visualization unit, an information transmission module, an information visualization unit, a regional model simulation module, a pipe network model simulation module and an energy grid diagram display module, wherein the information receiving module is connected with an output end electric signal of the information receiving module, the input end and the output end of the information receiving module are in bidirectional electric signal connection with the output end and the input end of the information visualization unit, the output end and the input end of the information visualization unit are in bidirectional electric signal connection with the input end and the output end of the information visualization unit, the output end and the input end of the information visualization unit are in bidirectional electric signal connection with the input end and the input end of the information visualization unit, and the output end of the information visualization unit are connected with the pipe network model simulation module and the energy grid diagram display module.
Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that changes, modifications, substitutions and alterations can be made in these embodiments without departing from the principles and spirit of the invention, the scope of which is defined in the appended claims and their equivalents.

Claims (8)

1. The utility model provides a wisdom energy management platform system based on thing networking and cloud computing technology, includes central master control system, its characterized in that: the output end electric signal connection of the central master control system is provided with an energy online monitoring unit, an energy management and control unit and an information visualization unit, and the input ends of the energy online monitoring unit, the energy management and control unit and the information visualization unit are in bidirectional electric signal connection with the output end and the input end of the central master control system.
2. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 1, wherein: the energy online monitoring unit comprises an energy online monitoring unit, a data acquisition module, a data receiving module and a data recording module, wherein the output end of the energy online monitoring unit is electrically connected with the data acquisition module, the data receiving module and the data recording module, the input end and the output end of the data receiving module and the data recording module are electrically connected with the output end and the input end of the energy online monitoring unit in a bidirectional electric signal mode, the data acquisition module, the input end of the data receiving module and the input end of the data recording module are electrically connected with an information switching module, the output end and the input end of the information switching module are electrically connected with the data acquisition module in a bidirectional electric signal mode, and the input end and the output end of the data receiving module and the data recording module are electrically connected in a bidirectional electric signal mode.
3. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 2, wherein: the output end of the data acquisition module is in electric signal connection with the power consumption data acquisition module, the thermal data acquisition module and the product data acquisition module, and the input ends and the output ends of the power consumption data acquisition module, the thermal data acquisition module and the product data acquisition module are in bidirectional electric signal connection with the output ends and the input ends of the data acquisition module.
4. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 3, wherein: the output end electric signal connection of the product data acquisition module is connected with liquid material data acquisition, gaseous material data acquisition and solid material data acquisition, and the input end and the output end of the liquid material data acquisition, the gaseous material data acquisition and the solid material data acquisition are connected with the output end and the input end of the product data acquisition module through bidirectional electric signals.
5. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 2, wherein: the output end electric signal connection of the data receiving module is provided with a manual input module, an instrument information access module and an information automation module, the manual input module, the instrument information access module and the information automation module are connected through bidirectional electric signals, and the input end and the output end of the manual input module, the input end and the output end of the instrument information access module and the input end of the information automation module are connected through bidirectional electric signals.
6. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 1, wherein: the output electric signal connection of energy management and control unit has the energy conversion module, the input of energy conversion module and the output and the input of energy management and control unit are two-way electric signal connection, the output electric signal connection of energy conversion module has the energy transmission module, the input of energy transmission module and the output and the input of energy conversion module are two-way electric signal connection, the output electric signal of energy transmission module has energy storage module, the input of energy storage module and the output and the input of energy transmission module are two-way electric signal connection, the output electric signal connection of energy storage module has the energy consumption module, the output and the input of energy consumption module and the output and the input of energy storage module are two-way electric signal connection.
7. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 6, wherein: the output electricity signal connection of energy management and control unit has energy balance analysis module, energy audit module and energy scheduling module, and the input of energy balance analysis module, energy audit module and energy scheduling module and the output and the input of output and energy management and control unit are two-way electric signal connection, and the output of energy balance analysis module, energy audit module and energy scheduling module and the output of information switching module are two-way electric signal connection.
8. The intelligent energy management platform system based on the internet of things and the cloud computing technology as claimed in claim 1, wherein: the information-based unit comprises an information receiving module, an information visualization unit, an information transfer module, an information visualization unit, a regional model simulation module, a pipe network model simulation module and an energy grid diagram display module, wherein the information receiving module is electrically connected with the output end and the output end of the information receiving module, the information visualization unit is electrically connected with the output end and the input end of the information visualization unit in a bidirectional manner, the information receiving module is electrically connected with the input end and the output end of the information receiving module, the information transfer module is electrically connected with the input end and the output end of the information visualization unit in a bidirectional manner, the information visualization unit is electrically connected with the output end and the input end of the information visualization unit in a bidirectional manner, and the information visualization unit is connected with the output end and the output end of the information visualization unit in a bidirectional manner.
CN202210130570.7A 2022-02-11 2022-02-11 Smart energy management platform system based on Internet of things and cloud computing technology Pending CN114493325A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114677069A (en) * 2022-05-30 2022-06-28 深圳市房帮帮互联网科技有限公司 Energy internet scheduling method based on big data

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114677069A (en) * 2022-05-30 2022-06-28 深圳市房帮帮互联网科技有限公司 Energy internet scheduling method based on big data

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