CN110620820A - Ubiquitous power Internet of things intelligent management system - Google Patents

Ubiquitous power Internet of things intelligent management system Download PDF

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Publication number
CN110620820A
CN110620820A CN201910919320.XA CN201910919320A CN110620820A CN 110620820 A CN110620820 A CN 110620820A CN 201910919320 A CN201910919320 A CN 201910919320A CN 110620820 A CN110620820 A CN 110620820A
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China
Prior art keywords
module
internet
things
data
information
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Pending
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CN201910919320.XA
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Chinese (zh)
Inventor
赵遵龙
倪广魁
王宁
侯文龙
王睿
王振华
韩国栋
冯玉花
马兴全
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State Grid Corp of China SGCC
Laiwu Power Supply Co of State Grid Shandong Electric Power Co Ltd
Original Assignee
State Grid Corp of China SGCC
Laiwu Power Supply Co of State Grid Shandong Electric Power Co Ltd
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Application filed by State Grid Corp of China SGCC, Laiwu Power Supply Co of State Grid Shandong Electric Power Co Ltd filed Critical State Grid Corp of China SGCC
Priority to CN201910919320.XA priority Critical patent/CN110620820A/en
Publication of CN110620820A publication Critical patent/CN110620820A/en
Pending legal-status Critical Current

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06Management of faults, events, alarms or notifications
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/10Network architectures or network communication protocols for network security for controlling access to devices or network resources
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/10Protocols in which an application is distributed across nodes in the network
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/12Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
    • H04L67/125Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks involving control of end-device applications over a network

Abstract

The invention provides a ubiquitous power Internet of things intelligent management system which comprises an equipment terminal and a management terminal, wherein the equipment terminal is connected with the management terminal; the equipment terminal is provided with an information acquisition module and an information sending module; the information acquisition module is used for acquiring the data of the Internet of things of the equipment terminal; and the information sending module is used for sending the data of the Internet of things to each node in the block chain network to judge the legality of the data of the Internet of things, and if the data of the Internet of things is legal, the data of the Internet of things is written into the management terminal and the block chain respectively. The legitimacy of the data of the Internet of things is judged by sending the data of the Internet of things to each node in the block chain network, if the data of the Internet of things is legal, the data of the Internet of things is written into the management terminal and the block chain respectively to prevent the data from being lost or changed, the normal life of people is prevented from being influenced by the paralysis of the data management of the power grid if the terminal is in a traditional structured center mode, and the normal operation of the power grid is ensured.

