Research and Implementation of a High Performance Distributed Object-oriented Simulation Engine

doi:10.16182/j.issn1004731x.joss.21-0228

Abstract

Abstract: Simulation engine is the core of simulation platform and the operating system of simulation field. On the basis of the reflection-based object-oriented simulation modeling framework and programing specification, aiming at the developing integration and operation requirements for the large-scale multi-granularity computation intensive simulation system, a High-performance Distributed Object-oriented Simulation Engine (HDOSE) is developed. Combined with the brief review of HDOSE development, on the basis of expounding the HDOSE function services and architecture, the key technology, large-scale multi-granularity parallel computation, programming model and interface, parameterized componentized modeling and so on are mainly introduced. The HDOSE typical application cases and performance test cases are provided. The application results show that HDOSE has good performance and extendibility, and can rapidly help to construct the computation and interaction intensive complex application systems.

Key words: simulation engine, object oriented, high extendibility, distributed parallel integration

CLC Number:

TP391.9

Huang Xiaodong, Xie Kongshu. Research and Implementation of a High Performance Distributed Object-oriented Simulation Engine[J]. Journal of System Simulation, 2021, 33(9): 2215-2226.

References

[1] 李伯虎, 柴旭东, 朱文海, 等. 现代建模与仿真技术发展中的几个焦点[J]. 系统仿真学报, 2004, 16(9): 1871-1878.
Li Bohu, Chai Xudong, Zhu Wenhai, et al.Some Focusing Points in Development of Modern Modeling and Simulation Technology[J]. Journal of System Simulation, 2004, 16(9): 1871-1878.
[2] 李伯虎, 柴旭东, 张霖, 等. 面向新型人工智能系统的建模与仿真技术初步研究[J]. 系统仿真学报, 2018, 30(2): 349-362.
Li Bohu, Chai Xudong, Zhanglin, et al. Preliminary Study of Modeling and Simulation Technology Oriented to Neo-type Artificial Intelligent Systems[J]. Journal of System Simulation, 2018, 30(2): 349-362.
[3] European Space Agency Directorate of Operations and Infrastructure. SMP 2.0 Handbook EGOS-SIM-GEN- TN-0099 Issue 1 Revision 2[Z]. European Space Operations Centre, 2005.
[4] 李进, 钱大豪. 美军大型仿真系统[J]. 国防科技, 2009, 30(1): 87-91.
Li Jin, Qian Dahao.Large-scale Simulation System for the Us Military[J]. National Defense Science & Technology, 2009, 30(1): 87-91.
[5] Joint Simulation System (JSIMS) Common Component Simulation Engine (CCSE) Softwore User Manual (SUM) Version 0.5.1 JSIMS-CCSE-SUM-C010 Preliminary [EB/OL] [2020-12-03]. http://www.jsims.mil/.
[6] 李伯虎, 柴旭东, 李潭. 复杂系统高效能仿真技术研究[J]. 中国电子科学研究院学报, 2012(3): 221-228, 245.
Li Bohu, Chai Xudong, Li Tan.Research on High- Efficiency Simulation Technology of Complex System[J]. Journal of CAEIT, 2012(3): 221-228, 245.
