CN113609179A - Population inflow evaluation method, electronic device and storage medium - Google Patents

Population inflow evaluation method, electronic device and storage medium Download PDF

Info

Publication number
CN113609179A
CN113609179A CN202110674709.XA CN202110674709A CN113609179A CN 113609179 A CN113609179 A CN 113609179A CN 202110674709 A CN202110674709 A CN 202110674709A CN 113609179 A CN113609179 A CN 113609179A
Authority
CN
China
Prior art keywords
inflowing
households
monitoring area
target monitoring
electricity consumption
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN202110674709.XA
Other languages
Chinese (zh)
Inventor
常凯旋
祝君剑
喻集文
刘帆
罗勇超
伍栋文
晏依
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
State Grid Jiangxi Electric Power Co ltd
Power Supply Service Management Center Of State Grid Jiangxi Electric Power Co ltd
State Grid Corp of China SGCC
Original Assignee
State Grid Jiangxi Electric Power Co ltd
Power Supply Service Management Center Of State Grid Jiangxi Electric Power Co ltd
State Grid Corp of China SGCC
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by State Grid Jiangxi Electric Power Co ltd, Power Supply Service Management Center Of State Grid Jiangxi Electric Power Co ltd, State Grid Corp of China SGCC filed Critical State Grid Jiangxi Electric Power Co ltd
Priority to CN202110674709.XA priority Critical patent/CN113609179A/en
Publication of CN113609179A publication Critical patent/CN113609179A/en
Pending legal-status Critical Current

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2462Approximate or statistical queries
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/21Design, administration or maintenance of databases
    • G06F16/215Improving data quality; Data cleansing, e.g. de-duplication, removing invalid entries or correcting typographical errors
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/248Presentation of query results
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/29Geographical information databases
    • 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
    • G06Q50/10Services
    • G06Q50/26Government or public services
    • 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
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

Abstract

The invention provides a population inflow evaluation method, an electronic device and a storage medium. The method comprises the steps of obtaining electricity consumption data of residential users in a target monitoring area to be evaluated; determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users; and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area. Therefore, the inflow situation of the population in the region can be quickly and accurately evaluated.

