WO2019109589A1 - Method and device for performing circuit design based on artificial intelligence - Google Patents

Method and device for performing circuit design based on artificial intelligence Download PDF

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WO2019109589A1
WO2019109589A1 PCT/CN2018/085647 CN2018085647W WO2019109589A1 WO 2019109589 A1 WO2019109589 A1 WO 2019109589A1 CN 2018085647 W CN2018085647 W CN 2018085647W WO 2019109589 A1 WO2019109589 A1 WO 2019109589A1
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circuit design
design
circuit
domain
artificial intelligence
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PCT/CN2018/085647
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French (fr)
Chinese (zh)
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武春明
石佳
刘洁
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石家庄创天电子科技有限公司
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Publication of WO2019109589A1 publication Critical patent/WO2019109589A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]

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  • the embodiments of the present invention relate to the field of artificial intelligence technologies, and in particular, to a method and an apparatus for circuit design based on artificial intelligence.
  • microwave/millimeter wave circuits are designed by computer-aided design (CAD).
  • CAD computer-aided design
  • This design method involves the use of multiple discrete tools/programs and files in multiple formats.
  • the design flow is manual and relatively fragmented.
  • the database technology is used to process the circuit, that is, the name, position, size, and use image of each component in the circuit diagram are saved in a record of the database table, and the modification of each component is actually modifying the database.
  • the components in the circuit diagram can be moved, deleted and saved separately in the form of separate components.
  • the program results show that using the database technology to process the circuit diagram, it is very convenient to adjust the individual components, and after saving, you can adjust them arbitrarily.
  • one of the technical problems to be solved by the embodiments of the present invention is to provide a method and apparatus for circuit design based on artificial intelligence to overcome or alleviate the above-mentioned drawbacks in the prior art.
  • the embodiment of the present application provides a method for circuit design based on artificial intelligence, which includes the following steps:
  • the circuit design is based on the value evaluation values of each circuit design domain and the design library.
  • initializing the circuit design according to the preset initialization circuit element includes: selecting an initialization circuit element from the database to perform initialization of the circuit design according to the input circuit design element.
  • the initialization circuit element includes at least one of the following: an active component, a passive component, a box, an input and output, and a circuit board template.
  • creating the plurality of circuit design domains based on the artificial intelligence algorithm comprises: creating a plurality of circuit design first domain and second domain based on the artificial intelligence algorithm.
  • creating the plurality of circuit designs based on the artificial intelligence algorithm, the first domain and the second domain comprise: creating the circuit design based on the artificial intelligence algorithm to create a relationship between the parent and the child domain The domain is designed with the second domain of the circuit.
  • the domain matching value evaluation value for each circuit includes: designing a domain matching value evaluation value for each circuit according to the value evaluation model established based on the big data analysis.
  • the domain matching value evaluation value for each circuit includes: according to the value evaluation model established based on the big data analysis, for each The circuit design fields match at least one of an action value function, a reward function, and an evaluation state value function to determine a corresponding value evaluation value.
  • performing circuit design according to the value evaluation value of each circuit design domain and the design library includes: performing circuit according to value evaluation value of each circuit design domain and design library and agent design.
  • the circuit design according to the value evaluation value of each circuit design domain and the design library and the agent includes: evaluating the value according to the value of each circuit design domain, and designing the library and the intelligence.
  • the body forms multiple circuit design tasks, and performs multi-tasking circuit design according to each circuit design task and design library and agent.
  • Embodiments of the present invention provide an apparatus for circuit design based on artificial intelligence, including:
  • a second unit for creating a plurality of circuit design domains based on an artificial intelligence algorithm
  • the fourth unit is used for circuit design based on the value evaluation value of each circuit design domain and the design library.
  • the circuit design is initialized according to a preset initialization circuit element; multiple circuit design domains are created based on the artificial intelligence algorithm; the domain matching value evaluation value is designed for each circuit; according to the value of each circuit design domain
  • the evaluation value and the design library perform circuit design, which reduces the risk in the circuit design process, improves the quality of the circuit design, and ultimately improves the efficiency of the circuit design.
  • FIG. 1 is a schematic diagram showing the design logic of an artificial intelligence circuit design according to Embodiment 1 of the present invention
  • FIG. 2 is a schematic flowchart of a method for circuit design based on artificial intelligence according to Embodiment 2 of the present invention
  • FIG. 3 is a schematic flowchart of circuit design based on artificial intelligence combined with reinforcement learning according to Embodiment 3 of the present invention
  • FIG. 4 is a schematic diagram showing a preliminary structure of an optimal circuit according to Embodiment 4 of the present invention.
  • FIG. 5 is a schematic diagram of an agent system according to Embodiment 5 of the present invention.
  • FIG. 6 is a schematic structural diagram of an apparatus for designing a circuit based on artificial intelligence according to Embodiment 6 of the present invention.
  • a design logic link of an artificial intelligence circuit design mainly includes: intelligent logic setting, intelligent logic design task, and intelligence.
  • the artificial intelligence logic design agent includes setting up a corresponding data access interface for the design environment and the like.
  • FIG. 2 is a schematic flowchart of a method for circuit design based on artificial intelligence according to Embodiment 2 of the present invention; as shown in FIG. 2, the method includes the following steps S201-S204:
  • performing initialization of the circuit design according to the preset initialization circuit element in step S201 may specifically include: selecting an initialization circuit from the database according to the input circuit design element. The element is initialized for circuit design.
  • the input circuit design elements may specifically include the function of the molding circuit, the size of the molding circuit, the cost of the molding circuit, and the like.
  • the initialization circuit element includes at least one of the following: an active component, a passive component, a box, an input and output, and a circuit board template. It should be noted that the initialization circuit elements can also be updated. In addition, the initialization circuit budget is only an example here, and is not a unique limitation.
  • the initialization circuit element when the initialization of the circuit design is performed according to the preset initialization circuit element in step S201, the initialization circuit element may be selected from the database to initialize the circuit design according to the input circuit design element.
  • initialization elements are stored in the database, and these initialization elements are obtained through a large number of machine trainings, and have a variety of choices.
  • multiple circuit design domains are created based on the artificial intelligence algorithm in step S202, multiple circuit design first domains and second domains are specifically created based on the artificial intelligence algorithm.
  • step S202 when the plurality of circuit design first domain and the second domain are created based on the artificial intelligence algorithm, the first domain of the circuit design and the circuit design may be created based on the artificial intelligence algorithm to establish a mutual parent-child relationship. Second domain.
  • the circuit design domain herein may include intelligent logic settings, logical design tasks, logical human-machine design environments, and logical design agents.
  • the domains have parent-child domain logical relationships as shown in FIG. 1, and smart logic.
  • logical design task is logical man-machine design
  • the parent domain of the environment, or the logical human machine design environment, is a subdomain of the logical design task.
  • the value evaluation value of each domain may be matched according to the value evaluation model established based on the big data analysis.
  • step S203 according to the value evaluation model established based on the big data analysis, when the domain matching value evaluation value is designed for each circuit, the value of each circuit design field is matched according to the value evaluation model established based on the big data analysis. At least one of a function, a reward function, and an evaluation state value function to determine a corresponding value evaluation value.
  • S204 Perform circuit design according to the value evaluation value of each circuit design domain and the design library.
  • the circuit design may be performed according to the value evaluation value of each circuit design domain and the design library and the intelligent body.
  • a plurality of circuits may be formed according to the value evaluation value of each circuit design domain and the design library and the smart body. Design tasks, multi-tasking circuit design based on each circuit design task and design library and agent.
  • the above value evaluation system is equivalent to the reinforcement learning system, and a value evaluation value defines a policy framework for enhancing the interaction between the agent and the corresponding design environment. In the process of interaction, it is equivalent to enhancing the interaction between the agent and the design environment.
  • the agent moves from one state to another in the design environment, and the quality definition of a state operation combination
  • An action value function determines the expected utility of a (best choice) action.
  • the reward function informs the agent of the current actions, status, and rewards received in each state.
  • the reward is provided directly by the design environment, but the value is pre-estimated based on the circuit design made by the agent.
  • each domain (and corresponding sub-domain) domain agent related to the circuit design is captured in the interaction behavior of the circuit design process, and can be stored in a database for subsequent circuit design. reference.
