CN109840391A - The model creation method and device of on-load regulator transformer - Google Patents

The model creation method and device of on-load regulator transformer Download PDF

Info

Publication number
CN109840391A
CN109840391A CN201910234267.XA CN201910234267A CN109840391A CN 109840391 A CN109840391 A CN 109840391A CN 201910234267 A CN201910234267 A CN 201910234267A CN 109840391 A CN109840391 A CN 109840391A
Authority
CN
China
Prior art keywords
branch
transformer
load regulator
model
load
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
CN201910234267.XA
Other languages
Chinese (zh)
Inventor
胡刚
刘艳
谷哲飞
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 Corp of China SGCC
State Grid Beijing Electric Power Co Ltd
Original Assignee
State Grid Corp of China SGCC
State Grid Beijing Electric Power Co Ltd
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 Corp of China SGCC, State Grid Beijing Electric Power Co Ltd filed Critical State Grid Corp of China SGCC
Priority to CN201910234267.XA priority Critical patent/CN109840391A/en
Publication of CN109840391A publication Critical patent/CN109840391A/en
Pending legal-status Critical Current

Links

Landscapes

  • Supply And Distribution Of Alternating Current (AREA)

Abstract

The present invention provides a kind of model creation method and devices of on-load regulator transformer, this method comprises: the first branch of on-load regulator transformer in electric system is converted to second branch;Dummy node is created in second branch;According to the model of dummy node and the branch parameters of second branch creation on-load regulator transformer.Through the invention, it solves the problems, such as that the creation efficiency of the model of on-load regulator transformer in the related technology is lower, and then has achieved the effect that the creation efficiency for the model for improving on-load regulator transformer.