Description

Population inflow evaluation method, electronic device and storage medium
Technical Field
The invention relates to the technical field of electric power big data, in particular to a population inflow evaluation method, electronic equipment and a storage medium.
Background
At present, the traditional personnel flow assessment method based on electric power data needs to carry out high-frequency acquisition (once every 15 minutes) on household electricity consumption data of residents, and has higher requirements on an acquisition system; or non-shallow type identification equipment is required to be installed on the residential customer so as to obtain the household electricity subdivision quantity of the electricity consumer. However, when population inflow monitoring is performed in a large range or area (such as the whole province), high-frequency acquisition and non-embedded identification equipment installation of all residential customers in a monitored area cannot be guaranteed.
Therefore, a method for rapidly and accurately evaluating the inflow of the population in the region is urgently needed.
Disclosure of Invention
The invention provides a population inflow evaluation method, electronic equipment and a storage medium, which are used for quickly and accurately evaluating the inflow condition of population in a region.
In a first aspect, the present invention provides a method for assessing population inflow, comprising:
acquiring electricity consumption data of residential users in a target monitoring area to be evaluated;
determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users;
and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
In a second aspect, the present invention provides an electronic device comprising a processing component and a storage component;
the storage component stores one or more computer instructions; the one or more computer instructions to be invoked for execution by the processing component;
the processing component is to:
acquiring electricity consumption data of residential users in a target monitoring area to be evaluated;
determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users;
and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
In a third aspect, the present invention provides a computer-readable storage medium storing a computer program which, when executed by a computer, implements the steps of the above method.
The invention has the beneficial effects that:
according to the method, electricity consumption data of residential users in a target monitoring area to be evaluated are obtained; determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users; and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area. Therefore, the inflow situation of the population in the region can be quickly and accurately evaluated.
These and other aspects of the present application will be more readily apparent from the following description of the embodiments.
Drawings
In order to more clearly illustrate the embodiments of the present application or the technical solutions in the prior art, the drawings needed to be used in the description of the embodiments or the prior art will be briefly described below, and it is obvious that the drawings in the following description are some embodiments of the present application, and other drawings can be obtained by those skilled in the art without creative efforts.
FIG. 1 shows a schematic flow diagram of a population inflow assessment method according to one embodiment of the present application;
FIG. 2 shows a schematic flow diagram of a population inflow assessment method according to another embodiment of the present application;
fig. 3 shows a schematic structural diagram of an electronic device according to an embodiment of the application.
Detailed Description
In order to make the technical solutions better understood by those skilled in the art, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application.
In some of the flows described in the specification and claims of this application and in the above-described figures, a number of operations are included that occur in a particular order, but it should be clearly understood that these operations may be performed out of order or in parallel as they occur herein, the number of operations, e.g., 101, 102, etc., merely being used to distinguish between various operations, and the number itself does not represent any order of performance. Additionally, the flows may include more or fewer operations, and the operations may be performed sequentially or in parallel. It should be noted that, the descriptions of "first", "second", etc. in this document are used for distinguishing different messages, devices, modules, etc., and do not represent a sequential order, nor limit the types of "first" and "second" to be different.
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, 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 application.
FIG. 1 shows a flow diagram of a population inflow assessment method according to one embodiment of the present application. Referring to fig. 1, the method may include the steps of:
101. and acquiring electricity consumption data of residential users in the target monitoring area to be evaluated.
102. And determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users.
103. And determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
The electricity consumption data of the resident users comprise user names, power supply companies to which the users belong, subareas to which the users belong, electricity consumption addresses of the users, daily electricity consumption and the like.
The number of newly inflowing households refers to the number of newly inflowing households, and the newly inflowing households can be understood as newly added households in the target monitoring area. The family with inflow persons can be understood as the family with new members living in the target monitoring area.
According to the population inflow evaluation method provided by the embodiment, the electricity consumption data of the residential users in the target monitoring area to be evaluated is acquired; determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users; and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area. Therefore, the inflow situation of the population in the region can be quickly and accurately evaluated.
In some embodiments, in order to more accurately perform the population inflow evaluation based on the electricity consumption data of the residential users, the obtaining of the electricity consumption data of the residential users in the target monitoring area to be evaluated may be: acquiring initial residential user electricity consumption data in a target monitoring area to be evaluated; and performing data cleaning, abnormal data correction and missing data supplement on the initial residential user electricity utilization data to obtain residential user electricity utilization data in the target monitoring area.
The target monitoring area to be evaluated may be a power supply unit of a cell, a market, a natural village or a power supply company, and the like.
And the electricity utilization data of the resident users in the target monitoring area refers to data cleaning of the electricity utilization data of the initial resident users in the target monitoring area, screening abnormal and missing users of the electricity utilization data of the initial resident users in the target monitoring area, correcting and supplementing the abnormal and missing data of the initial resident users in the target monitoring area, and the normal electricity utilization data of the initial resident users in the target monitoring area.
In some embodiments, determining the target population inflow index in the target monitoring area based on the number of new inflowing households and the number of inflowing persons households in the target monitoring area comprises:
accumulating the number of newly inflowing households and the number of households with inflowing personnel to obtain the number of inflowing households of the population in the target monitoring area; and calculating the ratio of the number of the inflow users of the population to the number of the residents in the target monitoring area, and taking the ratio as a target population inflow index in the target monitoring area.
The population inflow index of the target monitoring area is the number of population inflow users in the target monitoring area/the number of residents in the target monitoring area 100; and the number of the inflowing households of the population in the target monitoring area is equal to the number of the newly inflowing households in the target monitoring area plus the number of the inflowing households in the target monitoring area.