  • FIG. 3 is a schematic flowchart of circuit design based on artificial intelligence in combination with reinforcement learning according to Embodiment 3 of the present invention. It should be noted that, in this embodiment, only a brief description is provided. For more complicated or detailed description, please refer to the above figure. 1 Example is described.
  • the design specifications are not limited to the size, volume, and cost of the molding circuit, and the functions to be realized by the molding circuit.
  • the optimization may not be optimized after the simulation test of the optimal circuit preliminary structure, and the experience optimization may be directly performed based on the manual.
  • FIG. 4 is a schematic diagram of a preliminary structure of an optimal circuit according to Embodiment 4 of the present invention; as shown in FIG. 4, the method includes the following steps:
  • S401 extracts an initialization circuit element from the data
  • steps S403A, S403B, S403C simultaneously through step S404, using the graphics library and database of the specific circuit in the design library to participate in steps S403A, S403B, S403C;
  • Performing a circuit design for the multi-target related configuration preferably obtains a preliminary structure of the circuit design.
  • FIG. 5 is a description of an agent system according to Embodiment 5 of the present invention. As shown in FIG. 5, a definition and update of a signal interconnection agent, a component agent, and a structure agent are performed based on a big data processing engine, and at the same time In the definition and process of the reference, the basic circuit sample library is obtained, and finally the multi-processing agent is obtained; in order to improve the accuracy or effectiveness of the agent, the processing process of the verification agent is also added, and at the same time, combined with the existing in the database The circuit design elements are verified to output the initial structure of the circuit design or the final structure of the circuit design during circuit design.
  • FIG. 6 is a schematic structural diagram of an apparatus for designing a circuit based on artificial intelligence according to Embodiment 6 of the present invention; as shown in FIG. 6, the method includes:
  • the first unit 601 is configured to perform initialization of the circuit design according to the preset initialization circuit element
  • a second unit 602 configured to create multiple circuit design domains based on an artificial intelligence algorithm
  • a third unit 603, configured to match a value evaluation value for each circuit design field
  • the fourth unit 604 is configured to perform circuit design according to the value evaluation value of each circuit design domain and the design library.
  • the first unit 601 is further configured to select an initialization circuit element from the database to perform initialization of the circuit design according to the input circuit design element.
  • the initialization circuit element includes at least one of the following: an active component, a passive component, a case, an input and output, and a circuit board template.
  • the second unit 602 is further configured to create a plurality of circuit design first domain and second domain based on an artificial intelligence algorithm.
  • the second unit 602 is further configured to create the first domain of the circuit and the second domain of the circuit design based on an artificial intelligence algorithm to create a mutual parent domain relationship.
  • the second unit 602 is further configured to design a domain matching value evaluation value for each circuit according to a value evaluation model established based on big data analysis.
  • the second unit 602 is further configured to match an action value function, a reward function, and an evaluation state for each circuit design domain according to a value evaluation model established based on big data analysis. At least one of the value functions determines a corresponding value estimate.
  • the second unit 602 is further configured to perform circuit design according to a value evaluation value of each circuit design domain and a design library and an agent.
  • the fourth unit 604 is further configured to form a plurality of circuit design tasks according to the value evaluation value of each circuit design domain and the design library and the agent, according to each circuit Design tasks and design libraries as well as intelligent multi-tasking circuit design.
  • the first unit 601, the second unit 602, the third unit 603, and the fourth unit 604 may be multiplexed with each other.
  • the first unit 601, the second unit 602, the third unit 603, and the fourth unit 604 may be set based on a distributed architecture, and the total number thereof may not be only four or more than four or less than four.
  • the total number thereof may not be only four or more than four or less than four.
  • the circuit design is initialized according to a preset initialization circuit element; a plurality of circuit design fields are created based on the artificial intelligence algorithm; and the domain matching value evaluation value is designed for each circuit; according to each circuit design domain
  • the value evaluation value and the design library perform circuit design, which reduces the risk in the circuit design process, improves the quality of the circuit design, and finally improves the efficiency of the circuit design.
  • the device of FIG. 6 above may be disposed on the electronic terminal at the front end and may be disposed on a server in the background.
  • generating may refer to the relative position relative to another layer.
  • One layer “generates”, “is”, or “at” another layer or another layer that may be in direct contact with another layer or may have one or more intervening layers.
  • a layer “on” layer may be in direct contact with the layer or may have one or more intervening layers.
  • the terms “include” and “comprise” and variations thereof mean The term “or” is inclusive, meaning and/or; the phrase “associated with” and “associated therewith” and variations thereof may be meant to include , included, “connected with”, included, included, “connected to" or “connected to”, “coupled to” or “coupled with”, “communicable with” “cooperating with”, interlaced, juxtaposed, close to, “constrained to” or “constrained with", possessed, “having a property of”, etc.; and the term “controller” means controlling at least one operation Any equipment, system or part thereof,
  • Such devices may be implemented in hardware, firmware or software, or in some combination of at least two of hardware, firmware and software. It should be noted that the functionality associated with any particular controller may be centralized or distributed locally or remotely.
  • the definitions of certain words and phrases are provided throughout this patent document, and those skilled in the art will appreciate that in many cases, if not the most cases, such definitions apply to the prior art and to the words so defined. And the future use of phrases.
  • the expression “include” or “may include” refers to the existence of the corresponding function, operation or element, and does not limit one or more additional functions, operations or elements.
  • terms such as “include” and / or “have” are understood to mean certain features, numbers, steps, operations, components, elements or combinations thereof, and are not to be construed as being excluded. The existence or additional possibility of one or more other characteristics, numbers, steps, operations, constituent elements, elements or combinations thereof.
  • the expression “A or B”, “at least one of A or / and B” or “one or more of A or / and B” may include all possible combinations of the listed items.
  • the expression “A or B”, “at least one of A and B” or “at least one of A or B” may include: (1) at least one A, (2) at least one B, or (3) at least One A and at least one B.
  • first, second, the first or “the second” as used in the various embodiments of the present disclosure may modify various components regardless of order and/or importance. , but these statements do not limit the corresponding components. The above statements are only used for the purpose of distinguishing components from other components.
  • the first user device and the second user device represent different user devices, although both are user devices.
  • a first element could be termed a second element, and a second element could be termed a first element, without departing from the scope of the disclosure.
  • an element eg., a first element
  • another element e.g., a second element
  • An element e.g., a second element or “connected to” another element (e.g., a second element) is understood to mean that the one element is directly connected to the other element or the one element is via the other element (e.g., The third component is indirectly connected to the other component. Rather, it will be understood that when an element (e.g., a first element) is referred to as “directly connected” or “directly connected” to another element (the second element), then no element (e.g., the third element) is inserted in either Between the people.
  • a processor adapted to (or configured to) perform A, B, and C may mean a dedicated processor (eg, an embedded processor) for performing only the corresponding operations or may be stored in the storage device by execution
  • a general purpose processor eg, a central processing unit (CPU) or an application processor (AP) in which one or more software programs perform corresponding operations.
  • the device embodiments described above are merely illustrative, wherein the modules described as separate components may or may not be physically separate, and the components displayed as modules may or may not be physical modules, ie may be located A place, or it can be distributed to multiple network modules. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of the embodiment. Those of ordinary skill in the art can understand and implement without deliberate labor.
  • a machine-readable medium includes read only memory (ROM), random access memory (RAM), magnetic disk storage media, optical storage media, flash storage media, electrical, optical, acoustic, or other forms of propagation signals (eg, carrier waves) , an infrared signal, a digital signal, etc., etc., the computer software product comprising instructions for causing a computer device (which may be a personal computer, server, or network device, etc.) to perform the various embodiments or portions of the embodiments described Methods.
  • ROM read only memory
  • RAM random access memory
  • magnetic disk storage media e.g., magnetic disks, magnetic disk storage media, optical storage media, flash storage media, electrical, optical, acoustic, or other forms of propagation signals (eg, carrier waves) , an infrared signal, a digital signal, etc., etc.
  • the computer software product comprising instructions for causing a computer device (which may be a personal computer, server, or network device, etc.) to perform the various embodiments or portions of the embodiment
  • embodiments of the embodiments of the invention may be provided as a method, apparatus (device), or computer program product.
  • embodiments of the invention may be in the form of an entirely hardware embodiment, an entirely software embodiment, or a combination of software and hardware.
  • embodiments of the invention may take the form of a computer program product embodied on one or more computer usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) including computer usable program code.
  • Embodiments of the invention are described with reference to flowchart illustrations and/or block diagrams of methods, apparatus, and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flowchart illustrations and/or FIG.