Description

The model creation method and device of on-load regulator transformer
Technical field
The present invention relates to computer fields, a kind of model creation method in particular to on-load regulator transformer and Device.
Background technique
On-load regulator transformer is the important component of electric system, in Power System Analysis and calculating, commonly Model mainly has Γ type and Π pattern type.When calculating conventional voltage voltage collapse point Nonlinear programming Model using interior point method, For on-load regulator transformer using when having Γ type and Π pattern type, each iteration requires amendment Hessian matrix, affects calculating speed Degree.
For above-mentioned problem, currently no effective solution has been proposed.
Summary of the invention
The embodiment of the invention provides a kind of model creation method and devices of on-load regulator transformer, at least to solve phase The lower problem of the creation efficiency of the model of on-load regulator transformer in the related technology in the technology of pass.
According to one embodiment of present invention, a kind of model creation method of on-load regulator transformer is provided, comprising: will The first branch of on-load regulator transformer is converted to second branch in electric system;Virtual section is created in the second branch Point;The model of the on-load regulator transformer is created according to the branch parameters of the dummy node and the second branch.
Optionally, the first branch of on-load regulator transformer in electric system is converted to second branch includes: from described The ideal transformer branch and transformer admittance branch of target no-load voltage ratio parameter are extracted in the first branch, wherein the branch parameters Including the target no-load voltage ratio parameter;The branch obtained after the ideal transformer branch and the series connection of transformer admittance branch is determined For the second branch.
Optionally, dummy node is created in the second branch includes: by the ideal transformer branch and transformer Node between admittance branch is determined as the dummy node;Create the low-pressure side section of the dummy node Yu the second branch The first power module between point.
Optionally, the on-load regulator transformer is created according to the dummy node and the branch parameters of the second branch Model include at least one of: first power module is determined as to the second power mould of the on-load regulator transformer Type;The voltage model of the on-load regulator transformer is created according to first power module and the target no-load voltage ratio parameter.
According to another embodiment of the invention, a kind of model creation device of on-load regulator transformer is provided, comprising: Conversion module, for the first branch of on-load regulator transformer in electric system to be converted to second branch;First creation module, For creating dummy node in the second branch;Second creation module, for according to the dummy node and described second The branch parameters of branch create the model of the on-load regulator transformer.
Optionally, the conversion module includes: extraction unit, for extracting target no-load voltage ratio parameter from the first branch Ideal transformer branch and transformer admittance branch, wherein the branch parameters include the target no-load voltage ratio parameter;First really Order member, for the branch obtained after the ideal transformer branch and the series connection of transformer admittance branch to be determined as described second Branch.
Optionally, first creation module includes: the second determination unit, is used for the ideal transformer branch and change Node between depressor admittance branch is determined as the dummy node;First creating unit, for create the dummy node with The first power module between the low side node of the second branch.
Optionally, second creation module includes at least one of: third determination unit, is used for first function Rate model is determined as the second power module of the on-load regulator transformer;Second creating unit, for according to first function Rate model and the target no-load voltage ratio parameter create the voltage model of the on-load regulator transformer.
According to still another embodiment of the invention, a kind of storage medium is additionally provided, meter is stored in the storage medium Calculation machine program, wherein the computer program is arranged to execute the step in any of the above-described embodiment of the method when operation.
According to still another embodiment of the invention, a kind of electronic device, including memory and processor are additionally provided, it is described Computer program is stored in memory, the processor is arranged to run the computer program to execute any of the above-described Step in embodiment of the method.
Through the invention, by the way that the first branch of on-load regulator transformer in electric system is converted to second branch;? Dummy node is created in second branch;According to the mould of dummy node and the branch parameters of second branch creation on-load regulator transformer The mode of type by creating dummy node, and indicates by the voltage of the dummy node ideal transformer to power, voltage Transformational relation, making its objective function, equality constraints functions and inequality constraints function is primary or quadratic function.Therefore, may be used Creation efficiency to solve the problems, such as the model of on-load regulator transformer in the related technology is lower, reaches and improves on-load voltage regulation transformation The effect of the creation efficiency of the model of device.
Detailed description of the invention
The drawings described herein are used to provide a further understanding of the present invention, constitutes part of this application, this hair Bright illustrative embodiments and their description are used to explain the present invention, and are not constituted improper limitations of the present invention.In the accompanying drawings:
Fig. 1 is a kind of hardware knot of the mobile terminal of the model creation method of on-load regulator transformer of the embodiment of the present invention Structure block diagram;
Fig. 2 is the flow chart of the model creation method of on-load regulator transformer according to an embodiment of the present invention;
Fig. 3 is the structural block diagram of the model creation device of on-load regulator transformer according to an embodiment of the present invention;
Fig. 4 is the schematic diagram of the model creation method of the on-load regulator transformer of alternative embodiment according to the present invention.
Specific embodiment
Hereinafter, the present invention will be described in detail with reference to the accompanying drawings and in combination with Examples.It should be noted that not conflicting In the case of, the features in the embodiments and the embodiments of the present application can be combined with each other.
It should be noted that description and claims of this specification and term " first " in above-mentioned attached drawing, " Two " etc. be to be used to distinguish similar objects, without being used to describe a particular order or precedence order.
