Integrated Development Environment for Digital Test Applications Based on Cloud-Edge-End Architecture

doi:10.16182/j.issn1004731x.joss.25-0793

Abstract

Abstract:

Digital test applications need to be constructed using the unified digital test development tool. After analyzing the features of digital test applications such as large-sample autonomous run, high computational efficiency requirement, and diverse task scenarios, this paper proposes the integrated development environment (IDE) for digital test applications based on cloud-edge-end architecture. The layered expandable architecture, the hybrid integration framework of multi-source heterogeneous models, and the cloud-edge-end collaborative deployment architecture are designed for the IDE of digital test applications. The IDE supports the rapid development, integration, and execution of digital test models and enables development of digital test applications on local clients and their execution on cloud. The design fully leverages the advantages of the flexible deployment capability at the end-side and the efficient computing capability at the cloud-side and meets the demand for rapid development of diverse digital test applications.

Key words: digital test, integrated development environment, cloud-edge-end architecture, hybrid model integration framework

CLC Number:

TP391.9

Yu Wenguang, Li Qun, Dang Hongjie, Chen Hao, Yang Ping. Integrated Development Environment for Digital Test Applications Based on Cloud-Edge-End Architecture[J]. Journal of System Simulation, 2026, 38(2): 307-320.

Figures/Tables 9

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References 25

[1]	宋敬华, 周焕, 陈昱. 装备试验鉴定数字化转型需求分析[J]. 计算机测量与控制, 2023, 31(10): 312-316.
	Song Jinghua, Zhou Huan, Chen Yu. Review of Research on Digital Transformation Construction of Equipment Test and Appraisal[J]. Computer Measurement & Control, 2023, 31(10): 312-316.
[2]	包为民, 祁振强. 航天装备体系化仿真发展的思考[J]. 系统仿真学报, 2024, 36(6): 1257-1272.
	Bao Weimin, Qi Zhenqiang. Thinking of Aerospace Equipment Systematization Simulation Technology Development[J]. Journal of System Simulation, 2024, 36(6): 1257-1272.
[3]	徐享忠, 郭齐胜. 军用仿真发展现状与展望[J]. 装甲兵工程学院学报, 2019, 33(1): 75-86.
	Xu Xiangzhong, Guo Qisheng. Development Status and Perspective of Military Simulation[J]. Journal of Academy of Armored Force Engineering, 2019, 33(1): 75-86.
[4]	张淼, 许凯, 彭勇, 等. 建模与仿真服务化研究综述[J]. 自动化学报, 2023, 49(8): 1601-1620.
	Zhang Miao, Xu Kai, Peng Yong, et al. Overview of Servitization of Modeling and Simulation[J]. Acta Automatica Sinica, 2023, 49(8): 1601-1620.
[5]	段红, 邱晓刚. 网络化仿真及其发展趋势[J]. 系统仿真学报, 2021, 33(7): 1526-1533.
	Duan Hong, Qiu Xiaogang. Networked Simulation and It's Development Trend[J]. Journal of System Simulation, 2021, 33(7): 1526-1533.
[6]	李伯虎, 柴旭东, 侯宝存, 等. 一种基于云计算理念的网络化建模与仿真平台-"云仿真平台"[J]. 系统仿真学报, 2009, 21(17): 5292-5299.
	Li Bohu, Chai Xudong, Hou Baocun, et al. Networked Modeling & Simulation Platform Based on Concept of Cloud Computing-cloud Simulation Platform[J]. Journal of System Simulation, 2009, 21(17): 5292-5299.
[7]	Li Bohu, Shi Guoqiang, Lin Tingyu, et al. Smart Simulation Cloud (Simulation Cloud 2.0)-the Newly Development of Simulation Cloud[C]//Methods and Applications for Modeling and Simulation of Complex Systems. Singapore: Springer Singapore, 2018: 168-185.
[8]	Kratzke Nane, Siegfried Robert. Towards Cloud-native Simulations-lessons Learned from the Front-line of Cloud Computing[J]. The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, 2021, 18(1): 39-58.
[9]	Shahin Mojtaba, Ali Babar M, Muhammad Aufeef Chauhan. Architectural Design Space for Modelling and Simulation as a Service: A Review[J]. Journal of Systems and Software, 2020, 170: 110752.
