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CN107272442B - Real-time simulation platform for large helium cryogenic system - Google Patents

Real-time simulation platform for large helium cryogenic system Download PDF

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CN107272442B
CN107272442B CN201710377911.XA CN201710377911A CN107272442B CN 107272442 B CN107272442 B CN 107272442B CN 201710377911 A CN201710377911 A CN 201710377911A CN 107272442 B CN107272442 B CN 107272442B
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胡良兵
庄明
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Hefei Institutes of Physical Science of CAS
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Abstract

The invention discloses a real-time simulation platform of a large helium cryogenic system, which is characterized in that a compressor model, a cold box model and a load model are established in software, and a sequential method is adopted to integrate the compressor model, the cold box model and the load model into a cryogenic system model. And establishing a control model based on an EPICS framework, and realizing real-time communication between the low-temperature model and the control system model based on an OPC communication protocol. Compared with other low-temperature system simulation platforms, the system has better integration, and particularly aims at the characteristics of typical nonlinearity, time variation, multivariable coupling characteristic, complex system operation mode and the like of a large helium low-temperature system.

Description

一种大型氦低温系统实时仿真平台A real-time simulation platform for a large-scale helium cryogenic system

技术领域technical field

本发明涉及低温系统仿真平台领域,具体是一种大型氦低温系统实时仿真平台。The invention relates to the field of low-temperature system simulation platforms, in particular to a large-scale helium low-temperature system real-time simulation platform.

背景技术Background technique

大型氦低温系统是具有超导设备的大科学实验装置必不可少的重要子系统之一,为实验装置提供稳定、可靠的低温运行环境,系统的效率和稳定性关系整个大科学装置的能耗和运行状态。大型低温系统本身能耗大,效率低,运行模式复杂。The large-scale helium cryogenic system is one of the indispensable and important subsystems of the large-scale scientific experimental device with superconducting equipment. It provides a stable and reliable low-temperature operating environment for the experimental device. The efficiency and stability of the system are related to the energy consumption of the entire large-scale scientific device. and operating status. Large-scale low-temperature systems have large energy consumption, low efficiency, and complex operation modes.

由于大型低温系统的多变量、强耦合性,动态运行中涉及到的控制系统十分复杂,要想直观地进行流程优化,稳定分析难度较大。通过进行大型低温系统仿真技术研究可以有助于解决这一问题。动态仿真研究通过系统建模的方式,在计算机上搭建虚拟流程,利用部件模型代替实际设备,从而再现设备的运行状态。这样不但可以提高人们对系统的整体认知,而且无需设备实际运行,减少了不必要的能源、人力和物力的浪费。随着仿真技术在工业上的快速发展,研究人员逐渐将过程仿真技术应用到大中型氦低温系统上。动态仿真技术得以广泛应用于大型低温系统,旨在提高实际系统动态特性的认识,流程的动态过程优化设计,验证新的控制方法及策略,安全保护和故障诊断预测,系统虚拟过程调试和操作员培训等。Due to the multi-variable and strong coupling of large-scale cryogenic systems, the control systems involved in dynamic operation are very complex, and it is difficult to perform stable analysis in order to intuitively optimize the process. It can be helpful to solve this problem by conducting research on large-scale low temperature system simulation technology. Dynamic simulation research builds a virtual process on the computer by means of system modeling, and uses the component model to replace the actual equipment, thereby reproducing the operating state of the equipment. This can not only improve people's overall awareness of the system, but also eliminate the need for actual operation of equipment, reducing unnecessary waste of energy, manpower and material resources. With the rapid development of simulation technology in industry, researchers gradually apply process simulation technology to large and medium-sized helium cryogenic systems. Dynamic simulation technology can be widely used in large-scale cryogenic systems, aiming to improve the understanding of the dynamic characteristics of the actual system, the dynamic process optimization design of the process, the verification of new control methods and strategies, the safety protection and fault diagnosis prediction, the system virtual process debugging and the operator training, etc.