Embodiment of the method provided by the embodiment of the present application one can be in mobile terminal, terminal or similar fortune It calculates and is executed in device.For running on mobile terminals, Fig. 1 is a kind of mould of on-load regulator transformer of the embodiment of the present invention The hardware block diagram of the mobile terminal of type creation method.As shown in Figure 1, mobile terminal 10 may include one or more (Fig. 1 In only show one) (processor 102 can include but is not limited to Micro-processor MCV or programmable logic device to processor 102 The processing unit of FPGA etc.) and memory 104 for storing data, optionally, above-mentioned mobile terminal can also include being used for The transmission device 106 and input-output equipment 108 of communication function.It will appreciated by the skilled person that shown in FIG. 1 Structure is only to illustrate, and does not cause to limit to the structure of above-mentioned mobile terminal.For example, mobile terminal 10, which may also include, compares Fig. 1 Shown in more perhaps less component or with the configuration different from shown in Fig. 1.
Memory 104 can be used for storing computer program, for example, the software program and module of application software, such as this hair The corresponding computer program of model creation method of on-load regulator transformer in bright embodiment, processor 102 are deposited by operation The computer program stored up in memory 104 realizes above-mentioned side thereby executing various function application and data processing Method.Memory 104 may include high speed random access memory, may also include nonvolatile memory, as one or more magnetism is deposited Storage device, flash memory or other non-volatile solid state memories.In some instances, memory 104 can further comprise opposite In the remotely located memory of processor 102, these remote memories can pass through network connection to mobile terminal 10.Above-mentioned net The example of network includes but is not limited to internet, intranet, local area network, mobile radio communication and combinations thereof.
Transmitting device 106 is used to that data to be received or sent via a network.Above-mentioned network specific example may include The wireless network that the communication providers of mobile terminal 10 provide.In an example, transmitting device 106 includes a Network adaptation Device (Network Interface Controller, referred to as NIC), can be connected by base station with other network equipments to It can be communicated with internet.In an example, transmitting device 106 can for radio frequency (Radio Frequency, referred to as RF) module is used to wirelessly be communicated with internet.
A kind of model creation method of on-load regulator transformer is provided in the present embodiment, and Fig. 2 is real according to the present invention The flow chart of the model creation method of the on-load regulator transformer of example is applied, as shown in Fig. 2, the process includes the following steps:
The first branch of on-load regulator transformer in electric system is converted to second branch by step S202;
Step S204, creates dummy node in second branch;
Step S206, according to the model of dummy node and the branch parameters of second branch creation on-load regulator transformer.
Through the above steps, by the way that the first branch of on-load regulator transformer in electric system is converted to second branch; Dummy node is created in second branch;On-load regulator transformer is created according to dummy node and the branch parameters of second branch The mode of model by creating dummy node, and indicates ideal transformer to power, voltage by the voltage of the dummy node Transformational relation, making its objective function, equality constraints functions and inequality constraints function is primary or quadratic function.Therefore, It can solve the lower problem of the creation efficiency of the model of on-load regulator transformer in the related technology, reach and improve on-load voltage regulation change The effect of the creation efficiency of the model of depressor.
Optionally, in above-mentioned steps S202, the ideal transformer branch of target no-load voltage ratio parameter is extracted from the first branch With transformer admittance branch, wherein branch parameters include target no-load voltage ratio parameter;By ideal transformer branch and transformer admittance branch The branch obtained after the series connection of road is determined as second branch.
Optionally, in above-mentioned steps S204, it would be desirable to which the node between transformer branch and transformer admittance branch is true It is set to dummy node;Create the first power module between dummy node and the low side node of second branch.
Optionally, at least one the in the following manner model of creation on-load regulator transformer in above-mentioned steps S206:
First power module is determined as the second power module of on-load regulator transformer by mode one;
Mode two, according to the voltage model of the first power module and target no-load voltage ratio parameter creation on-load regulator transformer.
To obtain the power module and voltage model of on-load regulator transformer.
Through the above description of the embodiments, those skilled in the art can be understood that according to above-mentioned implementation The method of example can be realized by means of software and necessary general hardware platform, naturally it is also possible to by hardware, but it is very much In the case of the former be more preferably embodiment.Based on this understanding, technical solution of the present invention is substantially in other words to existing The part that technology contributes can be embodied in the form of software products, which is stored in a storage In medium (such as ROM/RAM, magnetic disk, CD), including some instructions are used so that a terminal device (can be mobile phone, calculate Machine, server or network equipment etc.) execute method described in each embodiment of the present invention.
A kind of model creation device of on-load regulator transformer is additionally provided in the present embodiment, and the device is for realizing upper Embodiment and preferred embodiment are stated, the descriptions that have already been made will not be repeated.As used below, term " module " can be with Realize the combination of the software and/or hardware of predetermined function.Although device described in following embodiment is preferably come with software real It is existing, but the realization of the combination of hardware or software and hardware is also that may and be contemplated.
Fig. 3 is the structural block diagram of the model creation device of on-load regulator transformer according to an embodiment of the present invention, such as Fig. 3 institute Show, which includes:
Conversion module 32, for the first branch of on-load regulator transformer in electric system to be converted to second branch;
First creation module 34, for creating dummy node in second branch;
Second creation module 36, for creating on-load regulator transformer according to the branch parameters of dummy node and second branch Model.
By above-mentioned apparatus, by creating dummy node, and ideal transformer is indicated by the voltage of the dummy node To the transformational relation of power, voltage, it is primary or secondary for making its objective function, equality constraints functions and inequality constraints function Function.Therefore, it can solve the lower problem of the creation efficiency of the model of on-load regulator transformer in the related technology, reach raising The effect of the creation efficiency of the model of on-load regulator transformer.