Description

Ubiquitous power Internet of things intelligent management system
Technical Field
The invention relates to the technical field of power Internet of things management, in particular to a ubiquitous power Internet of things intelligent management system.
Background
The traditional power equipment management is generally based on the analysis and monitoring of collected data manually recorded on power equipment, and when a plurality of users need to know the state information of different power equipment, the real-time performance of the traditional power equipment management cannot meet the establishment of the internet of things for fast development requirements of multi-party enterprises.
The internet of things is an important component of a new generation of information technology and also an important development stage of the 'informatization' era, and is widely applied to network fusion through communication sensing technologies such as intelligent sensing, identification technology and pervasive computing, and therefore the internet of things is called as the third wave of development of the world information industry after computers and the internet. The internet of things is an application expansion of the internet, and is not a network, but a business and an application. Therefore, the application innovation is the core of the development of the internet of things, and the innovation 2.0 taking the user experience as the core is the soul of the development of the internet of things.
The blockchain is a novel application mode of computer technologies such as distributed data storage, point-to-point transmission, a consensus mechanism and an encryption algorithm. The Blockchain (Blockchain) is an important concept of the bitcoin, which is essentially a decentralized database, and is used as the underlying technology of the bitcoin, and is a series of data blocks which are generated by using a cryptographic method to be related, wherein each data block contains information of a batch of bitcoin network transactions, and the information is used for verifying the validity (anti-counterfeiting) of the information and generating the next block.
The existing management system of the internet of things is centralized in structure, namely the internet of things mainly depends on a central structure, and if the central structure is damaged, the whole system of the internet of things is paralyzed.
Disclosure of Invention
The invention provides a ubiquitous power Internet of things intelligent management system, which aims at the problem that the existing Internet of things management system is centralized in structure, namely the Internet of things mainly depends on a central structure, and if the central structure is damaged, the whole Internet of things system is paralyzed.
The technical scheme of the invention is as follows:
a ubiquitous power Internet of things intelligent management system comprises an equipment terminal and a management terminal;
the equipment terminal is provided with an information acquisition module and an information sending module;
the information acquisition module is used for acquiring the data of the Internet of things of the equipment terminal;
and the information sending module is used for sending the data of the Internet of things to each node in the block chain network to judge the legality of the data of the Internet of things, and if the data of the Internet of things is legal, the data of the Internet of things is written into the management terminal and the block chain respectively.
Furthermore, the management terminal comprises a data receiving module, a data processing module, a display module and an alarm module;
the data receiving module is used for receiving the Internet of things data transmitted by the information transmitting module and transmitting the data to the data processing module, and the data processing module compares the Internet of things data with a reference value;
the display module is used for displaying the received real-time information;
the alarm module is used for comparing the Internet of things data output by the data processing module with a reference value, and starting the alarm module to give out sound-light alarm if the comparison result is different and the absolute value of the difference value between the Internet of things data and the reference value is greater than a set threshold difference;
the data processing module receives the data of the internet of things, the received data are the operation monitoring data and the environment monitoring data of the terminal equipment, the data are provided with corresponding reference values at the management end, the received data and the corresponding reference values are judged, the alarm module starts to give out sound and light alarm when the comparison results are different and the absolute value of the difference value between the data of the internet of things and the reference values is larger than the set threshold difference, and the alarm is not given out when the absolute value of the difference value between the data of the internet of things and the reference values is larger than the set threshold difference and smaller than or equal to the set threshold difference.
Furthermore, in order to prevent false alarm, a time delay module is arranged between the data processing module and the alarm module;
the time delay module is used for receiving an alarm module starting control signal which is output by the data processing module when the comparison result of the Internet of things data and the reference value is different or the comparison difference value of the Internet of things data and the reference value is larger than a preset threshold value;
the time delay module is also used for repeatedly detecting and controlling the starting control signal, and if the starting control signal is still in the set time, the time delay module outputs the starting control signal to the alarm module.
Furthermore, the management terminal also comprises a registration request receiving module and a registration information sending module;
the registration request receiving module is used for receiving a registration request sent by a user and distributing authority to the user according to registration information in the received registration request;