对于大科学装置氦低温系统的仿真,已经从单一的低温系统的模拟发展为大型制冷机及带负载用户的整个设备的模拟,主要集中于整个系统的温度场、压力场、控制策略方面的研究。目前的动态仿真仍然存在一些关键问题需要解决,首先,国际上的化工模拟软件Hysys以及Ecosimpro等包含了可以应用于大型低温系统中的单元模块,但是,通用软件的模拟精度、模型设置不能完全满足实际的低温系统模拟的需要。此外,大型低温系统的动态仿真集中于过程模型以及部分控制回路实现,缺少控制系统模拟平台。For the simulation of the helium cryogenic system of large scientific installations, it has developed from the simulation of a single cryogenic system to the simulation of large refrigerators and the entire equipment with load users, mainly focusing on the research on the temperature field, pressure field and control strategy of the entire system . There are still some key problems to be solved in the current dynamic simulation. First, the international chemical simulation software Hysys and Ecosimpro contain unit modules that can be applied to large-scale low-temperature systems. However, the simulation accuracy and model settings of general-purpose software cannot be fully satisfied. Actual cryogenic system simulation needs. In addition, the dynamic simulation of large-scale cryogenic systems focuses on the process model and the realization of part of the control loop, lacking a control system simulation platform.

发明内容 本发明的目的是提供一种大型氦低温系统实时仿真平台,以解决现有技术在大型氦低温系统模拟中无法将流程模拟与控制系统模拟集成的问题,以及实时仿真过程中存在数据同步缺陷的问题。SUMMARY OF THE INVENTION The purpose of the present invention is to provide a real-time simulation platform for a large-scale helium cryogenic system, so as to solve the problem that process simulation and control system simulation cannot be integrated in the simulation of large-scale helium cryogenic system in the prior art, and data synchronization exists in the real-time simulation process. defect problem.

为了达到上述目的,本发明所采用的技术方案为:In order to achieve the above object, the technical scheme adopted in the present invention is:

一种大型氦低温系统实时仿真平台,其特征在于:包括在Ecosimpro软件中根据机理建模和系统辨识方法建立的氦低温系统模型,所述氦低温系统模型包括压缩机模型、冷箱模型和负载模型;压缩机模型、冷箱模型和负载模型基于序贯方法连接构建成低温过程模型;在Ecosimpro软件中还建立有基于机理建模的测量传感器模型,且测量传感器模型加入低温过程模型中;A real-time simulation platform for a large-scale helium cryogenic system, characterized in that it includes a helium cryogenic system model established in Ecosimpro software according to mechanism modeling and system identification methods, and the helium cryogenic system model includes a compressor model, a cold box model and a load Model; compressor model, cold box model and load model are connected to form a low temperature process model based on sequential method; a measurement sensor model based on mechanism modeling is also established in Ecosimpro software, and the measurement sensor model is added to the low temperature process model;

还包括基于EPICS架构建立的控制系统模型,控制系统模型包括PID控制模块,模拟量信号模块,数字量信号模块,其中PID控制回路采用IOC作为虚拟控制器以处理数据和实现控制逻辑;It also includes a control system model based on the EPICS architecture. The control system model includes a PID control module, an analog signal module, and a digital signal module, wherein the PID control loop uses IOC as a virtual controller to process data and implement control logic;

在Ecosimpro软件中建立有OPC服务器,在IOC虚拟控制器中建立有OPC客户端,基于OPC通讯协议实现低温过程模型和控制系统模型的实时通讯。An OPC server is established in the Ecosimpro software, and an OPC client is established in the IOC virtual controller. Real-time communication between the low-temperature process model and the control system model is realized based on the OPC communication protocol.

控制系统模型中,模拟量信号模块与PID控制模块连接,实现控制回路控制。模拟量信号模块和数字信号模块基于OPC通讯协议通过OPC客户端与低温过程模型通讯连接。In the control system model, the analog signal module is connected with the PID control module to realize the control loop control. The analog signal module and the digital signal module communicate with the low temperature process model through the OPC client based on the OPC communication protocol.

所述的一种大型氦低温系统实时仿真平台,其特征在于:所述压缩机模型包括但不限于螺杆压缩机、中压氦储气罐模型、高压和低压管道模型以及气动调节阀模型。The real-time simulation platform for a large-scale helium cryogenic system is characterized in that the compressor models include but are not limited to screw compressors, medium-pressure helium storage tank models, high-pressure and low-pressure pipeline models, and pneumatic control valve models.

所述的一种大型氦低温系统实时仿真平台,其特征在于:所述冷箱模型包括但不限于透平膨胀机模型、多股流换热器、吸附器、管道和气动调节模型。The real-time simulation platform for a large-scale helium cryogenic system is characterized in that: the cold box model includes but is not limited to a turboexpander model, a multi-flow heat exchanger, an adsorber, a pipeline and a pneumatic adjustment model.