Optionally, conversion module includes: extraction unit, is become for extracting the ideal of target no-load voltage ratio parameter from the first branch Depressor branch and transformer admittance branch, wherein branch parameters include target no-load voltage ratio parameter;First determination unit, for that will manage Think that the branch obtained after transformer branch and the series connection of transformer admittance branch is determined as second branch.
Optionally, the first creation module includes: the second determination unit, is used for ideal transformer branch and transformer admittance Node between branch is determined as dummy node;First creating unit, for creating the low-pressure side of dummy node and second branch The first power module between node.
Optionally, the second creation module includes at least one of: third determination unit, for the first power module is true It is set to the second power module of on-load regulator transformer;Second creating unit, for according to the first power module and target no-load voltage ratio The voltage model of parameter creation on-load regulator transformer.
It should be noted that above-mentioned modules can be realized by software or hardware, for the latter, Ke Yitong Following manner realization is crossed, but not limited to this: above-mentioned module is respectively positioned in same processor;Alternatively, above-mentioned modules are with any Combined form is located in different processors.
It is described in detail below with reference to alternative embodiment of the present invention.
Alternative embodiment of the present invention provides a kind of model creation method of on-load regulator transformer, and Fig. 4 is according to this hair The schematic diagram of the model creation method of the on-load regulator transformer of bright alternative embodiment, as shown in figure 4, on-load regulator transformer branch Road ij comprising: ideal transformer (no-load voltage ratio ki) branch im and transformer admittance (gT+jbT) branch mj.Wherein, i, m and j The both high side node 22, dummy node and low side node of on-load regulator transformer respectively, indicated in Fig. 4 the voltage of each node to Amount (including real part e and imaginary part f) and injecting power vector (including active P and idle Q).
Branch between node m and j is treated as being conventional route, then the branch power between node m and j Just it may be expressed as:
Since ideal transformer branch im does not have power loss, it may be assumed that
PTij=PTmj QTij=QTmj
PTji=PTjm QTji=QTjm
Therefore, the branch power that i-node flows to the branch power of j node and j node flows to i-node just may be expressed as:
As it can be seen that the branch power equation (5), (6), (7) and (8) of on-load regulator transformer is the secondary of node voltage Type equation.
Further, since the no-load voltage ratio ki of ideal transformer is a real number, so the voltage phase angle of i-node and m node is equal, And the ratio between voltage magnitude is ki, it may be assumed that
It can directly be obtained by formula (9):
eifm-emfi=0 (11)
And following deformation is done to formula (2.11) using formula (2.9):
Therefore it can obtain: ei-kiem=0 (13)
Formula (11) and (13) are exactly the voltage transfer equation of on-load regulator transformer, it is clear that they are also quadratic form equation.
By introducing dummy node m, the quadratic model of on-load regulator transformer is established.Wherein, formula (5), (6), (7) (8) be on-load regulator transformer quadratic form power equation, formula (11) and (13) are the quadratic form electricity of on-load regulator transformer Press transfer equation.
In an alternative embodiment, the quadratic model of on-load regulator transformer is proposed, the model is by there is the load can modulation Dummy node is introduced in depressor model, and indicates that ideal transformer closes the conversion of power, voltage by the voltage of the node System, making its objective function, equality constraints functions and inequality constraints function is primary or quadratic function.The second order of the model is led Number is constant, and Hessian matrix is accurate constant coefficient matrix, only needs to calculate once, to contract in interior point method iterative process The short calculating time of each iteration, improve calculating speed.
The embodiments of the present invention also provide a kind of storage medium, computer program is stored in the storage medium, wherein The computer program is arranged to execute the step in any of the above-described embodiment of the method when operation.
Optionally, in the present embodiment, above-mentioned storage medium can be set to store by executing based on following steps Calculation machine program:
The first branch of on-load regulator transformer in electric system is converted to second branch by S1;
S2 creates dummy node in second branch;
S3, according to the model of dummy node and the branch parameters of second branch creation on-load regulator transformer.
Optionally, in the present embodiment, above-mentioned storage medium can include but is not limited to: USB flash disk, read-only memory (Read- Only Memory, referred to as ROM), it is random access memory (Random Access Memory, referred to as RAM), mobile hard The various media that can store computer program such as disk, magnetic or disk.
The embodiments of the present invention also provide a kind of electronic device, including memory and processor, stored in the memory There is computer program, which is arranged to run computer program to execute the step in any of the above-described embodiment of the method Suddenly.
Optionally, above-mentioned electronic device can also include transmission device and input-output equipment, wherein the transmission device It is connected with above-mentioned processor, which connects with above-mentioned processor.
Optionally, in the present embodiment, above-mentioned processor can be set to execute following steps by computer program:
The first branch of on-load regulator transformer in electric system is converted to second branch by S1;
S2 creates dummy node in second branch;
S3, according to the model of dummy node and the branch parameters of second branch creation on-load regulator transformer.
Optionally, the specific example in the present embodiment can be with reference to described in above-described embodiment and optional embodiment Example, details are not described herein for the present embodiment.
Obviously, those skilled in the art should be understood that each module of the above invention or each step can be with general Computing device realize that they can be concentrated on a single computing device, or be distributed in multiple computing devices and formed Network on, optionally, they can be realized with the program code that computing device can perform, it is thus possible to which they are stored It is performed by computing device in the storage device, and in some cases, it can be to be different from shown in sequence execution herein Out or description the step of, perhaps they are fabricated to each integrated circuit modules or by them multiple modules or Step is fabricated to single integrated circuit module to realize.In this way, the present invention is not limited to any specific hardware and softwares to combine.
The foregoing is only a preferred embodiment of the present invention, is not intended to restrict the invention, for the skill of this field For art personnel, the invention may be variously modified and varied.It is all within principle of the invention, it is made it is any modification, etc. With replacement, improvement etc., should all be included in the protection scope of the present invention.