a registration information sending module, configured to send registration information of a user to each node in the blockchain network and write the registration information into a blockchain;
the registration information includes: account information, authority information.
Furthermore, the management terminal comprises an operation request receiving module and an operation request responding module;
the operation request receiving module is used for receiving an operation request which is sent by a user and used for processing the data of the Internet of things and sending the received operation request to each node in the block chain network for judging the validity of the operation request;
and the operation request response module is used for receiving a judgment result returned by the block chain network node, analyzing the operation request and generating corresponding data service according to the analysis result if the returned information of the operation request is legal is received.
Further, the validity judgment of the operation request performed by each node in the block chain network includes:
and the node judges the legality of the operation request according to the account information and the authority information of the user in the block chain.
Furthermore, the management terminal also comprises an authentication request receiving module;
the authentication request receiving module is used for receiving an authentication request initiated by a device terminal to be accessed to the Internet of things and sending the authentication request to the main node in the block chain network;
the main node responds to the authentication request, and randomly selects nodes meeting the threshold quantity condition from the block chain network to form an authentication group;
the method comprises the steps that a main node receives identity information of a device terminal to be accessed to the Internet of things, packages authentication request information and sends the authentication request information to an authentication group member node;
and exchanging authentication information among the authentication group nodes, performing distributed authentication by combining identity information of the equipment terminal to be accessed into the Internet of things, generating a corresponding new block in the block chain according to an authentication result, and returning authentication confirmation information to the corresponding equipment terminal initiating an authentication request. The distributed authentication is carried out on the identity information of the equipment terminal combined with the Internet of things to be accessed, and the corresponding new block is generated in the block chain according to the authentication result, so that the calculation pressure of the Internet of things structuring center is reduced, the authentication cost is reduced, the security of the authentication process is improved, and the authentication efficiency is improved.
Furthermore, the management terminal also comprises a device terminal access module, a device terminal management module,
The device terminal access module is used for realizing the access of the Internet of things device terminal, sending the accessed Internet of things device terminal information to each node in the block chain network and writing the Internet of things device terminal information into the block chain;
the equipment terminal management module is used for activating the newly accessed Internet of things equipment terminal and managing the accessed Internet of things equipment; and the equipment terminal access module and the equipment terminal management module are communicated in a preset communication mode.
Furthermore, the management terminal also comprises an electricity consumption data receiving module, a training module and an optimization adjusting module;
the power utilization data receiving module is used for receiving power utilization data of a user;
the training module is used for training the user electricity utilization data received by the electricity utilization data receiving module to obtain resource consumption models of the user in different electricity utilization environments;
and the optimization adjustment module is used for configuring the power resources of the users in different power utilization environments by adopting the resource consumption model obtained through training of the training module and performing optimization adjustment on the mode of acquiring the power utilization data of the users.
Furthermore, the training module comprises a characteristic variable extraction unit, a function construction unit and a processing unit;
the characteristic variable extraction unit is used for classifying the user electricity utilization data received by the electricity utilization data receiving module according to electricity utilization conditions to generate user electricity utilization data under different electricity utilization conditions; the power utilization data of the users under different power utilization conditions are characteristic variables;
the function construction unit is used for constructing a corresponding target function according to the extracted characteristic variables;
the objective function is: f ═ min (k)1f1+k2f2+…+knfn)
Wherein F represents an objective function, F1、f2…fnIndicates the electricity consumption value, k, under the corresponding electricity consumption condition1、k2…knRespectively representing the electricity consumption values f of users under the corresponding electricity consumption conditions1、f2…fnThe model parameters of (1).
The function construction unit is also used for constructing a loss function of the target function;
the loss function is:
wherein, J (f)1、f2…fn) The function of the loss is represented by,predicted value of electricity consumption indicating set i group of users, FiAnd the electricity consumption quantity value of the ith group of users is represented.
And the processing unit is used for solving a model parameter which enables the loss function of the objective function to be minimum by adopting a gradient descent algorithm and substituting the model parameter into the objective function to obtain a power resource consumption model of the user in the corresponding power application environment.