In some embodiments, determining the number of new inflowing households and the number of households with inflowing persons in the target monitoring area according to the electricity consumption data of the residential users comprises: analyzing the electricity consumption of the residential users of each family; if the analysis result of each family indicates that the electricity consumption of the user on a preset first number of days before the monitoring day is less than a preset first electricity consumption, and the electricity consumption on the day of the monitoring day is greater than or equal to a preset second electricity consumption, judging that the family is a newly inflowing family;
if the analysis result of each family indicates that the daily electricity consumption of the users on a preset first number of days before the monitoring day is less than a preset third electricity consumption, the daily electricity consumption on the preset first number of days is less than a preset fourth electricity consumption, and the daily electricity consumption on a preset second number of days before the monitoring day is more than a preset fifth electricity consumption, judging that the family is an inflowing personnel family; and counting the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
The preset electric quantity and the preset number of days are determined according to actual service requirements, for example, the preset first electric quantity is 0, the preset second electric quantity is 2kWh, the preset third electric quantity is 1kWh, the preset fourth electric quantity is 5kWh, and the preset fifth electric quantity is 2 kWh; the first number of days is preset to be 30 days, and the second number of days is preset to be 3 days.
For example, the new inflow monitoring number and the number of families with inflow personnel of a certain province are determined, the electricity consumption number of the resident users of each family of the whole province is analyzed, and if the analysis result of each family indicates that the electricity consumption of the user is less than 0 30 days before the monitoring day and the electricity consumption of the monitoring day is more than or equal to 2kWh, the family is judged to be the new inflow family.
And if the analysis result of each family indicates that the daily electricity consumption of the user 30 days before the monitoring day is less than 1kWh, the daily electricity consumption of the user 30 days before is less than 5kWh, and the daily electricity consumption of the user 3 days before the monitoring day is more than 2kWh, judging that the family is the number of the families with the inflowing personnel.
In some embodiments, referring to fig. 2, on the basis of fig. 1, the method may further include the following steps:
104. and generating population inflow condition details in the target monitoring area according to the number of the newly inflowing households, the number of the inflowing households and the target population inflow index.
105. And determining the target display color of the population inflow condition detail according to the corresponding relation between the preset population inflow index and the display color.
106. In response to receiving a display instruction of the population inflow details for the target monitoring area, displaying the population inflow details in a map area corresponding to the target monitoring area in an electronic map in a target display color.
The population inflow details can show population inflow information such as the number of newly inflowing households, the number of inflowing households and a target population inflow index.
In order to more intuitively reflect the level of the population inflow index, the details of the population inflow can be displayed in different colors. Dark color indicates a high population inflow index and light color indicates a low population inflow index.
As an example, a corresponding relationship between the population inflow index and the display color is established in advance, wherein the higher the population inflow index is, the darker the corresponding display color is; the lower the population inflow index, the lighter the corresponding display color. For example, when the display color is red, different population inflow indexes correspond to different degrees of red, for example, a region with a high population inflow index value is displayed in dark red, and a region with a low population inflow index value is displayed in light red. In addition, in order to facilitate triggering of the display instruction, a function control can be arranged on the electronic map, and when a user triggers the function control, the display instruction can be triggered.
Fig. 3 shows a schematic structural diagram of an electronic device according to an embodiment of the application. As shown in fig. 3, the electronic device may include a storage component 302 and a processing component 301;
the storage component 302 stores one or more computer instructions for execution invoked by the processing component.
The processing component is to:
acquiring electricity consumption data of residential users in a target monitoring area to be evaluated;
determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users;
and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
Among other things, the processing component 302 may include one or more processors to execute computer instructions to perform all or some of the steps of the methods described above. Of course, the processing elements may also be implemented as one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), Digital Signal Processing Devices (DSPDs), Programmable Logic Devices (PLDs), Field Programmable Gate Arrays (FPGAs), controllers, micro-controllers, microprocessors or other electronic components configured to perform the above-described methods.
The storage component 301 is configured to store various types of data to support operations at the terminal. The memory components may be implemented by any type or combination of volatile or non-volatile memory devices such as Static Random Access Memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, magnetic or optical disks.
The electronic device may further include a display component 303, and the display component 303 may be an Electroluminescent (EL) element, a liquid crystal display or a micro display having a similar structure, or a retina directly displayable or similar laser scanning type display.
Of course, the electronic device may of course also comprise other components, such as input/output interfaces, communication components, etc.
The input/output interface provides an interface between the processing components and peripheral interface modules, which may be output devices, input devices, etc.
The communication component is configured to facilitate wired or wireless communication between the electronic device and other devices, and the like.
As used herein, an "electronic device" may be a remote web server, a computer networking device, a chipset, a desktop computer, a notebook computer, a workstation, or any other processing device or equipment.
The electronic device may be a physical device or an elastic computing host provided by a cloud computing platform, and the computing device may be a cloud server, and the processing component, the storage component, and the like may be basic server resources rented or purchased from the cloud computing platform.
The embodiment of the present application also provides a computer-readable storage medium, which stores a computer program, and the computer program, when executed by a computer, can implement the method for assessing population inflow in the embodiment shown in fig. 1 or fig. 2.
It is clear to those skilled in the art that, for convenience and brevity of description, the specific working processes of the above-described systems, apparatuses and units may refer to the corresponding processes in the foregoing method embodiments, and are not described herein again.
The above-described embodiments of the apparatus are merely illustrative, and the units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of the present embodiment. One of ordinary skill in the art can understand and implement it without inventive effort.
Through the above description of the embodiments, those skilled in the art will clearly understand that each embodiment can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware. With this understanding in mind, the above-described technical solutions may be embodied in the form of a software product, which can be stored in a computer-readable storage medium such as ROM/RAM, magnetic disk, optical disk, etc., and includes instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the methods described in the embodiments or some parts of the embodiments.
Finally, it should be noted that: the above embodiments are only used to illustrate the technical solutions of the present application, and not to limit the same; although the present application has been described in detail with reference to the foregoing embodiments, it should be understood by those of ordinary skill in the art that: the technical solutions described in the foregoing embodiments may still be modified, or some technical features may be equivalently replaced; and such modifications or substitutions do not depart from the spirit and scope of the corresponding technical solutions in the embodiments of the present application.