  • These computer program instructions can be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing device to produce a machine for the execution of instructions for execution by a processor of a computer or other programmable data processing device.
  • the computer program instructions can also be stored in a computer readable memory that can direct a computer or other programmable data processing device to operate in a particular manner, such that the instructions stored in the computer readable memory produce an article of manufacture comprising the instruction device.
  • the apparatus implements the functions specified in one or more blocks of a flow or a flow and/or block diagram of the flowchart.
  • These computer program instructions can also be loaded onto a computer or other programmable data processing device such that a series of operational steps are performed on a computer or other programmable device to produce computer-implemented processing for execution on a computer or other programmable device.
  • the instructions provide steps for implementing the functions specified in one or more of the flow or in a block or blocks of a flow diagram.

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Abstract

A method and device for performing circuit design based on artificial intelligence. The method comprises the following steps: initializing circuit design according to a preset initialization circuit element (S201); creating a plurality of circuit design domains on the basis of an artificial intelligence algorithm (S202); performing matching on the basis of the respective circuit design domains and valuation values (S203); and conducting circuit design according to the valuation values of the respective circuit design domains and a design library (S204). The invention reduces risks in a circuit design process, increases quality of circuit design, and improves efficiency of circuit design.

Description

基于人工智能进行电路设计的方法及装置Method and device for circuit design based on artificial intelligence
本申请要求在2017年12月4日提交中国专利局、申请号为201711262529.0、发明名称为“基于人工智能进行电路设计的方法及装置”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of the Chinese Patent Application filed on Dec. 4, 2017, filed on Dec. In this application.
技术领域Technical field
本申请实施例涉及人工智能技术领域,尤其涉及一种基于人工智能进行电路设计的方法及装置。The embodiments of the present invention relate to the field of artificial intelligence technologies, and in particular, to a method and an apparatus for circuit design based on artificial intelligence.
背景技术Background technique
传统的电子线路设计工作,需要有完备的元器件和仪器设备在实验室中反复调整测试才能完成。这需要消耗大量的时间、精力以及实验成本。随着计算机技术的发展,电子线路系统设计工作进入了计算机辅助设计阶段,电子设计CAD软件实现了计算机辅助设计的功能。The traditional electronic circuit design work requires complete components and instruments to be repeatedly adjusted and tested in the laboratory to complete. This requires a lot of time, effort and experiment costs. With the development of computer technology, the design of electronic circuit system has entered the stage of computer-aided design, and the electronic design CAD software has realized the function of computer-aided design.
比如微波/毫米波电路是通过计算机辅助设计(CAD)进行设计,这种设计方法中,涉及使用多个离散的工具/程序以及多种格式的文件,设计的流程是手动实现且比较零散。具体地,比如使用数据库技术来处理电路,即将电路图中的每一个元器件的名称、位置、大小和使用图片等属性保存在数据库表的一条记录里,对每个元器件的修改其实就是修改数据库里对应记录的内容,这样电路图中的元器件都能以分离元件的形式分别进行移动、删除和保存。程序结果表明,使用数据库技术来处理电路图,可以很方便地对各个元器件进行调整,而且保存后,以后还可以任意调整。For example, microwave/millimeter wave circuits are designed by computer-aided design (CAD). This design method involves the use of multiple discrete tools/programs and files in multiple formats. The design flow is manual and relatively fragmented. Specifically, for example, the database technology is used to process the circuit, that is, the name, position, size, and use image of each component in the circuit diagram are saved in a record of the database table, and the modification of each component is actually modifying the database. Corresponding to the recorded content, the components in the circuit diagram can be moved, deleted and saved separately in the form of separate components. The program results show that using the database technology to process the circuit diagram, it is very convenient to adjust the individual components, and after saving, you can adjust them arbitrarily.
但是,上述计算机辅助电路设计由于涉及多个涉及环节,比如功能设计、电路设计、物理设计、产品的测试与验证,每个过程生成高度相关的数据,使得电路设计过程中风险较高且电路设计的质量较差,最终导致电路设计的效率较低。However, the above computer-aided circuit design involves a number of involved links, such as functional design, circuit design, physical design, product testing and verification, each process generates highly relevant data, making the circuit design process risky and circuit design The poor quality ultimately leads to lower circuit design efficiency.
发明内容Summary of the invention
有鉴于此,本发明实施例所解决的技术问题之一在于提供一种基于人工智 能进行电路设计的方法及装置,用以克服或者缓解现有技术中的上述缺陷。In view of this, one of the technical problems to be solved by the embodiments of the present invention is to provide a method and apparatus for circuit design based on artificial intelligence to overcome or alleviate the above-mentioned drawbacks in the prior art.
本申请实施例提供了一种基于人工智能进行电路设计的方法,其包括如下步骤:The embodiment of the present application provides a method for circuit design based on artificial intelligence, which includes the following steps:
根据预先设定的初始化电路元素进行电路设计的初始化;Initializing the circuit design according to a preset initialization circuit element;
基于人工智能算法创建多个电路设计域;Creating multiple circuit design domains based on artificial intelligence algorithms;
对每个电路设计域匹配价值评估值;Matching value evaluation values for each circuit design domain;
根据每个电路设计域的价值评估值以及设计库进行电路设计。The circuit design is based on the value evaluation values of each circuit design domain and the design library.
可选地,在本发明的任一实施例中,根据预先设定的初始化电路元素进行电路设计的初始化包括:根据输入的电路设计元素,从数据库中选择初始化电路元素进行电路设计的初始化。Optionally, in any embodiment of the present invention, initializing the circuit design according to the preset initialization circuit element includes: selecting an initialization circuit element from the database to perform initialization of the circuit design according to the input circuit design element.
可选地,在本发明的任一实施例中,所述初始化电路元素包括如下中的至少其一:有源元器件、无源元器件、盒体、输入输出、电路板模板。Optionally, in any embodiment of the present invention, the initialization circuit element includes at least one of the following: an active component, a passive component, a box, an input and output, and a circuit board template.
可选地,在本发明的任一实施例中,基于人工智能算法创建多个电路设计域包括:基于人工智能算法创建多个电路设计第一域和第二域。Optionally, in any embodiment of the present invention, creating the plurality of circuit design domains based on the artificial intelligence algorithm comprises: creating a plurality of circuit design first domain and second domain based on the artificial intelligence algorithm.
可选地,在本发明的任一实施例中,基于人工智能算法创建多个电路设计第一域和第二域包括:基于人工智能算法创建相互关系为父子域关系的所述电路设计第一域与所述电路设计第二域。Optionally, in any embodiment of the present invention, creating the plurality of circuit designs based on the artificial intelligence algorithm, the first domain and the second domain comprise: creating the circuit design based on the artificial intelligence algorithm to create a relationship between the parent and the child domain The domain is designed with the second domain of the circuit.
可选地,在本发明的任一实施例中,对每个电路设计域匹配价值评估值包括:根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值。Optionally, in any of the embodiments of the present invention, the domain matching value evaluation value for each circuit includes: designing a domain matching value evaluation value for each circuit according to the value evaluation model established based on the big data analysis.
可选地,在本发明的任一实施例中,根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值包括:根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配动作值函数、奖励函数、评估状态值函数中的至少一种以确定对应的价值评估值。Optionally, in any embodiment of the present invention, according to the value evaluation model established based on the big data analysis, the domain matching value evaluation value for each circuit includes: according to the value evaluation model established based on the big data analysis, for each The circuit design fields match at least one of an action value function, a reward function, and an evaluation state value function to determine a corresponding value evaluation value.
可选地,在本发明的任一实施例中,根据每个电路设计域的价值评估值以及设计库进行电路设计包括:根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计。Optionally, in any embodiment of the present invention, performing circuit design according to the value evaluation value of each circuit design domain and the design library includes: performing circuit according to value evaluation value of each circuit design domain and design library and agent design.
可选地,在本发明的任一实施例中,根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计包括:根据每个电路设计域的价值评估值以及设计库以及智能体形成多个电路设计任务,根据每种电路设计任务以及设计库以及智能体进行多任务的电路设计。Optionally, in any of the embodiments of the present invention, the circuit design according to the value evaluation value of each circuit design domain and the design library and the agent includes: evaluating the value according to the value of each circuit design domain, and designing the library and the intelligence. The body forms multiple circuit design tasks, and performs multi-tasking circuit design according to each circuit design task and design library and agent.
