CN208314755U - A kind of artificial intelligence development platform and system - Google Patents

A kind of artificial intelligence development platform and system Download PDF

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Publication number
CN208314755U
CN208314755U CN201820620435.XU CN201820620435U CN208314755U CN 208314755 U CN208314755 U CN 208314755U CN 201820620435 U CN201820620435 U CN 201820620435U CN 208314755 U CN208314755 U CN 208314755U
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China
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module
artificial intelligence
user terminal
development platform
intelligence development
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CN201820620435.XU
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Chinese (zh)
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李喜
靳晓东
代春光
郁优良
凌刚
张峥超
刘文博
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Abstract

The utility model embodiment discloses a kind of artificial intelligence development platform and system, wherein the artificial intelligent development platform includes: user terminal, controller module and hardware device module;Wherein, the user terminal is connect with the controller module, for sending the first control instruction to the controller module by the Software Development Platform for the artificial intelligence for running the user terminal installation;The controller module is connect with the hardware device module, for controlling the hardware device module according to the first control instruction for receiving and receiving the feedback signal of the hardware device module transmission.The artificial intelligence exploitation software platform and controller module and hardware device module installed in user terminal, which combine, enables developer during software program development, it is tested in conjunction with the hardware device of artificial intelligence practical application scene, programmed instruction programmed learning, exploitation can more accurately be carried out, the real-time debugging code of energy is simultaneously tested, and product development and testing efficiency are accelerated.

Description

A kind of artificial intelligence development platform and system
Technical field
The utility model embodiment is related to work technical field of intelligence more particularly to a kind of artificial intelligence development platform and is System.
Background technique
Currently, well known artificial intelligence programming, exploitation, experiment and test be all carried out on software platform, such as TensorFlow is usually to be debugged and developed in Spyder and Jupyter Notbook software platform.Wherein, TensorFlow is the second generation artificial intelligence learning system of research and development, and complicated data structure can be transmitted to artificial intelligence mind System through carrying out analysis and treatment process in network.Spyder is a simple Integrated Development Environment of Python (x, y). Jupyter Notebook is also known as IPython Notebook, is an interactive notebook, supports more than 40 kinds of programmings of operation Language.General software platform is generally only to provide programmed environment not provide experimental code, but after Development of Software Platform Program in machine code combines specific practical application scene, may also will appear when testing relevant hardware device not applicable Situation.
For artificial intelligence hardware developers, developer needs to carry out code in corresponding software platform according to product Programming, exploitation and test, then download to code compilation in corresponding hardware again and run.Exist in this way to be adjusted well Code is tried, simultaneously because the problem of hardware interface agreement difference reduces exploitation and testing efficiency.Some developers use now Single-chip microcontroller is developed as hardware foundation, but since interface is few and hardware elementary diagram and Open Source Code are all seldom, is caused out The big problem of degree of raising difficult questions.
Utility model content
The utility model embodiment provides a kind of artificial intelligence development platform and system, solves and carries out on software platform Artificial intelligence experiment and test and cannot to adapt to completely development efficiency caused by the specific practical application scene of artificial intelligence low Problem.
In a first aspect, the utility model embodiment provides a kind of artificial intelligence development platform, comprising: user terminal, control Device module processed and hardware device module;
Wherein, the user terminal is connect with the controller module, for by running the user terminal installation The Software Development Platform of artificial intelligence sends the first control instruction to the controller module;
The controller module is connect with the hardware device module, for according to the first control instruction control received The hardware device module and the feedback signal for receiving the hardware device module transmission.
Further, the hardware device module includes: motor module, photo resistance module, button module, LED light mould Block, buzzer module, steering engine module, rheostat module, relay module and/or musical player module.
Further, the user terminal is carried out data transmission with the controller module by USB communication protocol.
Further, the communication protocol progress data biography that the controller module and the hardware device module pass through setting It is defeated.
Further, the artificial intelligence development platform further includes USB deconcentrator, correspondingly, the user terminal passes through The USB deconcentrator is connect at least one hardware control.