所述的一种大型氦低温系统实时仿真平台,其特征在于:所述负载模型包括但不限于相位分离器、冷压机和调节阀模型。The real-time simulation platform of a large-scale helium cryogenic system is characterized in that: the load model includes but is not limited to a phase separator, a cold press and a regulating valve model.

所述的一种大型氦低温系统实时仿真平台,其特征在于:所述测量传感器模型包括但不限于压力传感器,温度传感器,流量传感器和液位传感器。The real-time simulation platform for a large-scale helium cryogenic system is characterized in that: the measurement sensor model includes but is not limited to a pressure sensor, a temperature sensor, a flow sensor and a liquid level sensor.

所述的一种大型氦低温系统实时仿真平台,其特征在于:根据现有氦低温系统的流程和设计参数,分别在Ecosimpro软件中输入压缩机模型、冷箱模型和负载模型的基本设计参数,Ecosimpro软件中根据基本设计参数并基于机理建模和系统辨识方法建立氦低温系统模型。The described real-time simulation platform for a large-scale helium cryogenic system is characterized in that: according to the process flow and design parameters of the existing helium cryogenic system, the basic design parameters of the compressor model, the cold box model and the load model are respectively input in the Ecosimpro software, In Ecosimpro software, a helium cryogenic system model is established based on basic design parameters and based on mechanism modeling and system identification methods.

所述的一种大型氦低温系统实时仿真平台,其特征在于:所述压缩机模型、冷箱模型和负载模型基于序贯方法连接的原则为:The described real-time simulation platform of a large-scale helium cryogenic system is characterized in that: the principle of connecting the compressor model, the cold box model and the load model based on the sequential method is:

(1)、两个存储设备之间通过热力部件连接;(1) The two storage devices are connected by thermal components;

(2)、一个存储设备与一个热动力设备之间通过一系列的热工部件连接。(2) A storage device and a thermal power device are connected through a series of thermal components.

所述的一种大型氦低温系统实时仿真平台,其特征在于:以一台PC机作为存储低温过程模型和测量传感器模型的系统模型服务器,以另一台PC机作为存储控制系统模型的工作站,工作站中还以开源软件CSS作为上位机监控软件,IOC虚拟控制器与上位机监控软件之间通过Profibus总线连接,上位机监控软件中配置控制逻辑算法、数据库和监控界面,且系统模型服务器与工作站之间物理上通过以太网实现基于OPC通讯协议的实时通讯。The described real-time simulation platform of a large-scale helium cryogenic system is characterized in that: a PC is used as a system model server for storing a low-temperature process model and a measurement sensor model, and another PC is used as a workstation for storing the control system model, The open source software CSS is also used in the workstation as the monitoring software of the upper computer. The IOC virtual controller and the monitoring software of the upper computer are connected through the Profibus bus. The monitoring software of the upper computer is equipped with control logic algorithm, database and monitoring interface, and the system model server and workstation Physically realize real-time communication based on OPC communication protocol through Ethernet.

本发明提供一种基于EPICS开放式的大型氦低温系统实时仿真平台,控制系统上位机软件采用开源软件CSS开发监控界面,OPC通讯协议作为模拟模型数据与控制系统通讯的协议,实现过程模型与控制系统实时通讯,简化大型氦低温系统的模拟结构,易于实现整个模拟系统的集成。The present invention provides an open real-time simulation platform for large-scale helium cryogenic system based on EPICS. The control system host computer software adopts open source software CSS to develop monitoring interface, and OPC communication protocol is used as the protocol for communication between simulation model data and control system to realize process model and control. The real-time communication of the system simplifies the simulation structure of the large-scale helium cryogenic system and facilitates the integration of the entire simulation system.