本发明实施例提供一种基于人工智能进行电路设计的装置,其包括:Embodiments of the present invention provide an apparatus for circuit design based on artificial intelligence, including:
第一单元,用于根据预先设定的初始化电路元素进行电路设计的初始化;a first unit for initializing a circuit design according to a preset initialization circuit element;
第二单元,用于基于人工智能算法创建多个电路设计域;a second unit for creating a plurality of circuit design domains based on an artificial intelligence algorithm;
第三单元,用于对每个电路设计域匹配价值评估值;a third unit for matching the value of the value of each circuit design field;
第四单元,用于根据每个电路设计域的价值评估值以及设计库进行电路设计。The fourth unit is used for circuit design based on the value evaluation value of each circuit design domain and the design library.
本申请实施例中,根据预先设定的初始化电路元素进行电路设计的初始化;基于人工智能算法创建多个电路设计域;对每个电路设计域匹配价值评估值;根据每个电路设计域的价值评估值以及设计库进行电路设计,从而降低了电路设计过程中风险,提高了电路设计的质量,最终提高了电路设计的效率。In the embodiment of the present application, the circuit design is initialized according to a preset initialization circuit element; multiple circuit design domains are created based on the artificial intelligence algorithm; the domain matching value evaluation value is designed for each circuit; according to the value of each circuit design domain The evaluation value and the design library perform circuit design, which reduces the risk in the circuit design process, improves the quality of the circuit design, and ultimately improves the efficiency of the circuit design.
附图说明DRAWINGS
后文将参照附图以示例性而非限制性的方式详细描述本申请实施例的一些具体实施例。附图中相同的附图标记标示了相同或类似的部件或部分。本领域技术人员应该理解,这些附图未必是按比例绘制的。附图中:Some specific embodiments of the embodiments of the present application will be described in detail, by way of example, and not limitation, The same reference numbers in the drawings identify the same or similar parts. Those skilled in the art should understand that the drawings are not necessarily drawn to scale. In the figure:
图1为本发明实施例一中人工智能电路设计的设计逻辑示意图;1 is a schematic diagram showing the design logic of an artificial intelligence circuit design according to Embodiment 1 of the present invention;
图2为本发明实施例二中基于人工智能进行电路设计的方法流程示意图;2 is a schematic flowchart of a method for circuit design based on artificial intelligence according to Embodiment 2 of the present invention;
图3为本发明实施例三中结合强化学习基于人工智能进行电路设计的流程示意图;3 is a schematic flowchart of circuit design based on artificial intelligence combined with reinforcement learning according to Embodiment 3 of the present invention;
图4为本发明实施例四中进行最佳电路初步结构的示意图;4 is a schematic diagram showing a preliminary structure of an optimal circuit according to Embodiment 4 of the present invention;
图5为本发明实施例五中智能体系统的说明;FIG. 5 is a schematic diagram of an agent system according to Embodiment 5 of the present invention; FIG.
图6为本发明实施例六中基于人工智能进行电路设计的装置结构示意图。FIG. 6 is a schematic structural diagram of an apparatus for designing a circuit based on artificial intelligence according to Embodiment 6 of the present invention.
具体实施方式Detailed ways
实施本发明实施例的任一技术方案必不一定需要同时达到以上的所有优点。Any technical solution for implementing the embodiments of the present invention necessarily does not necessarily need to achieve all of the above advantages at the same time.
为了使本领域的人员更好地理解本发明实施例中的技术方案,下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅是本发明实施例一部分实施例,而不是全部的实施例。基于本发明实施例中的实施例,本领域普通技术人员所获得的所有其他实施例,都应当属于本发明实施例保护的范围。For a better understanding of the technical solutions in the embodiments of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described in conjunction with the accompanying drawings in the embodiments of the present invention. The embodiments are only a part of the embodiments of the embodiments of the invention, and not all of the embodiments. All other embodiments obtained by those skilled in the art should be within the scope of protection of the embodiments of the present invention based on the embodiments in the embodiments of the present invention.
下面结合本发明实施例附图进一步说明本发明实施例具体实现。The specific implementation of the embodiments of the present invention is further described below in conjunction with the accompanying drawings.
图1为本发明实施例一中人工智能电路设计的设计逻辑示意图;如图1所示,本实施例中,人工智能电路设计的设计逻辑环节主要包括:智能逻辑设置、智能逻辑设计任务、智能逻辑设计环境、智能逻辑设计代理,其中智能逻辑设置包括进行初始化相关任务,智能逻辑设计任务主要包括满足用户实际所需电路的设计任务定义,智能逻辑设计环境包括相关价值评估值和设计库的建议,以及设计库中可选元器件或者组合电路的选择等。人工智能逻辑设计代理包括设置对应个数据访问接口进行设计环境等的搭建。1 is a schematic logic diagram of a design of an artificial intelligence circuit according to Embodiment 1 of the present invention; as shown in FIG. 1 , in this embodiment, a design logic link of an artificial intelligence circuit design mainly includes: intelligent logic setting, intelligent logic design task, and intelligence. Logic design environment, intelligent logic design agent, in which intelligent logic settings include initialization related tasks, intelligent logic design tasks mainly include design task definitions to meet the actual needs of the user, intelligent logic design environment including relevant value evaluation values and design library recommendations And the selection of optional components or combination circuits in the design library. The artificial intelligence logic design agent includes setting up a corresponding data access interface for the design environment and the like.
图2为本发明实施例二中基于人工智能进行电路设计的方法流程示意图;如图2所示,其包括如下步骤S201-S204:2 is a schematic flowchart of a method for circuit design based on artificial intelligence according to Embodiment 2 of the present invention; as shown in FIG. 2, the method includes the following steps S201-S204:
S201、根据预先设定的初始化电路元素进行电路设计的初始化;S201, performing initialization of circuit design according to a preset initialization circuit element;
可选地,在本实施例中或者其他任一实施例中,步骤S201中根据预先设定的初始化电路元素进行电路设计的初始化具体可以包括:根据输入的电路设计元素,从数据库中选择初始化电路元素进行电路设计的初始化。Optionally, in this embodiment or any other embodiment, performing initialization of the circuit design according to the preset initialization circuit element in step S201 may specifically include: selecting an initialization circuit from the database according to the input circuit design element. The element is initialized for circuit design.
输入的电路设计元素具体可以包括成型电路的功能,成型电路的尺寸大小、成型电路的成本等。The input circuit design elements may specifically include the function of the molding circuit, the size of the molding circuit, the cost of the molding circuit, and the like.
进一步地,本实施例中,所述初始化电路元素包括如下中的至少其一:有源元器件、无源元器件、盒体、输入输出、电路板模板。需要说明的是,初始化电路元素还可以进行更新。另外,初始化电路预算此处仅是示例,并非唯一性限定。Further, in this embodiment, the initialization circuit element includes at least one of the following: an active component, a passive component, a box, an input and output, and a circuit board template. It should be noted that the initialization circuit elements can also be updated. In addition, the initialization circuit budget is only an example here, and is not a unique limitation.
具体地,本实施例中,步骤S201中在根据预先设定的初始化电路元素进行电路设计的初始化时,具体可以根据输入的电路设计元素,从数据库中选择初始化电路元素进行电路设计的初始化。Specifically, in the embodiment, when the initialization of the circuit design is performed according to the preset initialization circuit element in step S201, the initialization circuit element may be selected from the database to initialize the circuit design according to the input circuit design element.
这里,需要说明的是,数据库中存储有大量初始化大量元素,这些初始化大量元素经过大量的机器训练得到,具有多样性选择。Here, it should be noted that a large number of initialization elements are stored in the database, and these initialization elements are obtained through a large number of machine trainings, and have a variety of choices.
S202、基于人工智能算法创建多个电路设计域;S202. Create multiple circuit design domains based on an artificial intelligence algorithm.
可选地,在本实施例或者其他任一实施例中,步骤S202中在基于人工智能算法创建多个电路设计域时具体基于人工智能算法创建多个电路设计第一域和第二域。Optionally, in this embodiment or any other embodiment, when multiple circuit design domains are created based on the artificial intelligence algorithm in step S202, multiple circuit design first domains and second domains are specifically created based on the artificial intelligence algorithm.