According to the technical scheme, the invention has the following advantages: the legitimacy of the data of the Internet of things is judged by sending the data of the Internet of things to each node in the block chain network, if the data of the Internet of things is legal, the data of the Internet of things is written into the management terminal and the block chain respectively to prevent the data from being lost or changed, the normal life of people is prevented from being influenced by the paralysis of the data management of the power grid if the terminal is in a traditional structured center mode, and the normal operation of the power grid is ensured.
In addition, the invention has reliable design principle, simple structure and very wide application prospect.
Therefore, compared with the prior art, the invention has prominent substantive features and remarkable progress, and the beneficial effects of the implementation are also obvious.
Drawings
In order to more clearly illustrate the embodiments or technical solutions in the prior art of the present invention, the drawings used in the description of the embodiments or prior art will be briefly described below, and it is obvious for those skilled in the art that other drawings can be obtained based on these drawings without creative efforts.
Fig. 1 is a schematic block diagram of a system according to a first embodiment of the present invention.
Fig. 2 is a schematic block diagram of a system of a second embodiment of the present invention.
Detailed Description
In order to make those skilled in the art better understand the technical solution of the present invention, the technical solution in the embodiment of the present invention will be clearly and completely described below with reference to the drawings in the embodiment of the present invention, and it is obvious that the described embodiment is only a part of the embodiment of the present invention, and not all 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.
Example one
As shown in fig. 1, an embodiment of the present invention provides a ubiquitous power internet of things intelligent management system, including an equipment terminal and a management terminal;
the equipment terminal is provided with an information acquisition module and an information sending module;
the information acquisition module is used for acquiring the data of the Internet of things of the equipment terminal;
and the information sending module is used for sending the data of the Internet of things to each node in the block chain network to judge the legality of the data of the Internet of things, and if the data of the Internet of things is legal, the data of the Internet of things is written into the management terminal and the block chain respectively.
The management terminal comprises a data receiving module, a data processing module, a display module and an alarm module;
the data receiving module is used for receiving the Internet of things data transmitted by the information transmitting module and transmitting the data to the data processing module, and the data processing module compares the Internet of things data with a reference value;
the display module is used for displaying the received real-time information;
the alarm module is used for comparing the Internet of things data output by the data processing module with a reference value, and starting the alarm module to give out sound-light alarm if the comparison result is different and the absolute value of the difference value between the Internet of things data and the reference value is greater than a set threshold difference;
the data processing module receives the data of the internet of things, the received data are the operation monitoring data and the environment monitoring data of the terminal equipment, the data are provided with corresponding reference values at the management end, the received data and the corresponding reference values are judged, the alarm module starts to give out sound and light alarm when the comparison results are different and the absolute value of the difference value between the data of the internet of things and the reference values is larger than the set threshold difference, and the alarm is not given out when the absolute value of the difference value between the data of the internet of things and the reference values is larger than the set threshold difference and smaller than or equal to the set threshold difference.
Example two
As shown in fig. 2, an embodiment of the present invention provides a ubiquitous power internet of things intelligent management system, and a difference between the embodiment and the first embodiment is that: in order to prevent false alarm, a delay module is arranged between the data processing module and the alarm module;
the time delay module is used for receiving an alarm module starting control signal which is output by the data processing module when the comparison result of the Internet of things data and the reference value is different or the comparison difference value of the Internet of things data and the reference value is larger than a preset threshold value;
the time delay module is also used for repeatedly detecting and controlling the starting control signal, and if the starting control signal is still in the set time, the time delay module outputs the starting control signal to the alarm module.
EXAMPLE III
The embodiment of the invention provides a ubiquitous power Internet of things intelligent management system, which is different from the second embodiment in that: the management terminal also comprises a registration request receiving module, a registration information sending module, an operation request receiving module, an operation request responding module, an authentication request receiving module, an equipment terminal access module and an equipment terminal management module;
the registration request receiving module is used for receiving a registration request sent by a user and distributing authority to the user according to registration information in the received registration request;
a registration information sending module, configured to send registration information of a user to each node in the blockchain network and write the registration information into a blockchain;
the registration information includes: account information, authority information.
The operation request receiving module is used for receiving an operation request which is sent by a user and used for processing the data of the Internet of things and sending the received operation request to each node in the block chain network for judging the validity of the operation request;