本发明相对于其他低温系统模拟平台具有更好的集成性,特别针对于大型氦低温系统具有的典型的非线性、时变,多变量耦合特性,系统运行模式复杂等特点,传统的低温模拟系统主要基于数值模拟和流程模拟,与控制系统隔离,无法真实模拟低温系统的动态特性和控制算法。本发明采用开放式的控制结构实现过程与控制模拟的集成,基于部件建模模拟实际低温系统的动态特性,基于此平台可以高度仿真整个系统的稳定性和可靠性,同时满足操作员培训和虚拟运行的需求。Compared with other low-temperature system simulation platforms, the present invention has better integration, especially for the typical nonlinear, time-varying, multi-variable coupling characteristics of large-scale helium low-temperature systems, complex system operation modes, etc. The traditional low-temperature simulation system Mainly based on numerical simulation and process simulation, it is isolated from the control system and cannot truly simulate the dynamic characteristics and control algorithms of low-temperature systems. The invention adopts an open control structure to realize the integration of process and control simulation, and simulates the dynamic characteristics of the actual low-temperature system based on component modeling. Based on this platform, the stability and reliability of the entire system can be highly simulated, while satisfying operator training and virtual operational requirements.

附图说明Description of drawings

图1 是本发明的系统整体框图。FIG. 1 is an overall block diagram of the system of the present invention.

图2 是OPC服务器开发结构图。Figure 2 is the OPC server development structure diagram.

具体实施方式Detailed ways

如图1所示,一种大型氦低温系统实时仿真平台,包括在Ecosimpro软件中根据机理建模和系统辨识方法建立的氦低温系统模型,所述氦低温系统模型包括压缩机模型、冷箱模型和负载模型;压缩机模型、冷箱模型和负载模型基于序贯方法连接构建成低温过程模型;在Ecosimpro软件中还建立有基于机理建模的测量传感器模型,且测量传感器模型加入低温过程模型中;As shown in Figure 1, a real-time simulation platform of a large-scale helium cryogenic system includes a helium cryogenic system model established in Ecosimpro software according to mechanism modeling and system identification methods, and the helium cryogenic system model includes a compressor model and a cold box model. and load model; compressor model, cold box model and load model are connected to form a low temperature process model based on sequential method; a measurement sensor model based on mechanism modeling is also established in Ecosimpro software, and the measurement sensor model is added to the low temperature process model ;

还包括基于EPICS架构建立的控制系统模型,控制系统模型包括PID控制模块,模拟量信号模块,数字量信号模块,其中PID控制回路采用IOC作为虚拟控制器以处理数据和实现控制逻辑;It also includes a control system model based on the EPICS architecture. The control system model includes a PID control module, an analog signal module, and a digital signal module, wherein the PID control loop uses IOC as a virtual controller to process data and implement control logic;

本发明中,模拟信号模块需要与PID控制模块连接。模拟信号模块,数字信号模块基于OPC通讯协议通过OPC客户端与低温模型通讯连接。In the present invention, the analog signal module needs to be connected with the PID control module. The analog signal module and the digital signal module communicate with the low temperature model through the OPC client based on the OPC communication protocol.

本发明中,PID是控制模块,IOC是虚拟控制器,虚拟控制器是处理所有的控制回路和数据输入输出。PID控制模块只是用于PID控制回路中。In the present invention, PID is a control module, IOC is a virtual controller, and the virtual controller handles all control loops and data input and output. The PID control module is only used in the PID control loop.

在Ecosimpro软件中建立有OPC服务器,在IOC虚拟控制器中建立有OPC客户端,基于OPC通讯协议实现低温过程模型和控制系统模型的实时通讯。An OPC server is established in the Ecosimpro software, and an OPC client is established in the IOC virtual controller. Real-time communication between the low-temperature process model and the control system model is realized based on the OPC communication protocol.

控制系统模型中,模拟量信号模块与PID控制模块连接,实现控制回路控制。模拟量信号模块和数字信号模块基于OPC通讯协议通过OPC客户端与低温过程模型通讯连接。In the control system model, the analog signal module is connected with the PID control module to realize the control loop control. The analog signal module and the digital signal module communicate with the low temperature process model through the OPC client based on the OPC communication protocol.

压缩机模型包括但不限于螺杆压缩机、中压氦储气罐模型、高压和低压管道模型以及气动调节阀模型。Compressor models include, but are not limited to, screw compressors, medium-pressure helium storage tanks, high- and low-pressure pipeline models, and pneumatic control valve models.

冷箱模型包括但不限于透平膨胀机模型、多股流换热器、吸附器、管道和气动调节模型。Cold box models include, but are not limited to, turboexpander models, multi-flow heat exchangers, adsorbers, piping, and pneumatic regulation models.