具体地,在步骤S202中,基于人工智能算法创建多个电路设计第一域和第二域时可以基于人工智能算法创建相互关系为父子域关系的所述电路设计第一域与所述电路设计第二域。Specifically, in step S202, when the plurality of circuit design first domain and the second domain are created based on the artificial intelligence algorithm, the first domain of the circuit design and the circuit design may be created based on the artificial intelligence algorithm to establish a mutual parent-child relationship. Second domain.
如上述图1所示,此处的电路设计域可以包括智能逻辑设置、逻辑设计任务、逻辑人机设计环境、逻辑设计代理,这些域之间具有如1所示的父子域逻辑关系,智能逻辑设置为逻辑设计任务、逻辑人机设计环境、逻辑设计代理的父域,或者称逻辑设计任务、逻辑人机设计环境、逻辑设计代理为智能逻辑设置的子域;逻辑设计任务为逻辑人机设计环境的父域,或者称逻辑人机设计环境为逻辑设计任务的子域。As shown in FIG. 1 above, the circuit design domain herein may include intelligent logic settings, logical design tasks, logical human-machine design environments, and logical design agents. The domains have parent-child domain logical relationships as shown in FIG. 1, and smart logic. Set to logic design task, logical man-machine design environment, parent domain of logic design agent, or logical design task, logical man-machine design environment, logical design agent set sub-domain for intelligent logic; logical design task is logical man-machine design The parent domain of the environment, or the logical human machine design environment, is a subdomain of the logical design task.
S203、对每个电路设计域匹配价值评估值;S203. Match value evaluation values for each circuit design domain;
可选地,步骤S203中对每个电路设计域匹配价值评估值时,具体可以根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值。Optionally, when the domain matching value evaluation value is designed for each circuit in step S203, the value evaluation value of each domain may be matched according to the value evaluation model established based on the big data analysis.
进一步地,步骤S203中根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值时,具体根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配动作值函数、奖励函数、评估状态值函数中的至少一种以确定对应的价值评估值。Further, in step S203, according to the value evaluation model established based on the big data analysis, when the domain matching value evaluation value is designed for each circuit, the value of each circuit design field is matched according to the value evaluation model established based on the big data analysis. At least one of a function, a reward function, and an evaluation state value function to determine a corresponding value evaluation value.
S204、根据每个电路设计域的价值评估值以及设计库进行电路设计。S204: Perform circuit design according to the value evaluation value of each circuit design domain and the design library.
可选地,在步骤S204中根据每个电路设计域的价值评估值以及设计库进行电路设计时可以根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计。Optionally, in the step S204, according to the value evaluation value of each circuit design domain and the design library, the circuit design may be performed according to the value evaluation value of each circuit design domain and the design library and the intelligent body.
进一步地,在步骤S204中根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计时,具体可以根据每个电路设计域的价值评估值以及设计库以及智能体形成多个电路设计任务,根据每种电路设计任务以及设计库以及智能体进行多任务的电路设计。Further, when the circuit design is performed according to the value evaluation value of each circuit design domain and the design library and the agent in step S204, a plurality of circuits may be formed according to the value evaluation value of each circuit design domain and the design library and the smart body. Design tasks, multi-tasking circuit design based on each circuit design task and design library and agent.
综上可见,上述价值评估值体系相当于强化学习系统,一个价值评估值定义了一个策略框架,用于增强智能体和相应的设计环境之间的交互。在交互的过程中,相当于增强智能体和设计环境进行交互的行为,当执行一个电路设计操作时,智能体在设计环境中从一个状态移动到另一个状态,并且一个状态操作组合的质量定义了一个动作值函数。动作值函数决定了一个(最好选择)动作的期望效用。奖励函数通知智能体在每个状态下收到的当前操作、状态和奖励。优选地,奖励是由设计环境直接提供的,但价值是根据智能体在所做的电路设计进行预先估计。In summary, the above value evaluation system is equivalent to the reinforcement learning system, and a value evaluation value defines a policy framework for enhancing the interaction between the agent and the corresponding design environment. In the process of interaction, it is equivalent to enhancing the interaction between the agent and the design environment. When performing a circuit design operation, the agent moves from one state to another in the design environment, and the quality definition of a state operation combination An action value function. The action value function determines the expected utility of a (best choice) action. The reward function informs the agent of the current actions, status, and rewards received in each state. Preferably, the reward is provided directly by the design environment, but the value is pre-estimated based on the circuit design made by the agent.
另外,在上述实施例中,将与电路设计相关的每个域(以及相应的子域)域智能体在电路设计过程的交互行为进行捕获,可存储在数据库中,以在后续电路设计中进行参考。In addition, in the above embodiment, each domain (and corresponding sub-domain) domain agent related to the circuit design is captured in the interaction behavior of the circuit design process, and can be stored in a database for subsequent circuit design. reference.
图3为本发明实施例三中结合强化学习基于人工智能进行电路设计的流程示意图;需要说明的是,本实施例中仅简要的进行了示意,相关更为复杂或者详细的说明请参考上述图1实施例记载。FIG. 3 is a schematic flowchart of circuit design based on artificial intelligence in combination with reinforcement learning according to Embodiment 3 of the present invention; it should be noted that, in this embodiment, only a brief description is provided. For more complicated or detailed description, please refer to the above figure. 1 Example is described.
S301、获取设计指标输入;S301. Acquire a design indicator input;
本实施例中,设计指标但不限于成型电路的尺寸、体积以及成本,以及成型电路所要实现的功能。In this embodiment, the design specifications are not limited to the size, volume, and cost of the molding circuit, and the functions to be realized by the molding circuit.
S302、初始化电路设计;S302, initializing circuit design;
初始化电路设计请参见上述图1的记载。Please refer to the description of Figure 1 above for the initialization circuit design.
S303、电路设计域的创建或者设置;S303, creation or setting of a circuit design domain;
电路设计域的相关说明请参见上述图1的记载。For a description of the circuit design field, please refer to the description of Figure 1 above.
S304、生成每个电路设计域的价值评估值;S304. Generate a value evaluation value of each circuit design domain.
价值评估值的生成请参见上述图1记载。Please refer to Figure 1 above for the generation of the value evaluation value.
S305、获得最大机制评估值的最佳电路初步结构;S305. The optimal circuit preliminary structure for obtaining the maximum mechanism evaluation value;
S306、将最佳电路初步结构缓存到数据库中;S306. Cache the optimal circuit preliminary structure into the database;
S307、对最佳电路初步结构进行优化。S307. Optimize the preliminary structure of the optimal circuit.
本实施例中,优化可以未给予对最佳电路初步结构进行仿真测试后的优化,也可以基于人工直接进行经验优化。In this embodiment, the optimization may not be optimized after the simulation test of the optimal circuit preliminary structure, and the experience optimization may be directly performed based on the manual.
图4为本发明实施例四中进行最佳电路初步结构的示意图;如图4所示,其包括如下步骤:4 is a schematic diagram of a preliminary structure of an optimal circuit according to Embodiment 4 of the present invention; as shown in FIG. 4, the method includes the following steps:
S401从数据中提取初始化电路元素;S401 extracts an initialization circuit element from the data;
S402、进行初始化;S402, performing initialization;
在初始化之后,分别进行如下步骤S403A、S403B、S403C:After the initialization, the following steps S403A, S403B, and S403C are performed:
S403A,在电路设计域1中进行图1相关的配置;S403A, performing the configuration related to FIG. 1 in the circuit design domain 1;
S403B,在电路设计域2中进行图1相关的配置;S403B, performing the configuration related to FIG. 1 in the circuit design domain 2;
S403C,在电路设计域3中进行图1相关的配置;S403C, performing the configuration related to FIG. 1 in the circuit design domain 3;
在上述步骤S403A、S403B、S403C中,同时通过步骤S404,使用设计库中的具体电路的图形库和数据库参与步骤S403A、S403B、S403C;In the above steps S403A, S403B, S403C, simultaneously through step S404, using the graphics library and database of the specific circuit in the design library to participate in steps S403A, S403B, S403C;
S404、使用设计库中的具体电路的图形库和数据库;S404. A graphics library and a database using specific circuits in the design library;
S405、基于多目标进行图1的相关配置;S405. Perform related configuration of FIG. 1 based on multiple targets.
S406、对多目标的相关配置进行设计电路的优选得到电路设计初步结构。S406. Performing a circuit design for the multi-target related configuration preferably obtains a preliminary structure of the circuit design.