Further, the artificial intelligence development platform further includes the SCM system connecting with the user terminal, is used It is decoded in the second control instruction that basis receives and executes corresponding operation;Wherein, second control instruction is institute It states user terminal and is sent by running the Software Development Platform of the artificial intelligence of the user terminal installation.
Second aspect, the utility model embodiment additionally provide a kind of artificial intelligence development system, including fixed device mould Block and the artificial intelligence development platform as described in the utility model embodiment is any, the artificial intelligence development platform are fixed on institute It states on fixed apparatus module.
Further, the fixed apparatus module includes terminal fixer and hardware fixing device, wherein the terminal Fixed device is used for fixing user terminal, the hardware fixing device for static controller module, hardware device module and/or SCM system.
Further, the fixed apparatus module is chamber.
Further, the terminal fixer and the hardware fixing device are separately fixed at the top of the chamber The lower part and.
The utility model embodiment provides a kind of artificial intelligence development platform, comprising: user terminal, controller module and hard Part EM equipment module;Wherein, the user terminal is connect with the controller module, for by running the user terminal installation The Software Development Platform of artificial intelligence send the first control instruction to the controller module;The controller module with it is described Hardware device module connection, for controlling the hardware device module according to the first control instruction received and receiving described hard The feedback signal of part EM equipment module transmission.Artificial intelligence software's platform can be installed in user terminal, and then pass through user's end The software platform at end can directly carry out artificial intelligence study, exploitation, experiment and test, and by software systems and hardware system collection At identical platform is arrived, may be implemented when software platform carries out artificial intelligence exploitation, it is synchronous using on platform with specifically actually answer It is tested with the relevant hardware device of scene, it is low to improve development efficiency.
Detailed description of the invention
Fig. 1 is the structural schematic diagram of one of the utility model embodiment one artificial intelligence development platform;
Fig. 2 is the structural schematic diagram of one of the utility model embodiment two artificial intelligence development platform;
Fig. 3 is the structural schematic diagram of one of the utility model embodiment three artificial intelligence development system;
Fig. 4 is that the structure of terminal fixer in one of the utility model embodiment three artificial intelligence development system is shown It is intended to;
Fig. 5 is that the structure of hardware fixing device in one of the utility model embodiment three artificial intelligence development system is shown It is intended to.
Specific embodiment
The utility model is described in further detail with reference to the accompanying drawings and examples.It is understood that herein Described specific embodiment is used only for explaining the utility model, rather than the restriction to the utility model.It further needs exist for It is bright, part relevant to the utility model is illustrated only for ease of description, in attached drawing rather than entire infrastructure.
Embodiment one
Fig. 1 is a kind of structural schematic diagram for artificial intelligence development platform that the utility model embodiment one provides, this implementation Example is applicable to situations such as artificial intelligence study, exploitation, experiment and test, as shown in Figure 1, the artificial intelligent development platform is specific Structure is as follows: including user terminal 2, controller module 5 and hardware device module 7;Wherein, the user terminal 2 and the control Device module 5 processed connects, and sends the first control for the Software Development Platform by running the artificial intelligence that the user terminal 2 is installed System instruction is to the controller module 5, and artificial intelligence software's stage+module is in user terminal 2;The controller module 5 and institute The connection of hardware device module 7 is stated, for controlling the hardware device module 7 according to the first control instruction received and receiving institute State the feedback signal of the transmission of hardware device module 7.
Wherein, user terminal 2 can be the electronic equipments such as computer or tablet computer, can install in user terminal 2 For artificial intelligence test or learning system and Software Development Platform, developer is facilitated directly to carry out relevant people using user terminal The exploitation of work intellectual technology, including write experimental code and exploitation and debugging.Controller module 5 can use hardware controls Device, such as Arduino uno controller, since Arduino uno controller can be perceived by various sensors Ambient conditions executes corresponding operation by control light, motor and other device.Arduino uno control simultaneously Device can write program by programming language, be compiled into binary file, and burning is into controller.Artificial intelligence software's platform peace It is attached on user terminal 2, carries out corresponding code programming, user terminal 2 passes through and controller module 5 communicates, and further controls Device module 5 controls corresponding hardware device module 7 according to corresponding instruction.