Claims (10)

1. a kind of model creation method of on-load regulator transformer characterized by comprising
The first branch of on-load regulator transformer in electric system is converted into second branch;
Dummy node is created in the second branch;
The model of the on-load regulator transformer is created according to the branch parameters of the dummy node and the second branch.
2. the method according to claim 1, wherein by the first branch of on-load regulator transformer in electric system Being converted to second branch includes:
The ideal transformer branch and transformer admittance branch of target no-load voltage ratio parameter are extracted from the first branch, wherein institute Stating branch parameters includes the target no-load voltage ratio parameter;
The branch obtained after the ideal transformer branch and the series connection of transformer admittance branch is determined as the second branch.
3. according to the method described in claim 2, it is characterized in that, creation dummy node includes: in the second branch
Node between the ideal transformer branch and transformer admittance branch is determined as the dummy node;
Create the first power module between the dummy node and the low side node of the second branch.
4. according to the method described in claim 3, it is characterized in that, according to the branch of the dummy node and the second branch The model that parameter creates the on-load regulator transformer includes at least one of:
First power module is determined as to the second power module of the on-load regulator transformer;
The voltage model of the on-load regulator transformer is created according to first power module and the target no-load voltage ratio parameter.
5. a kind of model creation device of on-load regulator transformer characterized by comprising
Conversion module, for the first branch of on-load regulator transformer in electric system to be converted to second branch;
First creation module, for creating dummy node in the second branch;
Second creation module, for creating the on-load voltage regulation according to the dummy node and the branch parameters of the second branch The model of transformer.
6. device according to claim 5, which is characterized in that the conversion module includes:
Extraction unit, for extracting ideal transformer branch and the transformer admittance of target no-load voltage ratio parameter from the first branch Branch, wherein the branch parameters include the target no-load voltage ratio parameter;
First determination unit, for determining the branch obtained after the ideal transformer branch and the series connection of transformer admittance branch For the second branch.
7. device according to claim 6, which is characterized in that first creation module includes:
Second determination unit, it is described for the node between the ideal transformer branch and transformer admittance branch to be determined as Dummy node;
First creating unit, for creating the first power between the dummy node and the low side node of the second branch Model.
8. device according to claim 7, which is characterized in that second creation module includes at least one of:
Third determination unit, for first power module to be determined as to the second power mould of the on-load regulator transformer Type;
Second creating unit becomes for creating the on-load voltage regulation according to first power module and the target no-load voltage ratio parameter The voltage model of depressor.
9. a kind of storage medium, which is characterized in that be stored with computer program in the storage medium, wherein the computer Program is arranged to execute method described in any one of Claims 1-4 when operation.
10. a kind of electronic device, including memory and processor, which is characterized in that be stored with computer journey in the memory Sequence, the processor are arranged to run the computer program to execute side described in any one of Claims 1-4 Method.
CN201910234267.XA 2019-03-26 2019-03-26 The model creation method and device of on-load regulator transformer Pending CN109840391A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910234267.XA CN109840391A (en) 2019-03-26 2019-03-26 The model creation method and device of on-load regulator transformer