and the operation request response module is used for receiving a judgment result returned by the block chain network node, analyzing the operation request and generating corresponding data service according to the analysis result if the returned information of the operation request is legal is received.
The validity judgment of the operation request by each node in the block chain network comprises the following steps:
and the node judges the legality of the operation request according to the account information and the authority information of the user in the block chain.
The authentication request receiving module is used for receiving an authentication request initiated by a device terminal to be accessed to the Internet of things and sending the authentication request to the main node in the block chain network;
the main node responds to the authentication request, and randomly selects nodes meeting the threshold quantity condition from the block chain network to form an authentication group;
the method comprises the steps that a main node receives identity information of a device terminal to be accessed to the Internet of things, packages authentication request information and sends the authentication request information to an authentication group member node;
and exchanging authentication information among the authentication group nodes, performing distributed authentication by combining identity information of the equipment terminal to be accessed into the Internet of things, generating a corresponding new block in the block chain according to an authentication result, and returning authentication confirmation information to the corresponding equipment terminal initiating an authentication request. The distributed authentication is carried out on the identity information of the equipment terminal combined with the Internet of things to be accessed, and the corresponding new block is generated in the block chain according to the authentication result, so that the calculation pressure of the Internet of things structuring center is reduced, the authentication cost is reduced, the security of the authentication process is improved, and the authentication efficiency is improved.
The device terminal access module is used for realizing the access of the Internet of things device terminal, sending the accessed Internet of things device terminal information to each node in the block chain network and writing the Internet of things device terminal information into the block chain;
the equipment terminal management module is used for activating the newly accessed Internet of things equipment terminal and managing the accessed Internet of things equipment; and the equipment terminal access module and the equipment terminal management module are communicated in a preset communication mode.
Example four
The embodiment of the invention provides a ubiquitous power Internet of things intelligent management system, which is different from the third embodiment in that: the management terminal also comprises a power consumption data receiving module, a training module and an optimization adjusting module;
the power utilization data receiving module is used for receiving power utilization data of a user;
the training module is used for training the user electricity utilization data received by the electricity utilization data receiving module to obtain resource consumption models of the user in different electricity utilization environments;
and the optimization adjustment module is used for configuring the power resources of the users in different power utilization environments by adopting the resource consumption model obtained through training of the training module and performing optimization adjustment on the mode of acquiring the power utilization data of the users.
The training module comprises a characteristic variable extraction unit, a function construction unit and a processing unit;
the characteristic variable extraction unit is used for classifying the user electricity utilization data received by the electricity utilization data receiving module according to electricity utilization conditions to generate user electricity utilization data under different electricity utilization conditions; the power utilization data of the users under different power utilization conditions are characteristic variables;
the function construction unit is used for constructing a corresponding target function according to the extracted characteristic variables;
the objective function is: f ═ min (k)1f1+k2f2+…+knfn)
Wherein F represents an objective function, F1、f2…fnIndicates the electricity consumption value, k, under the corresponding electricity consumption condition1、k2…knRespectively representing the electricity consumption values f of users under the corresponding electricity consumption conditions1、f2…fnThe model parameters of (1).
The function construction unit is also used for constructing a loss function of the target function;
the loss function is:
wherein, J (f)1、f2…fn) The function of the loss is represented by,predicted value of electricity consumption indicating set i group of users, FiAnd the electricity consumption quantity value of the ith group of users is represented.
And the processing unit is used for solving a model parameter which enables the loss function of the objective function to be minimum by adopting a gradient descent algorithm and substituting the model parameter into the objective function to obtain a power resource consumption model of the user in the corresponding power application environment.
Although the present invention has been described in detail by referring to the drawings in connection with the preferred embodiments, the present invention is not limited thereto. Various equivalent modifications or substitutions can be made on the embodiments of the present invention by those skilled in the art without departing from the spirit and scope of the present invention, and these modifications or substitutions are within the scope of the present invention/any person skilled in the art can easily conceive of the changes or substitutions within the technical scope of the present invention. Therefore, the protection scope of the present invention shall be subject to the protection scope of the claims.