Optionally, the hardware device module 7 includes: motor module, photo resistance module, button module, LED light mould Block, buzzer module, steering engine module, rheostat module, relay module and/or musical player module etc., i.e., the described hardware EM equipment module 7 includes at least one of above-mentioned hardware device module or a variety of.Wherein rheostat module includes rheostat, such as Turn rheostat.Above-mentioned each hardware device module can be autonomous working, can also specifically be designed according to practical application scene Module between connection relationship be associated application.
Illustratively, if exploitation is by the scheme of the on and off of voice control LED light, developer is in user terminal Software platform on be compiled after the completion of the program in machine code of voice control, software platform pass through USB deconcentrator and hardware controls Device is communicated, and hardware control is communicated by hardware communication protocols with LED light and button module realization.Wherein, button mould Block can be used for the operation according to collected message trigger other equipment, can be realized by the device of hardware or software.Test It, can the switch of control button module and then the on and off of control LED light when voice acquisition module collects the voice of adaptation. At this point, if developer can re-start debugging test in the software platform of user terminal when testing unsuccessful.Meanwhile firmly The some parameters or feedback signal of part equipment such as LED light and button module can be transmitted to user's end by hardware control End, developer can also can be quickly found out using these feedback signals as the reference in artificial intelligence exploitation and test process The reason of malfunctioning in test process improves development efficiency.Such as the on or off of direct operation button module, for example pressed by opening Button module realizes the acquisition to voice acquisition module to voice messaging.Photo resistance module may include photo resistance, and photosensitive Resistance light, which influences its resistance, to change, therefore can be gone open by photo resistance module and corresponding some equipment The influence different by intensity of illumination is tested in hair, study, it can is further controlled equipment or is carried out certain specific operations.Cause This, can use photo resistance module and the such artificial intelligence technology experiment relevant to illumination of other module testings.This reality A part of hardware device is illustrated only with new embodiment, specific hardware device can be developed according to actual artificial intelligence Scene, which needs to design, to be equipped with.
Optionally, by USB, (Universal Serial Bus leads to the user terminal 2 with the controller module 5 It is an external bus standard with universal serial bus) communication protocol carries out data transmission.Wherein, communication protocol (Communications Protocol) refers to that both entities complete communication or service be must comply with rule and agreement.Association View defines the format that data cell uses, and the information that information unit should include sends and connects with meaning, connection type, information The timing of receipts, so that it is guaranteed that data are successfully transmitted to determining place in network.USB communication protocol is supported in usb host The communication protocol of serial data transmission is carried out between USB device.Illustratively, user terminal 2 and the controller module 5 can To be connected by USB line, for being connected and communicate with for specification user terminal and external hardware device module.USB interface connects simultaneously It connects flexibly, possesses the plug and play and warm connection function of holding equipment.So when there are multiple controller modules 5, developer It can be convenient the connection rapidly established by plug USB line and need controller module 5 and user terminal 2 to be applied completely, into Row study, test or exploitation.Simultaneously as USB line has many advantages, such as that transmission speed is fastly and independently-powered, can quickly transmit While data, power supply is provided for external hardware device module 7.It realizes and is carried out in user terminal 2 with unified interface Communication between artificial intelligence software's platform and controller module 5.It is worth noting that, in the utility model embodiment and unlimited The connection type or communication mode of user terminal 2 and controller module 5 processed, can be according to actual business requirement or equipment performance Situations such as design, for example can be carried out data transmission by Bluetooth communication protocol.Optionally, the controller module 5 with it is described Hardware device module 7 is carried out data transmission by the communication protocol set.Illustratively, it can be carried out by I/O communication protocol Data are transmitted, communication mode and communication in the utility model embodiment to controller module 5 and the hardware device module 7 Agreement with no restrictions, can be designed according to the performance, interface case and business demand of different hardware equipment.Optionally, The artificial intelligence development platform further includes USB deconcentrator, correspondingly, the user terminal is by the USB deconcentrator and extremely Few hardware control module connection.The function of USB deconcentrator is exactly expanding USB interface, when artificial intelligence development platform packet When including multiple controller modules 5, it can realize a user terminal 2 by USB deconcentrator while control multiple hardware controls Module 5.