Claims (7)

1. A method for assessing population influx, comprising:
acquiring electricity consumption data of residential users in a target monitoring area to be evaluated;
determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users;
and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
2. The method of claim 1, wherein determining a target population inflow index in the target monitoring area based on the number of new inflowing households and the number of inflowing households in the target monitoring area comprises:
accumulating the number of newly inflowing households and the number of households with inflowing personnel to obtain the number of inflowing households of the population in the target monitoring area;
and calculating the ratio of the number of the inflow users of the population to the number of the residents in the target monitoring area, and taking the ratio as a target population inflow index in the target monitoring area.
3. The method as claimed in claim 1, wherein determining the number of new inflowing households and the number of inflowing persons households in the target monitoring area according to the residential customer electricity consumption data comprises:
analyzing the electricity consumption of the residential users of each family;
if the analysis result of each family indicates that the electricity consumption of the user on a preset first number of days before the monitoring day is less than a preset first electricity consumption, and the electricity consumption on the day of the monitoring day is greater than or equal to a preset second electricity consumption, judging that the family is a newly inflowing family;
if the analysis result of each family indicates that the daily electricity consumption of the users on a preset first number of days before the monitoring day is less than a preset third electricity consumption, the daily electricity consumption on the preset first number of days is less than a preset fourth electricity consumption, and the daily electricity consumption on a preset second number of days before the monitoring day is more than a preset fifth electricity consumption, judging that the family is an inflowing personnel family;
and counting the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
4. The method of claim 1, further comprising:
generating population inflow condition details in the target monitoring area according to the number of the newly inflowing households, the number of the inflowing households and the target population inflow index;
determining a target display color of the population inflow condition detail according to a corresponding relation between a preset population inflow index and the display color;
in response to receiving a display instruction of the population inflow details for the target monitoring area, displaying the population inflow details in a map area corresponding to the target monitoring area in an electronic map in a target display color.
5. The method according to claim 1, wherein the step of obtaining electricity consumption data of residential users in the target monitoring area to be evaluated comprises the following steps:
acquiring initial residential user electricity consumption data in a target monitoring area to be evaluated;
and performing data cleaning, abnormal data correction and missing data supplement on the initial residential user electricity utilization data to obtain residential user electricity utilization data in the target monitoring area.
6. An electronic device comprising a processing component and a storage component;
the storage component stores one or more computer instructions; the one or more computer instructions to be invoked for execution by the processing component;
the processing component is to:
acquiring electricity consumption data of residential users in a target monitoring area to be evaluated;
determining the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area according to the electricity consumption data of the residential users;
and determining a target population inflow index in the target monitoring area according to the number of newly inflowing households and the number of households with inflowing personnel in the target monitoring area.
7. A computer-readable storage medium, in which a computer program is stored, which computer program, when executed by a computer, carries out the steps in the method for demographic inflow assessment of any one of claims 1-5.
CN202110674709.XA 2021-06-17 2021-06-17 Population inflow evaluation method, electronic device and storage medium Pending CN113609179A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202110674709.XA CN113609179A (en) 2021-06-17 2021-06-17 Population inflow evaluation method, electronic device and storage medium

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202110674709.XA CN113609179A (en) 2021-06-17 2021-06-17 Population inflow evaluation method, electronic device and storage medium

Publications (1)