[7] 贺东京, 宋晓, 张霖, 等. 基于扩充Modelica的复杂系统多层次并行仿真[J]. 北京航空航天大学学报, 2012, 38(9): 1240-1244.
He Dongjing, Song Xiao, Zhang Lin, et al.Multi-layer Parallel Simulation for Complex System Based on Extended Modelica[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, 38(9): 1240-1244.
[8] 乔海泉, 王学慧, 李革, 等. 基于模板的并行离散事件仿真持久框架[J]. 系统仿真学报, 2007, 19(3): 563-566, 574.
Qiao Haiquan, Wang Xuehui, Li Ge, et al.Template- based Persistence Framework for Parallel Discrete Event Simulations[J]. Journal of System Simulation, 2007, 19(3): 563-566, 574.
[9] 乔海泉, 张耀程, 李革, 等. JMASE分布式仿真功能的设计与实现[J]. 计算机仿真, 2006, 23(10): 113-118.
Qiao Haiquan, Zhang Yaocheng, Li Ge, et al.Design and Implimentation of JMASE Distributed Simulation Capability[J]. Computer Simulation, 2006, 23(10): 113-118.
[10] 苏年乐, 周鸿伟, 李群, 等. SMP2仿真引擎的多核并行化[J]. 宇航学报, 2010, 31(7): 1883-1891.
Su Nianle, Zhou Hongwei, Li Qun, et al.Parallelization of SMP2 Simulation Engine on Multi2Core Platform[J]. Journal of Astronautics, 2010, 31(7): 1883-1891.
[11] 李群, 王超, 王维平, 等. SMP2.0仿真引擎的设计与实现[J]. 系统仿真学报, 2008, 20(24): 6622-6626.
Li Qun, Wang Chao, Wang Weiping, et al.Design and Implementation on Simulation Engine Compliant with SMP2.0[J]. Journal of System Simulation, 2008, 20(24): 6622-6626.
[12] 何强, 陈彬, 钟荣华, 等. 基于DEVS的BOM组件与仿真引擎研究[J]. 系统仿真学报, 2010, 22(11): 2505-2510.
He Qiang, Chen Bin, Zhong Ronghua, et al.Research of BOM Component and Simulation Engine Based on DEVS[J]. Journal of System Simulation, 2010, 22(11): 2505-2510.
[13] The Synchronous Parallel Environment for Emulation and Discrete-Event Simulation. User's Guide[EB/OL]. (2003-04-30)[2021-02-19]. http://www.speedes.com/docu- mentation. html.
[14] 黄晓冬. 基于反射的适应性软件开发方法及其在分布交互仿真中的应用[D]. 烟台: 海军航空工程学院, 2005.
Huang Xiaodong.Reflective Software Development Approaches for Adaptive Software with Applications in Distributed Interactive Simulation[D]. Yaitai: Naval Aeronautical Engineering Institute, 2005.
[15] 黄晓冬, 李伯虎, 柴旭东, 等. 基于反射的分布交互仿真软件框架[J]. 北京航空航天大学学报, 2007, 27(4): 994-999.
Huang Xiaodong, Li Bohu, Chai Xudong, et al.Reflection Based Distributed Interactive Smiulation Framework[J]. Journal of Beijing University of Aeronautics and Astronautics, 2007, 27(4): 994-999.
[16] 黄晓冬, 何友, 徐俊艳, 等. 一种基于HLA的弹性软件框架及其应用[J]. 系统仿真学报, 2005, 17(1): 95-99.
Huang Xiaodong, He You, Xu Junyan, et al.An HLA-based Flexible Framework with Applications[J]. Journal of System Simulation, 2005, 17(1): 95-99.
[17] 凌绪强. 多领域协同建模仿真支撑平台研究[D]. 烟台: 海军航空工程学院, 2012.
Ling Xuqiang.Research on Collaborative Modeling and Simulation Platform for Multiple Application Fields[D]. Yaitai: Naval Aeronautical Engineering Institute, 2012.
[18] 温玮, 何友, 李牧. 基于参数数据库的CGF实体框架结构研究[J]. 系统仿真学报, 2007, 19(6): 1231-1237.
Wen Wei, He You, Li Mu.Research of CGF Entity Framework Based on Parameters Database[J]. Journal of System Simulation, 2007, 19(6): 1231-1237.