[10]	杜楠, 谭亚新. 面向SaaS的LVC仿真试验中间件设计研究[J]. 系统仿真学报, 2021, 33(6): 1268-1276.
	Du Nan, Tan Yaxin. Design of LVC Simulation Test Middleware for SaaS[J]. Journal of System Simulation, 2021, 33(6): 1268-1276.
[11]	刘影梅, 卿杜政. 基于"云+边缘"的建模仿真架构[J]. 控制理论与应用, 2023, 42(2): 86-89.
	Liu Yingmei, Duzheng Qing. Research on Modeling and Simulation Architecture Based on Microservices[J]. Techniques of Automation and Applications, 2023, 42(2): 86-89.
[12]	李玉萍, 毛少杰, 居真奇, 等. 装备体系分析仿真平台研究[J]. 系统仿真学报, 2019, 31(11): 2374-2381.
	Li Yuping, Mao Shaojie, Ju Zhenqi, et al. Research on Simulation Platform for Equipment System Analysis[J]. Journal of System Simulation, 2019, 31(11): 2374-2381.
[13]	施国强, 刘泽伟, 林廷宇, 等. 面向复杂产品建模与仿真系统的开放式云架构设计[J]. 系统仿真学报, 2022, 34(3): 442-451.
	Shi Guoqiang, Liu Zewei, Lin Tingyu, et al. Open Cloud Architecture Design for Complex Product Modeling and Simulation System[J]. Journal of System Simulation, 2022, 34(3): 442-451.
[14]	覃润楠, 谢文明, 惠建江, 等. 面向空间操控仿真的任务调度微服务策略[J]. 系统工程与电子技术, 2023, 45(5): 1391-1398.
	Qin Runnan, Xie Wenming, Hui Jianjiang, et al. Task Scheduling Microservice Strategy for Space Manipulation Simulation[J]. Systems Engineering and Electronics, 2023, 45(5): 1391-1398.
[15]	Xiao Yuhao, Yao Yiping, Chen Kai, et al. A Simulation Task Partition Method Based on Cloud Computing Resource Prediction Using Ensemble Learning[J]. Simulation Modelling Practice and Theory, 2022, 119: 102595.
[16]	Taylor S J E, Anagnostou A, Kiss T, et al. An Architecture for an Autoscaling Cloud-based System for Simulation Experimentation[C]//Proceedings of the 2018 Winter Simulation Conference. Piscataway: IEEE, 2018: 4088-4089.
[17]	Abubakar N T, Taylor S J E, Anagnostou A. Cloud-based Modeling & Simulation: Introducing the Distributed Simulation Layer[C]//Proceedings of the 2018 Winter Simulation Conference. Piscataway: IEEE, 2018: 4218-4219.
[18]	Vaidya R, Mittal A, Nanaware G. Cloud Based Simulation Platform (CSP): A Novel Way to Democratize Simulation Based Experimentation[C]//2024 Winter Simulation Conference (WSC). Piscataway: IEEE, 2024: 1446-1456.
[19]	王晓锋, 谌泰乾, 刘渊. 面向卫星互联网的动态仿真技术研究[J]. 系统仿真学报, 2023, 35(7): 1472-1486.
	Wang Xiaofeng, Chen Taiqian, Liu Yuan. Research on Dynamic Simulation Technology for Satellite Internet[J]. Journal of System Simulation, 2023, 35(7): 1472-1486.
[20]	Matlekovic Lea, Juric Filip, Schneider-Kamp Peter. Microservices for Autonomous UAV Inspection with UAV Simulation as a Service[J]. Simulation Modelling Practice and Theory, 2022, 119: 102548.
[21]	邸彦强, 李婷, 冯少冲, 等. 云边端架构的装备精确维修平行仿真系统[J]. 系统仿真学报, 2022, 34(9): 1909-1919.
	Di Yanqiang, Li Ting, Feng Shaochong, et al. Parallel Simulation System of Equipment Precision Maintenance Based on Cloud-edge-end Architecture[J]. Journal of System Simulation, 2022, 34(9): 1909-1919.
[22]	刘渊, 薛新毅, 王晓锋. 基于云平台的Starlink星座高性能仿真技术研究[J]. 系统仿真学报, 2022, 34(10): 2221-2232.
	Liu Yuan, Xue Xinyi, Wang Xiaofeng. Research on High-performance Emulation Technology of Starlink Constellation Based on Cloud Platform[J]. Journal of System Simulation, 2022, 34(10): 2221-2232.
[23]	雷永林, 李群, 杨峰, 等. 武器装备效能仿真的可组合建模框架研究[J]. 系统工程理论与实践, 2013, 33(11): 2954-2966.
	Lei Yonglin, Li Qun, Yang Feng, et al. A Composable Modeling Framework for Weapon Systems Effectiveness Simulation[J]. Systems Engineering-Theory & Practice, 2013, 33(11): 2954-2966.
[24]	李群, 黄建新, 朱一凡, 等. 基于ABMS的体系计算实验方法及应用[M]. 北京: 电子工业出版社, 2018.
[25]	李群, 雷永林, 段伟, 等. 系统仿真原理[M]. 长沙: 国防科技大学出版社, 2024.
	Li Qun, Lei Yonglin, Duan Wei, et al. System Simulation: Theory and Applications[M]. Changsha: National University of Defense Technology Press, 2024.