图5为本发明实施例五中智能体系统的说明;如图5所示,基于大数据处理引擎进行信号互联智能体、元器件智能体、结构智能体的定义和更新,同时在这些智能体的定义和更性过程中参考基本的电路样本库,最终得到多重处理智能体;为了提高智能体的准确性或者有效性,还增加了验证智能体的处理过程,同时,结合数据库中已有的电路设计元素进行验证,从而在进行电路设计时输出电路设计初步结构或者电路设计最终结构。5 is a description of an agent system according to Embodiment 5 of the present invention; as shown in FIG. 5, a definition and update of a signal interconnection agent, a component agent, and a structure agent are performed based on a big data processing engine, and at the same time In the definition and process of the reference, the basic circuit sample library is obtained, and finally the multi-processing agent is obtained; in order to improve the accuracy or effectiveness of the agent, the processing process of the verification agent is also added, and at the same time, combined with the existing in the database The circuit design elements are verified to output the initial structure of the circuit design or the final structure of the circuit design during circuit design.
图6为本发明实施例六中基于人工智能进行电路设计的装置结构示意图;如图6所示,其包括:6 is a schematic structural diagram of an apparatus for designing a circuit based on artificial intelligence according to Embodiment 6 of the present invention; as shown in FIG. 6, the method includes:
第一单元601,用于根据预先设定的初始化电路元素进行电路设计的初始化;The first unit 601 is configured to perform initialization of the circuit design according to the preset initialization circuit element;
第二单元602,用于基于人工智能算法创建多个电路设计域;a second unit 602, configured to create multiple circuit design domains based on an artificial intelligence algorithm;
第三单元603,用于对每个电路设计域匹配价值评估值;a third unit 603, configured to match a value evaluation value for each circuit design field;
第四单元604,用于根据每个电路设计域的价值评估值以及设计库进行电路设计。The fourth unit 604 is configured to perform circuit design according to the value evaluation value of each circuit design domain and the design library.
可选地,所述第一单元601进一步用于根据输入的电路设计元素,从数据库中选择初始化电路元素进行电路设计的初始化。所述初始化电路元素包括如下中的至少其一:有源元器件、无源元器件、盒体、输入输出、电路板模板。Optionally, the first unit 601 is further configured to select an initialization circuit element from the database to perform initialization of the circuit design according to the input circuit design element. The initialization circuit element includes at least one of the following: an active component, a passive component, a case, an input and output, and a circuit board template.
可选地,所述第二单元602进一步用于基于人工智能算法创建多个电路设计第一域和第二域。Optionally, the second unit 602 is further configured to create a plurality of circuit design first domain and second domain based on an artificial intelligence algorithm.
可选地,所述第二单元602进一步用于基于人工智能算法创建相互关系为父子域关系的所述电路设计第一域与所述电路设计第二域。Optionally, the second unit 602 is further configured to create the first domain of the circuit and the second domain of the circuit design based on an artificial intelligence algorithm to create a mutual parent domain relationship.
可选地,所述第二单元602进一步用于根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值。Optionally, the second unit 602 is further configured to design a domain matching value evaluation value for each circuit according to a value evaluation model established based on big data analysis.
可选地,在本发明的任一实施例中,所述第二单元602进一步用于根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配动作值函数、奖励函数、评估状态值函数中的至少一种以确定对应的价值评估值。Optionally, in any embodiment of the present invention, the second unit 602 is further configured to match an action value function, a reward function, and an evaluation state for each circuit design domain according to a value evaluation model established based on big data analysis. At least one of the value functions determines a corresponding value estimate.
可选地,在本发明的任一实施例中,所述第二单元602进一步用于根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计。Optionally, in any embodiment of the present invention, the second unit 602 is further configured to perform circuit design according to a value evaluation value of each circuit design domain and a design library and an agent.
可选地,在本发明的任一实施例中,所述第四单元604进一步用于根据每个电路设计域的价值评估值以及设计库以及智能体形成多个电路设计任务,根 据每种电路设计任务以及设计库以及智能体进行多任务的电路设计。Optionally, in any embodiment of the present invention, the fourth unit 604 is further configured to form a plurality of circuit design tasks according to the value evaluation value of each circuit design domain and the design library and the agent, according to each circuit Design tasks and design libraries as well as intelligent multi-tasking circuit design.
上述装置的实施例中,第一单元601、第二单元602、第三单元603、第四单元604之间可以相互复用。In the embodiment of the foregoing apparatus, the first unit 601, the second unit 602, the third unit 603, and the fourth unit 604 may be multiplexed with each other.
上述装置的实施例中,第一单元601、第二单元602、第三单元603、第四单元604可以基于分布式架构进行设置,其总数量并非可以只有四个或者多余四个或者少于四个。In the embodiment of the foregoing apparatus, the first unit 601, the second unit 602, the third unit 603, and the fourth unit 604 may be set based on a distributed architecture, and the total number thereof may not be only four or more than four or less than four. One.
本申请上述实施例中,根据预先设定的初始化电路元素进行电路设计的初始化;基于人工智能算法创建多个电路设计域;对每个电路设计域匹配价值评估值;根据每个电路设计域的价值评估值以及设计库进行电路设计,从而降低了电路设计过程中风险,提高了电路设计的质量,最终提高了电路设计的效率。In the above embodiment of the present application, the circuit design is initialized according to a preset initialization circuit element; a plurality of circuit design fields are created based on the artificial intelligence algorithm; and the domain matching value evaluation value is designed for each circuit; according to each circuit design domain The value evaluation value and the design library perform circuit design, which reduces the risk in the circuit design process, improves the quality of the circuit design, and finally improves the efficiency of the circuit design.
上述图6的装置可以设置在前端的电子终端上,可以设置在后台的服务器上。The device of FIG. 6 above may be disposed on the electronic terminal at the front end and may be disposed on a server in the background.
在各种实施例中,由参照附图的描述。然而,某些实施例可以在不使用一个或多个这些特定的细节,或结合其它已知的方法和结构。在以下描述中,阐述了很多具体的细节,例如具体的结构,尺寸和工艺等,以提供对本发明的全面理解本发明。在其它实例中,公知的半导体加工工艺和制造技术没有特别详细地描述,以避免模糊本发明中。遍及本说明书“一个实施例”是指特定特征,结构,配置中,或该实施例中所描述的特征被包括在本发明的至少一个实施例中。因此,出现的短语“在一个实施方案中”在本说明书中不同地方本发明不一定指相同的实施例。此外,具体的特征,结构,配置,或特性可以以任何合适的方式组合在一个或多个实施例中。In various embodiments, reference is made to the accompanying drawings. However, some embodiments may be without one or more of these specific details, or in combination with other known methods and structures. In the following description, numerous specific details are set forth, such as the specific structure, In other instances, well known semiconductor processing techniques and fabrication techniques have not been described in detail to avoid obscuring the present invention. Throughout the specification, "one embodiment" means that a particular feature, structure, configuration, or feature described in this embodiment is included in at least one embodiment of the invention. Thus, the appearance of the phrase "in one embodiment", "the" Furthermore, the particular features, structures, configurations, or characteristics may be combined in any suitable manner in one or more embodiments.
术语“生成”,“在”,“对”,“在”和“在”由于在用于本文时可以指相对于另一层层的相对位置。一个层“生成”,“在”,或“在”另一个层或者粘合“对”另一层可以直接接触的另一层上或可以有一个或多个插进层。一个层“在”层可以直接接触的层或可以有一个或多个插进层。The terms "generating," "in," "in," "in," and "in" as used herein may refer to the relative position relative to another layer. One layer "generates", "is", or "at" another layer or another layer that may be in direct contact with another layer or may have one or more intervening layers. A layer "on" layer may be in direct contact with the layer or may have one or more intervening layers.