负载模型包括但不限于相位分离器、冷压机和调节阀模型。测量传感器模型包括但不限于压力传感器,温度传感器,流量传感器和液位传感器。Load models include, but are not limited to, phase separators, cold presses, and regulating valve models. Measurement sensor models include, but are not limited to, pressure sensors, temperature sensors, flow sensors, and level sensors.

根据现有氦低温系统的流程和设计参数,分别在Ecosimpro软件中输入压缩机模型、冷箱模型和负载模型的基本设计参数,Ecosimpro软件中根据基本设计参数并基于机理建模和系统辨识方法建立氦低温系统模型。According to the process and design parameters of the existing helium cryogenic system, the basic design parameters of the compressor model, the cold box model and the load model are input into the Ecosimpro software respectively, and the Ecosimpro software is established according to the basic design parameters and based on the mechanism modeling and system identification methods. Helium cryogenic system model.

压缩机模型、冷箱模型和负载模型基于序贯方法连接的原则为:The principle of connecting the compressor model, the cold box model and the load model based on the sequential method is:

(1)、两个存储设备之间通过热力部件连接;(1) The two storage devices are connected by thermal components;

(2)、一个存储设备与一个热动力设备之间通过一系列的热工部件连接。(2) A storage device and a thermal power device are connected through a series of thermal components.

以一台PC机作为存储低温过程模型和测量传感器模型的系统模型服务器,以另一台PC机作为存储控制系统模型的工作站,工作站中还以开源软件CSS作为上位机监控软件,IOC虚拟控制器与上位机监控软件之间通过Profibus总线连接,上位机监控软件中配置控制逻辑算法、数据库和监控界面,且系统模型服务器与工作站之间物理上通过以太网实现基于OPC通讯协议的实时通讯。One PC is used as the system model server for storing the low-temperature process model and measurement sensor model, and another PC is used as the workstation for storing the control system model. In the workstation, the open source software CSS is used as the upper computer monitoring software and the IOC virtual controller. It is connected with the monitoring software of the upper computer through the Profibus bus. The monitoring software of the upper computer is equipped with control logic algorithm, database and monitoring interface, and the real-time communication based on the OPC communication protocol is realized physically between the system model server and the workstation through Ethernet.

如图2 所示为OPC服务器开发结构,首先在Ecosimpro中建立低温模型,创立实验模拟获得实验结果。然后,在实验的基础上创建DECK模型,配置与外部客户端需要交互的数据,DECK模型创建成功后,建立OPC服务器,配置OPC服务器相关参数。注册OPC服务器成功后,连接OPC客户端进行实时通讯测试。Figure 2 shows the development structure of the OPC server. First, a low temperature model is established in Ecosimpro, and an experimental simulation is created to obtain the experimental results. Then, create a DECK model on the basis of the experiment, and configure the data that needs to be interacted with external clients. After the DECK model is successfully created, an OPC server is established and the relevant parameters of the OPC server are configured. After successfully registering the OPC server, connect the OPC client to test the real-time communication.

Claims (7)