Claims (10)

1. A ubiquitous power Internet of things intelligent management system is characterized by comprising an equipment terminal and a management terminal;
the equipment terminal is provided with an information acquisition module and an information sending module;
the information acquisition module is used for acquiring the data of the Internet of things of the equipment terminal;
and the information sending module is used for sending the data of the Internet of things to each node in the block chain network to judge the legality of the data of the Internet of things, and if the data of the Internet of things is legal, the data of the Internet of things is written into the management terminal and the block chain respectively.
2. The intelligent management system of the internet of things for the ubiquitous power of claim 1, wherein the management terminal comprises a data receiving module, a data processing module, a display module and an alarm module;
the data receiving module is used for receiving the Internet of things data transmitted by the information transmitting module and transmitting the data to the data processing module, and the data processing module compares the Internet of things data with a reference value;
the display module is used for displaying the received real-time information;
and the alarm module is used for starting the alarm module to send out sound-light alarm when the comparison result of the data of the Internet of things output by the data processing module and the reference value is different or the comparison difference value of the data of the Internet of things and the reference value is larger than a preset threshold value.
3. A ubiquitous power internet of things intelligent management system according to claim 2, wherein a delay module is arranged between the data processing module and the alarm module;
the time delay module is used for receiving an alarm module starting control signal which is output by the data processing module when the comparison result of the Internet of things data and the reference value is different or the comparison difference value of the Internet of things data and the reference value is larger than a preset threshold value;
the time delay module is also used for repeatedly detecting and controlling the starting control signal, and if the starting control signal is still in the set time, the time delay module outputs the starting control signal to the alarm module.
4. A ubiquitous power internet of things intelligent management system according to claim 2, wherein the management terminal further comprises a registration request receiving module and a registration information sending module;
the registration request receiving module is used for receiving a registration request sent by a user and distributing authority to the user according to registration information in the received registration request;
a registration information sending module, configured to send registration information of a user to each node in the blockchain network and write the registration information into a blockchain;
the registration information includes: account information, authority information.
5. A ubiquitous power Internet of things intelligent management system as claimed in claim 4, wherein the management terminal comprises an operation request receiving module and an operation request responding module;
the operation request receiving module is used for receiving an operation request which is sent by a user and used for processing the data of the Internet of things and sending the received operation request to each node in the block chain network for judging the validity of the operation request;
and the operation request response module is used for receiving a judgment result returned by the block chain network node, analyzing the operation request and generating corresponding data service according to the analysis result if the returned information of the operation request is legal is received.
6. A ubiquitous power Internet of things intelligent management system as claimed in claim 5, wherein the judgment of validity of the operation request by each node in the blockchain network comprises:
and the node judges the legality of the operation request according to the account information and the authority information of the user in the block chain.
7. A ubiquitous power Internet of things intelligent management system as claimed in claim 5, wherein the management terminal further comprises an authentication request receiving module;
the authentication request receiving module is used for receiving an authentication request initiated by a device terminal to be accessed to the Internet of things and sending the authentication request to the main node in the block chain network;
the main node responds to the authentication request, and randomly selects nodes meeting the threshold quantity condition from the block chain network to form an authentication group;
the method comprises the steps that a main node receives identity information of a device terminal to be accessed to the Internet of things, packages authentication request information and sends the authentication request information to an authentication group member node;
and exchanging authentication information among the authentication group nodes, performing distributed authentication by combining identity information of the equipment terminal to be accessed into the Internet of things, generating a corresponding new block in the block chain according to an authentication result, and returning authentication confirmation information to the corresponding equipment terminal initiating an authentication request.
8. A ubiquitous power Internet of things intelligent management system as claimed in claim 5, wherein the management terminal further comprises a device terminal access module and a device terminal management module;
the device terminal access module is used for realizing the access of the Internet of things device terminal, sending the accessed Internet of things device terminal information to each node in the block chain network and writing the Internet of things device terminal information into the block chain;
the equipment terminal management module is used for activating the newly accessed Internet of things equipment terminal and managing the accessed Internet of things equipment; and the equipment terminal access module and the equipment terminal management module are communicated in a preset communication mode.
9. The intelligent management system of the internet of things for the ubiquitous power of claim 1, wherein the management terminal further comprises a power utilization data receiving module, a training module and an optimization adjusting module;
the power utilization data receiving module is used for receiving power utilization data of a user;
the training module is used for training the user electricity utilization data received by the electricity utilization data receiving module to obtain resource consumption models of the user in different electricity utilization environments;
and the optimization adjustment module is used for configuring the power resources of the users in different power utilization environments by adopting the resource consumption model obtained through training of the training module and performing optimization adjustment on the mode of acquiring the power utilization data of the users.
10. The intelligent management system of the internet of things for the ubiquitous power of claim 1, wherein the training module comprises a characteristic variable extraction unit, a function construction unit and a processing unit;
the characteristic variable extraction unit is used for classifying the user electricity utilization data received by the electricity utilization data receiving module according to electricity utilization conditions to generate user electricity utilization data under different electricity utilization conditions; the power utilization data of the users under different power utilization conditions are characteristic variables;
the function construction unit is used for constructing a corresponding target function according to the extracted characteristic variables;
the function construction unit is also used for constructing a loss function of the target function;
and the processing unit is used for solving a model parameter which enables the loss function of the objective function to be minimum by adopting a gradient descent algorithm and substituting the model parameter into the objective function to obtain a power resource consumption model of the user in the corresponding power application environment.
CN201910919320.XA 2019-09-26 2019-09-26 Ubiquitous power Internet of things intelligent management system Pending CN110620820A (en)