在进行以下具体实施方式之前,陈述在本专利文件全文中所使用的某些词语和短语的定义可能是有益的:用语“包括(include)”和“包括(comprise)”及其变型,意为包括而非限制;用语“或(or)”是包括性的,意为和/或;短语“与…关联(associated with)”和“与之相关(associated therewith)”及其变型可意为包括、被包括在内、“与…相互连接”、包含、被包含在内、“连接至…”或“与… 连接”、“联接至…”或“与…联接”、“可与…通信”、“与…配合”、交错、并列、接近于、“被约束到…”或“用…约束”、具有、“具有…的性质”等;以及用语“控制器”意为控制至少一个操作的任何设备、系统或其部件,Before the following detailed description, the definitions of certain words and phrases used throughout this patent document may be useful: the terms "include" and "comprise" and variations thereof mean The term "or" is inclusive, meaning and/or; the phrase "associated with" and "associated therewith" and variations thereof may be meant to include , included, "connected with", included, included, "connected to..." or "connected to", "coupled to" or "coupled with", "communicable with" "cooperating with", interlaced, juxtaposed, close to, "constrained to" or "constrained with", possessed, "having a property of", etc.; and the term "controller" means controlling at least one operation Any equipment, system or part thereof,
这种设备可实现在硬件、固件或软件中,或者实现在硬件、固件和软件中的至少两种中的一些组合中。应注意到,与任何特定控制器有关的功能可被局域地或远程地集中或分散。在本专利文件全文中提供对于某些词语和短语的定义,本领域技术人员应理解,在许多情况下(即使不是大多数情况),这种定义适用于现有技术以及适用于如此限定的词语和短语的将来的使用。Such devices may be implemented in hardware, firmware or software, or in some combination of at least two of hardware, firmware and software. It should be noted that the functionality associated with any particular controller may be centralized or distributed locally or remotely. The definitions of certain words and phrases are provided throughout this patent document, and those skilled in the art will appreciate that in many cases, if not the most cases, such definitions apply to the prior art and to the words so defined. And the future use of phrases.
在本公开中,表述“包括(include)”或“可包括(may include)”指代相应功能、操作或元件的存在,而不限制一个或多个附加功能、操作或元件。在本公开中,诸如“包括(include)”和/或“具有(have)”的用语可理解为表示某些特性、数字、步骤、操作、组成元件、元件或其组合,而不可理解为排除一个或多个其它特性、数字、步骤、操作、组成元件、元件或其组合的存在或附加的可能性。In the present disclosure, the expression "include" or "may include" refers to the existence of the corresponding function, operation or element, and does not limit one or more additional functions, operations or elements. In the present disclosure, terms such as "include" and / or "have" are understood to mean certain features, numbers, steps, operations, components, elements or combinations thereof, and are not to be construed as being excluded. The existence or additional possibility of one or more other characteristics, numbers, steps, operations, constituent elements, elements or combinations thereof.
在本公开中,表述“A或B”、“A或/和B中的至少一个”或者“A或/和B的一个或多个”可包括所列项目所有可能的组合。例如,表述“A或B”、“A和B中的至少一个”或者“A或B中的至少一个”可包括:(1)至少一个A,(2)至少一个B,或者(3)至少一个A和至少一个B。In the present disclosure, the expression "A or B", "at least one of A or / and B" or "one or more of A or / and B" may include all possible combinations of the listed items. For example, the expression "A or B", "at least one of A and B" or "at least one of A or B" may include: (1) at least one A, (2) at least one B, or (3) at least One A and at least one B.
在本公开的各种实施方式中所使用的表述“第一”、“第二”、“所述第一”或“所述第二”可修饰各种部件而与顺序和/或重要性无关,但是这些表述不限制相应部件。以上表述仅用于将元件与其它元件区分开的目的。例如,第一用户设备和第二用户设备表示不同的用户设备,虽然两者均是用户设备。例如,在不背离本公开的范围的前提下,第一元件可称作第二元件,类似地,第二元件可称作第一元件。The expression "first", "second", "the first" or "the second" as used in the various embodiments of the present disclosure may modify various components regardless of order and/or importance. , but these statements do not limit the corresponding components. The above statements are only used for the purpose of distinguishing components from other components. For example, the first user device and the second user device represent different user devices, although both are user devices. For example, a first element could be termed a second element, and a second element could be termed a first element, without departing from the scope of the disclosure.
当一个元件(例如,第一元件)称为与另一元件(例如,第二元件)“(可操作地或可通信地)联接”或“(可操作地或可通信地)联接至”另一元件(例如,第二元件)或“连接至”另一元件(例如,第二元件)时,应理解为该一个元件直接连接至该另一元件或者该一个元件经由又一个元件(例如,第三元件)间接连接至该另一个元件。相反,可理解,当元件(例如,第一元件)称为“直接连接”或“直接联接”至另一元件(第二元件)时,则没有元件(例如,第三元件)插入在这两者之间。When an element (eg, a first element) is referred to as being "operably or communicably coupled" or "operably or communicably" coupled to another element (eg, a second element) An element (e.g., a second element) or "connected to" another element (e.g., a second element) is understood to mean that the one element is directly connected to the other element or the one element is via the other element (e.g., The third component is indirectly connected to the other component. Rather, it will be understood that when an element (e.g., a first element) is referred to as "directly connected" or "directly connected" to another element (the second element), then no element (e.g., the third element) is inserted in either Between the people.
如本文中使用的表述“配置为”可与以下表述可替换地使用:“适合于”、 “具有...的能力”、“设计为”、“适于”、“制造为”或“能够”。用语“配置为”可不必意为在硬件上“专门设计为”。可替代地,在一些情况下,表述“配置为…的设备”可意为该设备与其它设备或部件一起“能够…”。例如,短语“适于(或配置为)执行A、B和C的处理器”可意为仅用于执行相应操作的专用处理器(例如,嵌入式处理器)或可通过执行存储在存储设备中的一个或多个软件程序执行相应操作的通用处理器(例如,中央处理器(CPU)或应用处理器(AP))。The expression "configured to" as used herein may be used interchangeably with the following expressions: "suitable to", "capable of having", "designed as", "suitable", "manufactured as" or "capable of being able to" ". The phrase "configured to" does not necessarily mean "designed specifically" on hardware. Alternatively, in some cases, the expression "a device configured as" may mean that the device "can..." with other devices or components. For example, the phrase "a processor adapted to (or configured to) perform A, B, and C" may mean a dedicated processor (eg, an embedded processor) for performing only the corresponding operations or may be stored in the storage device by execution A general purpose processor (eg, a central processing unit (CPU) or an application processor (AP)) in which one or more software programs perform corresponding operations.
在本公开中所使用的用语仅用于描述特定的实施方式而不旨在限制本公开。除非在上下文中明确另有所指,否则如在本文中所使用的单数形式也可包括复数形式The terms used in the present disclosure are only used to describe specific embodiments and are not intended to limit the disclosure. A singular form as used herein may also include a plural form, unless the context clearly dictates otherwise.
除非另有限定,否则本文中使用的全部用语(包括技术用语和科学用语)具有与本公开所属领域的技术人员所通常理解的意思相同的意思。除非在本公开中明确限定,否则如在通常使用的词典中所限定的这种用语可被解释为具有与在相关技术领域的语境中的意思相同的意思,而不应被解释为具有理想化或过于形式的意思。在一些情况下,即使在本公开中限定的用语也不应被解释为排除本公开的实施方式。All terms (including technical and scientific terms) used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs, unless otherwise defined. Unless explicitly defined in the present disclosure, such a term as defined in a commonly used dictionary may be interpreted as having the same meaning as in the context of the related art, and should not be construed as having an ideal. Or too formal meaning. In some instances, the terms defined in the present disclosure are not to be construed as limiting the embodiments of the present disclosure.
以上所描述的装置实施例仅仅是示意性的,其中所述作为分离部件说明的模块可以是或者也可以不是物理上分开的,作为模块显示的部件可以是或者也可以不是物理模块,即可以位于一个地方,或者也可以分布到多个网络模块上。可以根据实际的需要选择其中的部分或者全部模块来实现本实施例方案的目的。本领域普通技术人员在不付出创造性的劳动的情况下,即可以理解并实施。The device embodiments described above are merely illustrative, wherein the modules described as separate components may or may not be physically separate, and the components displayed as modules may or may not be physical modules, ie may be located A place, or it can be distributed to multiple network modules. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of the embodiment. Those of ordinary skill in the art can understand and implement without deliberate labor.