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910234267.XA CN109840391A (en) 2019-03-26 2019-03-26 The model creation method and device of on-load regulator transformer

Publications (1)

Publication Number Publication Date
CN109840391A true CN109840391A (en) 2019-06-04

Family

ID=66886341

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910234267.XA Pending CN109840391A (en) 2019-03-26 2019-03-26 The model creation method and device of on-load regulator transformer

Country Status (1)

Country Link
CN (1) CN109840391A (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113363988A (en) * 2021-06-08 2021-09-07 南方电网科学研究院有限责任公司 Power grid operation optimization method, device and medium based on-load tap changer

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105449676A (en) * 2015-12-30 2016-03-30 广东电网有限责任公司惠州供电局 Regional node network generating method and system of power distribution network
CN105790262A (en) * 2016-04-08 2016-07-20 深圳供电局有限公司 Enumeration-method-based EENS equivalence calculation method and system
CN108964063A (en) * 2018-08-24 2018-12-07 南京工程学院 A kind of electric power system tide calculate in non-standard no-load voltage ratio transformer modeling method

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105449676A (en) * 2015-12-30 2016-03-30 广东电网有限责任公司惠州供电局 Regional node network generating method and system of power distribution network
CN105790262A (en) * 2016-04-08 2016-07-20 深圳供电局有限公司 Enumeration-method-based EENS equivalence calculation method and system
CN108964063A (en) * 2018-08-24 2018-12-07 南京工程学院 A kind of electric power system tide calculate in non-standard no-load voltage ratio transformer modeling method

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
周觅路: "基于虚拟节点变压器模型的极坐标下最优潮流", 《企业科技与发展》 *
谢武忠等: "一种计算电力系统电压稳定临界点新模型", 《中国电力》 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113363988A (en) * 2021-06-08 2021-09-07 南方电网科学研究院有限责任公司 Power grid operation optimization method, device and medium based on-load tap changer
CN113363988B (en) * 2021-06-08 2022-12-06 南方电网科学研究院有限责任公司 Power grid operation optimization method, device and medium based on-load tap changer

Similar Documents

Publication Publication Date Title
Zhang et al. Game theory based real‐time shop floor scheduling strategy and method for cloud manufacturing
CN109240818A (en) Task discharging method based on user experience in a kind of edge calculations network
CN109255498A (en) Load forecasting method and device neural network based
CN104794541B (en) A kind of power distribution network running optimizatin method based on simulated annealing and cone optimization
Hardiansyah et al. Solving economic load dispatch problem using particle swarm optimization technique
CN107689982A (en) Multi-data source method of data synchronization, application server and computer-readable recording medium
CN110428046A (en) Acquisition methods and device, the storage medium of neural network structure
CN107783840A (en) A kind of Distributed-tier deep learning resource allocation methods and device
CN110502837A (en) A kind of optimization circuits method and system of the Terahertz passive device based on neural net model establishing
CN107360117A (en) The method, apparatus and system of data processing
Wu et al. An improved micro‐particle swarm optimization algorithm and its application in transient stability constrained optimal power flow
CN109840391A (en) The model creation method and device of on-load regulator transformer
Zeng et al. Comparison of multiobjective particle swarm optimization and evolutionary algorithms for optimal reactive power dispatch problem
CN110457704A (en) Determination method, apparatus, storage medium and the electronic device of aiming field
CN110399423A (en) Processing method and processing device, storage medium and the electronic device of metadata genetic connection
CN112186764B (en) Access optimization method and device for power distribution network equipment and electronic equipment
CN109376981A (en) Determination method, apparatus, server and the data processing method of data processing method
CN105262702B (en) TDMA communication network slot uniform distribution method based on minimal time delay shake
CN111831452A (en) Task execution method and device, storage medium and electronic device
CN109461081A (en) Credits capitalized method and device, storage medium, electronic device
CN114492847B (en) Efficient personalized federal learning system and method
CN110532267A (en) Determination method, apparatus, storage medium and the electronic device of field
CN109543848A (en) A kind of risk control method and device of maintenance personal
CN108830422A (en) Optimization method, the apparatus and system of intelligent driving
CN114492849A (en) Model updating method and device based on federal learning

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
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20190604

WD01 Invention patent application deemed withdrawn after publication