Optionally, the artificial intelligence development platform further includes the SCM system connecting with the user terminal 2, is used for It is decoded according to the second control instruction received and executes corresponding operation;Wherein, second control instruction is described User terminal is sent by running the Software Development Platform of the artificial intelligence of the user terminal installation.Illustratively, in user When running the experiment in Spyder software platform in terminal 2, USB deconcentrator can open corresponding switch and establish user terminal 2 With the connection of SCM system, carry out data transmission.SCM system is ordered based on the received is decoded execution finger accordingly It enables, to complete corresponding artificial intelligence experiment or test.Artificial intelligence development platform will increase income hard in the utility model embodiment Part, such as the combination of Arduino uno controller and SCM system, while correlation in the prior art can be used and open Source hardware elementary diagram and Open Source Code or single chip foundation experimental development, reduce development difficulty in this way.
It will be appreciated by persons skilled in the art that in the actual application of artificial intelligence development platform, in order to full The actual business of foot needs, and can be equipped with some inputs or output equipment, for developer or user and client terminal system it Between carry out information exchange.Such as input equipment keyboard, mouse, camera, scanner, light pen, writing input board, joystick or language Sound input unit etc..Output equipment display, printer, plotter, image output system, voice output system or magnetic recording are set It is standby etc., further indirect labor's intelligent platform it can complete corresponding business and enrich the function of artificial intelligence platform.
The technical solution of the utility model embodiment, so that developer can directly carry out in artificial intelligence development platform Artificial intelligence knowledge learning, programming, exploitation, experiment and test.It wherein, can be in artificial intelligence software's platform in user terminal A large amount of artificial intelligence experiment and data are stored, developer can use the exploitation of the artificial intelligence in the utility model embodiment Platform carries out the study of relevant knowledge, experiment or develops other related artificial intelligence softwares.And the people installed in user terminal The intelligent developed software platform of work and controller module and hardware device module, which combine, makes developer during the test can Learn the relevant knowledge of software and hardware combining.The test for directly carrying out artificial intelligence practical application scene using hardware device simultaneously can More accurately to carry out program development.For artificial intelligence hardware developers, real-time debugging code can be carried out and tested, And since hardware interface and communication protocol unification largely accelerate product development and testing efficiency.
Embodiment two
Fig. 2 is a kind of structural schematic diagram for artificial intelligence development platform that the utility model embodiment two provides.This implementation Example can provide a kind of preferred embodiment based on above-described embodiment, use plate with user terminal, controller module uses For Arduino uno controller, as shown in Fig. 2, the power interface of plate 2-1 is connect with power supply 2-2.USB deconcentrator 4 itself Usb line be connected on the USB interface of plate 2-1.Arduino uno controller is connected to USB deconcentrator by USB line On 4 first interface, SCM system 5-2 is connected in the second interface of USB deconcentrator 4 by USB line.Hardware device mould Motor module 7-1, photo resistance module 7-2, button module 7-3, LED lamp module 7-4, buzzer module 7-5, steering engine in block Module 7-6 and relay module 7-8 is connected respectively to Arduino uno by winding displacement (such as winding displacement of 3P, 2.54mm model) On controller number mouth, illustratively, it can choose on digital mouth 2,3,4,5,6 and 8.
Wherein, due under normal circumstances, musical player module be need larger current signal just to can control, and The transmission of Arduino uno controller is lesser current signal, it is therefore desirable to which connecting relay module just can further control Musical player module processed, so relay module 7-8 can be connected with musical player module 7-9.Turn rheostat module 7-7 is connected on Arduino uno controller number mouth 1 by winding displacement.It is equipped with keyboard 9-1 and mouse 9-2 simultaneously, facilitates user The input of content is carried out directly on plate 2-1.Wherein, keyboard 9-1, mouse 9-2 can by the third of USB deconcentrator 4 and The connection of 4th interface, can also be led to by keyboard Bluetooth communication protocol and mouse Bluetooth communication protocol with plate 2-1 respectively Letter.
Specifically, the workflow of the artificial intelligent development platform is as follows:
Power supply 2-2 provides power supply to plate 2-1, while plate 2-1 gives Arduinouno controller by USB deconcentrator 4 5-1, SCM system 5-2 power supply.The experiment in Spyder software platform is run on plate 2-1, USB deconcentrator 4 opens phase The interface switch answered selects corresponding experimental system, and the data processing tested is sent out corresponding instruction by USB deconcentrator 4 Arduino uno controller 5-1 and SCM system 5-2 are given, then again by Arduino uno controller 5-1 and single-chip microcontroller System 5-2 executes corresponding order.Arduino uno controller 5-1 is ordered based on the received is decoded execution finger accordingly Enable, to motor module 7-1, button module 7-2, LED lamp module 7-3, buzzer module 7-4, turn rheostat module 7-5, after Electrical appliance module 7-6, musical player module 7-7 are operated.SCM system 5-2 is ordered be decoded execution based on the received And instruct accordingly, to carry out the exploitation of related artificial intelligence technology.
The technical solution of the utility model embodiment, so that developer can directly carry out in artificial intelligence development platform Artificial intelligence knowledge learning, exploitation, experiment and test.The artificial intelligence exploitation software platform and controller installed in user terminal Module and hardware device module, which combine, can not only be such that developer is rested in test learning process comprehensively in terms of software and hardware Knowledge, while the test for directly being carried out using hardware device artificial intelligence practical application scene can more accurately be carried out program and be opened Hair.For artificial intelligence hardware developers, it can be carried out real-time debugging code and test, and due to hardware interface and communication Agreement is unified largely to accelerate product development and testing efficiency.
Embodiment three
The present embodiment provides a kind of artificial intelligence development system, the present embodiment be applicable to artificial intelligence exploitation, study and The case where test, the artificial intelligent developed system specifically include: described in fixed apparatus module and the utility model any embodiment Artificial intelligence development platform, the fixed apparatus module is for fixing the artificial intelligence development platform.Meanwhile fixed device To can the artificial intelligence development platform play a protective role.
Optionally, the fixed apparatus module includes terminal fixer and hardware fixing device;Wherein, the terminal is solid Device is determined for fixing user terminal, and the hardware fixing device is used for static controller module, hardware device module and/or list Piece machine system.
Fig. 3 is a kind of structural schematic diagram for artificial intelligence development system that the utility model embodiment three provides, and Fig. 4 is this The structural schematic diagram of terminal fixer in a kind of artificial intelligence development system that utility model embodiment three provides.Fig. 5 is this The structural schematic diagram of hardware fixing device in a kind of artificial intelligence development system that utility model embodiment three provides.Such as Fig. 3, figure Shown in 4 and Fig. 5, Spyder software platform 3-1 is stored with artificial intelligence experimental code and data module 3-2, and is installed on flat On plate 2-1, illustratively, plate 2-1 can be fixed on terminal fixer 1-1 by strong magnetic connects device 1-3, power supply 2- 2 can be fixed on hardware fixing device 1-5 by modes such as card slots, and it is solid that USB deconcentrator 4 can be fixed on hardware by glue Determine on device 1-5, Arduino uno controller 5-1, SCM system 5-2, motor module 7-1, photo resistance module 7-2, presses Button module 7-3, LED lamp module 7-4, buzzer module 7-5, steering engine module 7-6, turn rheostat module 7-7, relay module 7-8 and musical player module 7-9 can be mounted on hardware fixing device 1- by screw (such as countersunk head screw M3*10) respectively On 5.Since the keyboard 9-1 external input equipment similar with mouse 9-2 needs to move, for convenience of using, these equipment can not It is fixed on fixed apparatus module.
Optionally, the fixed apparatus module is chamber.Optionally, the terminal fixer and the hardware are fixed Device is separately fixed at the upper and lower part of the chamber.Illustratively, as shown in figure 3, when fixed apparatus module is test When case, terminal fixer 1-2 and hardware fixing device 1-5 can be separately fixed at experiment upper box part 1-1 and experiment lower box part 1-4.It can be elastic cotton around experimental box, such terminal fixer and the hardware fixing device directly pass through extruding can With fixation, while elastic cotton can play a protective role.
The technical solution of the utility model embodiment, so that developer can directly carry out in artificial intelligence development platform Artificial intelligence knowledge learning, exploitation, experiment and test.The artificial intelligence exploitation software platform and controller installed in user terminal Module and hardware device module, which combine, can not only be such that developer is rested in test learning process comprehensively in terms of software and hardware Knowledge, while the test for directly being carried out using hardware device artificial intelligence practical application scene can more accurately be carried out program and be opened Hair.For artificial intelligence hardware developers, it can be carried out real-time debugging code and test, and due to hardware interface and communication Agreement is unified largely to accelerate product development and testing efficiency.Meanwhile the fixed artificial intelligence development platform of chamber, it can To generate protective effect to it, and due to the small volume of chamber, carrying also can be convenient.
Note that above are only the preferred embodiment and institute's application technology principle of the utility model.Those skilled in the art's meeting Understand, the utility model is not limited to specific embodiment described here, is able to carry out for a person skilled in the art various bright Aobvious variation, readjustment and substitution is without departing from the protection scope of the utility model.Therefore, although passing through above embodiments The utility model is described in further detail, but the utility model is not limited only to above embodiments, is not departing from It can also include more other equivalent embodiments in the case that the utility model is conceived, and the scope of the utility model is by appended Scope of the claims determine.

Claims (10)

1. a kind of artificial intelligence development platform characterized by comprising user terminal, controller module and hardware device module; Wherein, the user terminal is connect with the controller module, for the artificial intelligence by running the user terminal installation Software Development Platform send the first control instruction to the controller module;
The controller module is connect with the hardware device module, for according to the first control instruction control received Hardware device module and the feedback signal for receiving the hardware device module transmission.
2. artificial intelligence development platform according to claim 1, which is characterized in that the hardware device module includes: electricity Machine module, photo resistance module, button module, LED lamp module, buzzer module, steering engine module, rheostat module, relay Module and/or musical player module.
3. artificial intelligence development platform according to claim 1 or 2, which is characterized in that the user terminal and the control Device module processed is carried out data transmission by USB communication protocol.
4. artificial intelligence development platform according to claim 1 or 2, which is characterized in that the controller module with it is described Hardware device module is carried out data transmission by the communication protocol set.
5. artificial intelligence development platform according to claim 1 or 2, which is characterized in that the artificial intelligence development platform It further include USB deconcentrator, correspondingly, the user terminal passes through the USB deconcentrator and at least one described controller module Connection.
6. artificial intelligence development platform according to claim 1, which is characterized in that the artificial intelligence development platform is also wrapped The SCM system connecting with the user terminal is included, for being decoded according to the second control instruction received and executing phase The operation answered;Wherein, second control instruction is the artificial intelligence that the user terminal is installed by running the user terminal The Software Development Platform of energy is sent.
7. a kind of artificial intelligence development system characterized by comprising fix apparatus module and such as any institute of claim 1-6 The artificial intelligence development platform stated, the artificial intelligence development platform are fixed on the fixed apparatus module.
8. artificial intelligence development system according to claim 7, which is characterized in that the fixed apparatus module includes: end Hold fixed device and hardware fixing device;Wherein, the terminal fixer is used for fixing user terminal, the fixed dress of the hardware It sets for static controller module, hardware device module and/or SCM system.
9. artificial intelligence development system according to claim 8, which is characterized in that the fixed apparatus module is test Case.
10. artificial intelligence development system according to claim 9, which is characterized in that the terminal fixer and described Hardware fixing device is separately fixed at the upper and lower part of the chamber.
CN201820620435.XU 2018-04-27 2018-04-27 A kind of artificial intelligence development platform and system Expired - Fee Related CN208314755U (en)

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Cited By (11)

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CN108388426A (en) * 2018-04-27 2018-08-10 李喜 A kind of artificial intelligence development platform and system
CN110659728A (en) * 2019-09-24 2020-01-07 上海寒武纪信息科技有限公司 Neural network optimization method and device, computer equipment and storage medium
CN111123223A (en) * 2019-12-20 2020-05-08 北京无线电测量研究所 General development platform, management system and method for radar health management
US10942710B1 (en) 2019-09-24 2021-03-09 Rockwell Automation Technologies, Inc. Industrial automation domain-specific language programming paradigm
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US11048483B2 (en) 2019-09-24 2021-06-29 Rockwell Automation Technologies, Inc. Industrial programming development with an extensible integrated development environment (IDE) platform
US11080176B2 (en) 2019-09-26 2021-08-03 Rockwell Automation Technologies, Inc. Testing framework for automation objects
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US11269598B2 (en) 2019-09-24 2022-03-08 Rockwell Automation Technologies, Inc. Industrial automation domain-specific language programming paradigm
CN110659728A (en) * 2019-09-24 2020-01-07 上海寒武纪信息科技有限公司 Neural network optimization method and device, computer equipment and storage medium
US12001818B2 (en) 2019-09-24 2024-06-04 Rockwell Automation Technologies, Inc. Extensible IDE platform with open APIs
US10942710B1 (en) 2019-09-24 2021-03-09 Rockwell Automation Technologies, Inc. Industrial automation domain-specific language programming paradigm
CN110659728B (en) * 2019-09-24 2024-03-05 安徽寒武纪信息科技有限公司 Neural network optimization method, device, computer equipment and storage medium
US11048483B2 (en) 2019-09-24 2021-06-29 Rockwell Automation Technologies, Inc. Industrial programming development with an extensible integrated development environment (IDE) platform
US11681502B2 (en) 2019-09-24 2023-06-20 Rockwell Automation Technologies, Inc. Industrial automation domain-specific language programming paradigm
US11669309B2 (en) 2019-09-24 2023-06-06 Rockwell Automation Technologies, Inc. Extensible integrated development environment (IDE) platform with open application programming interfaces (APIs)
US11042362B2 (en) 2019-09-26 2021-06-22 Rockwell Automation Technologies, Inc. Industrial programming development with a trained analytic model
US11080176B2 (en) 2019-09-26 2021-08-03 Rockwell Automation Technologies, Inc. Testing framework for automation objects
US11392112B2 (en) 2019-09-26 2022-07-19 Rockwell Automation Technologies, Inc. Virtual design environment
US11481313B2 (en) 2019-09-26 2022-10-25 Rockwell Automation Technologies, Inc. Testing framework for automation objects
US11640566B2 (en) 2019-09-26 2023-05-02 Rockwell Automation Technologies, Inc. Industrial programming development with a converted industrial control program
US12039292B2 (en) 2019-09-26 2024-07-16 Rockwell Automation Technologies, Inc. Maintenance and commissioning
US11163536B2 (en) 2019-09-26 2021-11-02 Rockwell Automation Technologies, Inc. Maintenance and commissioning
EP3798948A1 (en) * 2019-09-26 2021-03-31 Rockwell Automation Technologies, Inc. Ai design analysis and recommendations
US11733687B2 (en) 2019-09-26 2023-08-22 Rockwell Automation Technologies, Inc. Collaboration tools
US11822906B2 (en) 2019-09-26 2023-11-21 Rockwell Automation Technologies, Inc. Industrial programming development with a converted industrial control program
US11829121B2 (en) 2019-09-26 2023-11-28 Rockwell Automation Technologies, Inc. Virtual design environment
CN111123223A (en) * 2019-12-20 2020-05-08 北京无线电测量研究所 General development platform, management system and method for radar health management
US11308447B2 (en) 2020-04-02 2022-04-19 Rockwell Automation Technologies, Inc. Cloud-based collaborative industrial automation design environment
US11663553B2 (en) 2020-04-02 2023-05-30 Rockwell Automation Technologies, Inc. Cloud-based collaborative industrial automation design environment

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