通过以上的实施方式的描述,本领域的技术人员可以清楚地了解到各实施方式可借助软件加必需的通用硬件平台的方式来实现,当然也可以通过硬件。基于这样的理解,上述技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品可以存储在计算机可读存储介质中,所述计算机可读记录介质包括用于以计算机(例如计算机)可读的形式存储或传送信息的任何机制。例如,机器可读介质包括只读存储器(ROM)、随机存取存储器(RAM)、磁盘存储介质、光存储介质、闪速存储介质、电、光、声或其他形式的传播信号(例如,载波、红外信号、数字信号等)等,该计算机软件产品包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行各个实施例或者实施例的某些部分所述的方法。Through the description of the above embodiments, those skilled in the art can clearly understand that the various embodiments can be implemented by means of software plus a necessary general hardware platform, and of course, by hardware. Based on such an understanding, portions of the above technical solutions that contribute substantially or to the prior art may be embodied in the form of a software product that may be stored in a computer readable storage medium, the computer readable record The medium includes any mechanism for storing or transmitting information in a form readable by a computer (eg, a computer). For example, a machine-readable medium includes read only memory (ROM), random access memory (RAM), magnetic disk storage media, optical storage media, flash storage media, electrical, optical, acoustic, or other forms of propagation signals (eg, carrier waves) , an infrared signal, a digital signal, etc., etc., the computer software product comprising instructions for causing a computer device (which may be a personal computer, server, or network device, etc.) to perform the various embodiments or portions of the embodiments described Methods.
最后应说明的是:以上实施例仅用以说明本申请实施例的技术方案,而非 对其限制;尽管参照前述实施例对本申请进行了详细的说明,本领域的普通技术人员应当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不使相应技术方案的本质脱离本申请各实施例技术方案的精神和范围。Finally, it should be noted that the above embodiments are only used to explain the technical solutions of the embodiments of the present application, and are not limited thereto; although the present application is described in detail with reference to the foregoing embodiments, those skilled in the art should understand that The technical solutions described in the foregoing embodiments may be modified, or some of the technical features may be equivalently replaced; and the modifications or substitutions do not deviate from the spirit of the technical solutions of the embodiments of the present application. range.
本领域的技术人员应明白,本发明实施例的实施例可提供为方法、装置(设备)、或计算机程序产品。因此,本发明实施例可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本发明实施例可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art will appreciate that embodiments of the embodiments of the invention may be provided as a method, apparatus (device), or computer program product. Thus, embodiments of the invention may be in the form of an entirely hardware embodiment, an entirely software embodiment, or a combination of software and hardware. Moreover, embodiments of the invention may take the form of a computer program product embodied on one or more computer usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) including computer usable program code.
本发明实施例是参照根据本发明实施例的方法、装置(设备)和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。Embodiments of the invention are described with reference to flowchart illustrations and/or block diagrams of methods, apparatus, and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flowchart illustrations and/or FIG. These computer program instructions can be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing device to produce a machine for the execution of instructions for execution by a processor of a computer or other programmable data processing device. Means for implementing the functions specified in one or more of the flow or in a block or blocks of the flow chart.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。The computer program instructions can also be stored in a computer readable memory that can direct a computer or other programmable data processing device to operate in a particular manner, such that the instructions stored in the computer readable memory produce an article of manufacture comprising the instruction device. The apparatus implements the functions specified in one or more blocks of a flow or a flow and/or block diagram of the flowchart.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供用于实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded onto a computer or other programmable data processing device such that a series of operational steps are performed on a computer or other programmable device to produce computer-implemented processing for execution on a computer or other programmable device. The instructions provide steps for implementing the functions specified in one or more of the flow or in a block or blocks of a flow diagram.

Claims (10)

  1. 一种基于人工智能进行电路设计的方法,其特征在于,包括:A method for circuit design based on artificial intelligence, comprising:
    根据预先设定的初始化电路元素进行电路设计的初始化;Initializing the circuit design according to a preset initialization circuit element;
    基于人工智能算法创建多个电路设计域;Creating multiple circuit design domains based on artificial intelligence algorithms;
    对每个电路设计域匹配价值评估值;Matching value evaluation values for each circuit design domain;
    根据每个电路设计域的价值评估值以及设计库进行电路设计。The circuit design is based on the value evaluation values of each circuit design domain and the design library.
  2. 根据权利要求1所述的基于人工智能进行电路设计的方法,其特征在于,根据预先设定的初始化电路元素进行电路设计的初始化包括:根据输入的电路设计元素,从数据库中选择初始化电路元素进行电路设计的初始化。The method for circuit design based on artificial intelligence according to claim 1, wherein the initializing the circuit design according to the preset initialization circuit element comprises: selecting an initialization circuit element from the database according to the input circuit design element. Initialization of the circuit design.
  3. 根据权利要求2所述的基于人工智能进行电路设计的方法,其特征在于,所述初始化电路元素包括如下中的至少其一:有源元器件、无源元器件、盒体、输入输出、电路板模板。The method for circuit design based on artificial intelligence according to claim 2, wherein the initialization circuit element comprises at least one of: an active component, a passive component, a box, an input and output, and a circuit. Board template.
  4. 根据权利要求1所述的基于人工智能进行电路设计的方法,其特征在于,基于人工智能算法创建多个电路设计域包括:基于人工智能算法创建多个电路设计第一域和第二域。The method for circuit design based on artificial intelligence according to claim 1, wherein the creating the plurality of circuit design domains based on the artificial intelligence algorithm comprises: creating a plurality of circuit design first domain and second domain based on the artificial intelligence algorithm.
  5. 根据权利要求4所述的基于人工智能进行电路设计的方法,其特征在于,基于人工智能算法创建多个电路设计第一域和第二域包括:基于人工智能算法创建相互关系为父子域关系的所述电路设计第一域与所述电路设计第二域。The method for circuit design based on artificial intelligence according to claim 4, wherein the creating the plurality of circuit designs based on the artificial intelligence algorithm, the first domain and the second domain comprise: creating a mutual relationship as a parent-child domain relationship based on the artificial intelligence algorithm The circuit design first domain and the circuit design second domain.
  6. 根据权利要求1所述的基于人工智能进行电路设计的方法,其特征在于,对每个电路设计域匹配价值评估值包括:根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值。The method for circuit design based on artificial intelligence according to claim 1, wherein the design value matching value for each circuit design field comprises: matching each circuit design domain according to a value evaluation model established based on big data analysis. Value evaluation value.
  7. 根据权利要求6所述的基于人工智能进行电路设计的方法,其特征在于,根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配价值评估值包括:根据基于大数据分析建立的价值评估模型,对每个电路设计域匹配动作值函数、奖励函数、评估状态值函数中的至少一种以确定对应的价值评估值。The method for circuit design based on artificial intelligence according to claim 6, wherein, according to the value evaluation model established based on the big data analysis, the evaluation value of the matching value of each circuit design domain includes: according to the analysis based on the big data analysis. The value evaluation model matches at least one of an action value function, a reward function, and an evaluation state value function for each circuit design field to determine a corresponding value evaluation value.
  8. 根据权利要求1所述的基于人工智能进行电路设计的方法,其特征在于,根据每个电路设计域的价值评估值以及设计库进行电路设计包括:根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计。The method for circuit design based on artificial intelligence according to claim 1, wherein the circuit design according to the value evaluation value of each circuit design domain and the design library comprises: evaluating values and designing values according to each circuit design domain. The library and the agent perform circuit design.
  9. 根据权利要求8所述的基于人工智能进行电路设计的方法,其特征在于,根据每个电路设计域的价值评估值以及设计库以及智能体进行电路设计包括:根据每个电路设计域的价值评估值以及设计库以及智能体形成多个电路设计任 务,根据每种电路设计任务以及设计库以及智能体进行多任务的电路设计。The method for circuit design based on artificial intelligence according to claim 8, wherein the circuit design according to the value evaluation value of each circuit design domain and the design library and the agent comprises: evaluating the value according to each circuit design domain Values and design libraries and agents form multiple circuit design tasks, with multi-tasking circuit design based on each circuit design task and design library and agent.
  10. 一种基于人工智能进行电路设计的装置,其特征在于,包括:An apparatus for circuit design based on artificial intelligence, comprising:
    第一单元,用于根据预先设定的初始化电路元素进行电路设计的初始化;a first unit for initializing a circuit design according to a preset initialization circuit element;
    第二单元,用于基于人工智能算法创建多个电路设计域;a second unit for creating a plurality of circuit design domains based on an artificial intelligence algorithm;
    第三单元,用于对每个电路设计域匹配价值评估值;a third unit for matching the value of the value of each circuit design field;
    第四单元,用于根据每个电路设计域的价值评估值以及设计库进行电路设计。The fourth unit is used for circuit design based on the value evaluation value of each circuit design domain and the design library.
PCT/CN2018/085647 2017-12-04 2018-05-04 Method and device for performing circuit design based on artificial intelligence WO2019109589A1 (en)

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