[19] 黄晓冬, 凌绪强, 温玮, 等. 基于SRML的仿真语言研究及应用[J]. 计算机仿真, 2013, 30(3): 285-289.
Huang Xiaodong, Ling Xuqiang, Wen Wei, et al.Research on SRML-Based Simulation Language and Its Application[J]. Computer Simulation, 2013, 30(3): 285-289.
[20] 温玮, 黄晓冬, 杨瑞平, 等. 计算机生成兵力仿真引擎HYCGF的研究[J]. 火力与指挥控制, 2014, 39(7): 128-132.
Wen Wei, Huang Xiaodong, Yang Ruiping, et al.Research on Simulation Engine for Computer Generated Forces HYCGF[J]. Fire Control & Command Control, 2014, 39(7): 128-132.
[21] Fujimoto R M.Parallel and Distributed Simulation Systems[M]. New York: John Wiley & Sons, Inc, 2000.
[22] Pedretti K, Kelly S, Levenhagen M.Summary of Multi-Core Hardware and Programming Model Investigations [R]//Technical Report No: SAND2008-3205. Albuquerque, New Mexico, USA: Sandia National Laboratories, 2008: 15-30.
[23] 柳林, 李涛, 荆涛. 基于多节点多核的样本级并行仿真技术研究[J]. 系统仿真学报, 2010, 22(11): 2597-2599.
Liu Lin, Li Tao, Jing Tao.Research on Sample-level Parallel Simulation Based on Multi-node Multi-core Environment[J]. Journal of System Simulation, 2010, 22(11): 2597-2599.
[24] Xu J W, Chen M Y, Zheng G, et al.SimK: A Large-scale Parallel Simulation Engine[J]. Journal of Computer Science and Technology(S1000-9000), 2009, 24(6): 1048-1060.
[25] 苏年乐, 吕建军, 王维平, 等. 插件式多核并行仿真引擎[J]. 系统仿真学报, 2011, 23(12): 2597-2602, 2622.
Su Nianle, Lü Jianjun, Wang Weiping, et al.Plug-in Architecture for Parallel Simulation Engine on Multi-core Platform[J]. Journal of System Simulation, 2011, 23(12): 2597-2602, 2622.
[26] Sun Microsystems, Inc. OpenMP API User Guide Book[Z/OL][2021-02-19].www.sun.com.
[27] 钱立兵, 陈波, 晏涛, 等. 多线程并发访问无锁队列的算法研究[J]. 先进技术研究通报, 2009, 3(8): 50-55.
Qian Libing, Chen Bo, Yan Tao, et al.Research on Algorithm of Multi-thread Concurrent Access to Lock- free Queue[J]. Bulletin of Advanced Technology Research, 2009, 3(8): 50-55.
[28] 陈莉丽, 姚益平, 蔡潞. 多核环境下负载均衡的并行离散事件全局调度机制[J]. 国防科技大学学报, 2012, 34(4): 108-113.
Chen Lili, Yao Yiping, Cai Lu.A Global Schedule Mechanism for PDES on Multi-core Environments[J]. Journal of National University of Defense Technology, 2012, 34(4): 108-113.
[29] 王学慧, 张磊. 并行与分布式仿真时间推进同步机制综述[J]. 计算机仿真, 2010, 27(2): 126-129.
Wang Xuehui, Zhang Lei.The Summary of the Time Synchronization Mechanism Synchronization in Parallel and Distributed Simulation[J]. Computer Simulation, 2010, 27(2): 126-129.
[30] 黄晓冬, 何友, 欧阳文, 等. 一种基于HLA的飞机训练模拟器的研制[J]. 系统仿真学报, 2005, 17(4): 897-900.
Huang Xiaodong, He You, OuYang wen, et al. Research and Implementation of HLA Based Training Aircraft Simulator[J]. Journal of System Simulation, 2005, 17(4): 897-900.
[31] 李皓, 倪忠德, 李小军, 等. 基于仿真的编队作战指挥系统设计方法及环境研究[J]. 系统仿真学报, 2011, 23(增1): 228-231.
Li Hao, Ni Zhongde, Li Xiaojun, et al.Research on Designing Method and Supporting Environment of Formation Combat Command System Based on Simulation[J]. Journal of System Simulation, 2011, 23(S1): 228-231.