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Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111092960A (en) * 2019-12-31 2020-05-01 北京笔新互联网科技有限公司 Distributed data acquisition system and operation method thereof
CN111756695A (en) * 2020-05-25 2020-10-09 江苏方天电力技术有限公司 Electric power thing allies oneself with sensing equipment
CN112383504A (en) * 2020-09-28 2021-02-19 国网山东省电力公司冠县供电公司 Electric power thing networking block chain data management system
CN112398820A (en) * 2020-11-03 2021-02-23 中国联合网络通信集团有限公司 Data management method and device

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1716331A (en) * 2005-07-11 2006-01-04 陕西圣鼎科技有限公司 Intelligent warning system and method for warning by using communication network
CN103107601A (en) * 2013-02-26 2013-05-15 合肥未来计算机技术开发有限公司 Web of Things smart power grid operation and maintenance system
CN108694330A (en) * 2018-05-15 2018-10-23 中国联合网络通信集团有限公司 Internet of Things data management method, platform and equipment
CN109495516A (en) * 2019-01-07 2019-03-19 国网江苏省电力有限公司无锡供电分公司 Electric power internet-of-things terminal cut-in method based on block chain
CN109787987A (en) * 2019-01-29 2019-05-21 国网江苏省电力有限公司无锡供电分公司 Electric power internet-of-things terminal identity identifying method based on block chain
CN110060176A (en) * 2019-04-03 2019-07-26 南京邮电大学 Electric power Internet of Things intelligent power distribution method, readable storage medium storing program for executing and terminal

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1716331A (en) * 2005-07-11 2006-01-04 陕西圣鼎科技有限公司 Intelligent warning system and method for warning by using communication network
CN103107601A (en) * 2013-02-26 2013-05-15 合肥未来计算机技术开发有限公司 Web of Things smart power grid operation and maintenance system
CN108694330A (en) * 2018-05-15 2018-10-23 中国联合网络通信集团有限公司 Internet of Things data management method, platform and equipment
CN109495516A (en) * 2019-01-07 2019-03-19 国网江苏省电力有限公司无锡供电分公司 Electric power internet-of-things terminal cut-in method based on block chain
CN109787987A (en) * 2019-01-29 2019-05-21 国网江苏省电力有限公司无锡供电分公司 Electric power internet-of-things terminal identity identifying method based on block chain
CN110060176A (en) * 2019-04-03 2019-07-26 南京邮电大学 Electric power Internet of Things intelligent power distribution method, readable storage medium storing program for executing and terminal

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111092960A (en) * 2019-12-31 2020-05-01 北京笔新互联网科技有限公司 Distributed data acquisition system and operation method thereof
CN111756695A (en) * 2020-05-25 2020-10-09 江苏方天电力技术有限公司 Electric power thing allies oneself with sensing equipment
CN112383504A (en) * 2020-09-28 2021-02-19 国网山东省电力公司冠县供电公司 Electric power thing networking block chain data management system
CN112398820A (en) * 2020-11-03 2021-02-23 中国联合网络通信集团有限公司 Data management method and device
CN112398820B (en) * 2020-11-03 2023-05-26 中国联合网络通信集团有限公司 Data management method and device

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Application publication date: 20191227