1.一种大型氦低温系统实时仿真平台,其特征在于:包括在Ecosimpro软件中根据机理建模和系统辨识方法建立的氦低温系统模型,所述氦低温系统模型包括压缩机模型、冷箱模型和负载模型;压缩机模型、冷箱模型和负载模型基于序贯方法连接构建成低温过程模型;在Ecosimpro软件中还建立有基于机理建模的测量传感器模型,且测量传感器模型加入低温过程模型中;还包括基于EPICS架构建立的控制系统模型,控制系统模型包括PID控制模块,模拟量 信号模块,数字量信号模块,其中PID控制模块采用IOC作为虚拟控制器以处理数据和实现 控制逻辑;在Ecosimpro软件中建立有OPC服务器,在IOC虚拟控制器中建立有OPC客户端,基于OPC 通讯协议实现低温过程模型和控制系统模型的实时通讯;1. a large-scale helium cryogenic system real-time simulation platform, is characterized in that: comprise the helium cryogenic system model established according to mechanism modeling and system identification method in Ecosimpro software, described helium cryogenic system model comprises compressor model, cold box model and load model; compressor model, cold box model and load model are connected to form a low temperature process model based on sequential method; a measurement sensor model based on mechanism modeling is also established in Ecosimpro software, and the measurement sensor model is added to the low temperature process model ; Also includes a control system model based on the EPICS architecture, the control system model includes a PID control module, an analog signal module, and a digital signal module, of which the PID control module uses IOC as a virtual controller to process data and implement control logic; in Ecosimpro An OPC server is established in the software, an OPC client is established in the IOC virtual controller, and the real-time communication between the low-temperature process model and the control system model is realized based on the OPC communication protocol; 以一台PC机 作为存储低温过程模型和测量传感器模型的系统模型服务器,以另一台PC机作为存储控制系统模型的工作站,工作站中还以开源软件CSS作为上位机监控软件,IOC虚拟控制器与上 位机监控软件之间通过Profibus总线连接,上位机监控软件中配置控制逻辑算法、数据库 和监控界面,且系统模型服务器与工作站之间物理上通过以太网实现基于OPC通讯协议的 实时通讯。One PC is used as the system model server for storing the low-temperature process model and measurement sensor model, and another PC is used as the workstation for storing the control system model. In the workstation, the open source software CSS is used as the upper computer monitoring software and the IOC virtual controller. It is connected with the monitoring software of the upper computer through the Profibus bus. The monitoring software of the upper computer is equipped with control logic algorithm, database and monitoring interface, and the real-time communication based on the OPC communication protocol is realized physically between the system model server and the workstation through Ethernet. 2. 根据权利要求1所述的一种大型氦低温系统实时仿真平台,其特征在于:所述压缩机 模型包括但不限于螺杆压缩机、中压氦储气罐模型、高压和低压管道模型以及气动调节阀 模型。2. a kind of large-scale helium cryogenic system real-time simulation platform according to claim 1, is characterized in that: described compressor model comprises but not limited to screw compressor, medium pressure helium gas storage tank model, high pressure and low pressure pipeline model and Pneumatic control valve model. 3. 根据权利要求1所述的一种大型氦低温系统实时仿真平台,其特征在于:所述冷箱模 型包括但不限于透平膨胀机模型、多股流换热器、吸附器、管道和气动调节模型。3. The real-time simulation platform for a large-scale helium cryogenic system according to claim 1, wherein the cold box model includes but is not limited to a turboexpander model, a multi-stream heat exchanger, an adsorber, a pipeline and a Pneumatic adjustment model. 4. 根据权利要求1所述的一种大型氦低温系统实时仿真平台,其特征在于:所述负载模 型包括但不限于相位分离器、冷压机和调节阀模型。4. a kind of large-scale helium cryogenic system real-time simulation platform according to claim 1, is characterized in that: described load model includes but is not limited to phase separator, cold press and regulating valve model. 5. 根据权利要求1所述的一种大型氦低温系统实时仿真平台,其特征在于:所述测量传 感器模型包括但不限于压力传感器,温度传感器,流量传感器和液位传感器。5. a kind of large-scale helium cryogenic system real-time simulation platform according to claim 1, is characterized in that: described measurement sensor model includes but not limited to pressure sensor, temperature sensor, flow sensor and liquid level sensor. 6. 根据权利要求1所述的一种大型氦低温系统实时仿真平台,其特征在于:根据现有氦 低温系统的流程和设计参数,分别在Ecosimpro软件中输入压缩机模型、冷箱模型和负载模 型的基本设计参数,Ecosimpro软件中根据基本设计参数并基于机理建模和系统辨识方法 建立氦低温系统模型。6. a kind of large-scale helium cryogenic system real-time simulation platform according to claim 1, is characterized in that: according to the process flow and design parameter of existing helium cryogenic system, input compressor model, cold box model and load respectively in Ecosimpro software The basic design parameters of the model, the helium cryogenic system model is established in the Ecosimpro software according to the basic design parameters and based on mechanism modeling and system identification methods. 7. 根据权利要求1所述的一种大型氦低温系统实时仿真平台,其特征在于:所述压缩机 模型、冷箱模型和负载模型基于序贯方法连接的原则为:(1)、两个存储设备之间通过热力部件连接;(2)、一个存储设备与一个热动力设备之间通过一系列的热工部件连接。7. The real-time simulation platform for a large-scale helium cryogenic system according to claim 1, wherein the compressor model, the cold box model and the load model are connected based on the sequential method as follows: (1), two The storage devices are connected through thermal components; (2), a storage device and a thermal power device are connected through a series of thermal components.
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