Publication Number Publication Date
CN113609179A true CN113609179A (en) 2021-11-05

Family

ID=78303572

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202110674709.XA Pending CN113609179A (en) 2021-06-17 2021-06-17 Population inflow evaluation method, electronic device and storage medium

Country Status (1)

Country Link
CN (1) CN113609179A (en)

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105760963A (en) * 2016-03-14 2016-07-13 中国能源建设集团江苏省电力设计院有限公司 Tourist area resident household electricity prediction method
CN108985586A (en) * 2018-06-28 2018-12-11 中国联合网络通信有限公司深圳市分公司 Appraisal procedure, device and the computer readable storage medium of resident trip index
CN110930285B (en) * 2020-02-05 2020-05-19 北京交研智慧科技有限公司 Population distribution analysis method and device
CN112071047A (en) * 2020-07-13 2020-12-11 国网北京市电力公司 Resident home leaving and returning behavior judgment method
AU2020103560A4 (en) * 2020-05-07 2021-02-04 North China Electric Power University Method for predicting household electricity consumption adapted to supply-side structural reform
CN112907063A (en) * 2021-02-10 2021-06-04 国网河北省电力有限公司信息通信分公司 Population mobility rate and house vacancy rate determining method and terminal equipment

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105760963A (en) * 2016-03-14 2016-07-13 中国能源建设集团江苏省电力设计院有限公司 Tourist area resident household electricity prediction method
CN108985586A (en) * 2018-06-28 2018-12-11 中国联合网络通信有限公司深圳市分公司 Appraisal procedure, device and the computer readable storage medium of resident trip index
CN110930285B (en) * 2020-02-05 2020-05-19 北京交研智慧科技有限公司 Population distribution analysis method and device
AU2020103560A4 (en) * 2020-05-07 2021-02-04 North China Electric Power University Method for predicting household electricity consumption adapted to supply-side structural reform
CN112071047A (en) * 2020-07-13 2020-12-11 国网北京市电力公司 Resident home leaving and returning behavior judgment method
CN112907063A (en) * 2021-02-10 2021-06-04 国网河北省电力有限公司信息通信分公司 Population mobility rate and house vacancy rate determining method and terminal equipment

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
刘畅: "基于电力数据的居民人口流动情况评估", 《四川电力技术》, pages 2 - 4 *
张洋瑞;陶鹏;李?;赵俊鹏;张超;: "基于细粒度用能数据的居民家庭活动人口评估方法研究", 河北电力技术, no. 06 *
荣秀婷;叶彬;葛斐;陈煜;李方一;: "安徽省居民生活用电增长的动因分解与潜力研究", 资源开发与市场, no. 07 *

Similar Documents

Publication Publication Date Title
JP6721627B2 (en) Systems and methods for resource consumption analysis
US20210240721A1 (en) Application Recommending Method and System, and Server
US9806902B2 (en) Scalable framework for monitoring machine-to-machine (M2M) devices
US9137110B1 (en) Availability risk assessment, system modeling
US9619772B1 (en) Availability risk assessment, resource simulation
US9741005B1 (en) Computing resource availability risk assessment using graph comparison
US20130046703A1 (en) Smart Communications for Power Consumption Information
US10558206B2 (en) Electrical device degradation determination
US10367705B1 (en) Selecting and configuring metrics for monitoring
US20200044944A1 (en) User interface with expected response times of commands
CN112684400A (en) Method and system for monitoring electric energy meter operation error data of small electric quantity distribution area
CN115860729A (en) IT operation and maintenance integrated management system
US10459826B2 (en) Run time workload threshold alerts for customer profiling visualization
CN116482598A (en) Power consumption data monitoring method and device
US10476766B1 (en) Selecting and configuring metrics for monitoring
CN113609179A (en) Population inflow evaluation method, electronic device and storage medium
TWI497037B (en) Analyzing utility consumption
CN108304990A (en) A kind of sensitive pre-judging method of power failure and system
CN107250931B (en) Energy service recommendation engine
CN111076373B (en) Display method, display device, terminal and readable storage medium
CN113835961B (en) Alarm information monitoring method, device, server and storage medium
US20110282824A1 (en) Technologies for mapping a set of criteria
Fowler et al. Energy data management system commercial product summary
US10475111B1 (en) Selecting and configuring metrics for monitoring
US20230112875A1 (en) Alarm performance optimizer

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination