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基于LabVIEW和MATLAB的數字孿生供熱系統平臺的設計與仿真
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天津理工大學(xué)

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國家自然科學(xué)基金(61975151,61308120)


Construction and Simulation of Digital Twin Heating System Platform Based on Labview and Matlab
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    摘要:

    數字孿生技術(shù)充分利用物理結構、傳感器更新、設備運行歷史等數據通過(guò)集成多領(lǐng)域、多物理量、多可能性的模擬過(guò)程,在虛擬空間中進(jìn)行鏡像,以此表達相對應的實(shí)物裝置的整個(gè)生命周期過(guò)程。從智慧供熱的發(fā)展歷史來(lái)看,依托現代工業(yè)系統理念,提出了基于"數字孿生"的智能供熱系統結構。首先介紹了數字孿生的基本結構,給出了數字孿生的構建方式基于虛擬儀器Labview的大數據采集、處理、歸檔、仿真;然后以采集的數據為基礎,得到供熱系統的孿生模型,敘述了數字孿生技術(shù)解決的關(guān)鍵問(wèn)題;最后,通過(guò)Labview仿真平臺調用Matlab中神經(jīng)網(wǎng)絡(luò )智能算法,得到基于大數據采集以及經(jīng)過(guò)智能算法優(yōu)化后的參數,同時(shí)系統將參數反饋給物理實(shí)體設備,從而完成孿生模型的仿真、優(yōu)化、反饋過(guò)程。通過(guò)熱網(wǎng)系統優(yōu)化仿真案例驗證了Labview和Matlab混合編程在建立的孿生供熱平臺上、應用的有效性。

    Abstract:

    Digital twin is a multi-disciplinary, multi-physical,multi-scale,multi-probability simulation process that makes full use of physical model, sensor update, operation history and other data to complete the mapping in virtual space, thereby reflecting the full life cycle of the corresponding physical equipment Process. Starting from the development trend of smart heating, and relying on the concept of industrial systems, a smart heating technology based on "digital twin" is proposed. Firstly, the basic structure of the digital twin is introduced, and the construction method of the digital twin is given. Based on the big data acquisition, processing, archiving and simulation of the virtual instrument Labview; then, based on the collected data, the twin model of the heating system is obtained. The key problems solved by the digital twin technology are discussed; finally, the neural network intelligent algorithm in Matlab is called through the Labview simulation platform to obtain parameters based on big data acquisition and optimized by the intelligent algorithm. Model simulation, optimization, feedback process. The effectiveness of the application of Labview and Matlab hybrid programming on the established twin heating platform is verified through the optimization simulation case of the heating network system.

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許亮,楊峪峰,陳占國.基于LabVIEW和MATLAB的數字孿生供熱系統平臺的設計與仿真計算機測量與控制[J].,2023,31(12):173-179.

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  • 收稿日期:2022-07-26
  • 最后修改日期:2022-08-23
  • 錄用日期:2023-03-16
  • 在線(xiàn)發(fā)布日期: 2023-12-27
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