Developing intelligent unmanned swarm systems(IUSSs)is a highly intricate process.Although current simulators and toolchains have made a notable contribution to the develop-ment of algorithms for IUSSs,they tend to co...Developing intelligent unmanned swarm systems(IUSSs)is a highly intricate process.Although current simulators and toolchains have made a notable contribution to the develop-ment of algorithms for IUSSs,they tend to concentrate on iso-lated technical elements and are deficient in addressing the full spectrum of critical technologies and development needs in a systematic and integrative manner.Furthermore,the current suite of tools has not adequately addressed the challenge of bridging the gap between simulation and real-world deployment of algorithms.Therefore,a comprehensive solution must be developed that encompasses the entire IUSS development life-cycle.In this study,we present the RflySim ToolChain,which has been developed with the specific aim of facilitating the rapid development and validation of IUSSs.The RflySim ToolChain employs a model-based design(MBD)approach,integrating a modeling and simulation module,a lower reliable control mo-dule,and an upper swarm decision-making module.This compre-hensive integration encompasses the entire process,from mo-deling and simulation to testing and deployment,thereby enabling users to rapidly construct and validate IUSSs.The prin-cipal advantages of the RflySim ToolChain are as follows:it pro-vides a comprehensive solution that meets the full-stack devel-opment needs of IUSSs;the highly modular architecture and comprehensive software development kit(SDK)facilitate the automation of the entire IUSS development process.Further-more,the high-fidelity model design and reliable architecture solution ensure a seamless transition from simulation to real-world deployment,which is known as the simulation to reality(Sim2Real)process.This paper presents a series of case stu-dies that illustrate the effectiveness of the RflySim ToolChain in supporting the research and application of IUSSs.展开更多
介绍了汽车嵌入式系统的内涵,回顾了汽车嵌入式系统的技术发展历史,分析了未来汽车嵌入式系统发展的特点,并得出以下结论:开发一个高效、可靠的汽车嵌入式系统离不开简明精确的开发方法、完善细致的体系架构和详细合理的开发流程.在此...介绍了汽车嵌入式系统的内涵,回顾了汽车嵌入式系统的技术发展历史,分析了未来汽车嵌入式系统发展的特点,并得出以下结论:开发一个高效、可靠的汽车嵌入式系统离不开简明精确的开发方法、完善细致的体系架构和详细合理的开发流程.在此基础上,概括了汽车嵌入式系统开发的技术体系,并具体地从基于模型的开发方法、基于AUTOSAR(automotive open system architecture)的体系架构以及基于V模式的开发流程3个方面介绍了该技术体系.这三者分别从对象的描述、对象的层次结构和开发的时间顺序3个不同的方面对嵌入式系统的开发方法做了定义和约束,从而保证了这个开发体系的可靠性和完整性.展开更多
基金supported by the National Natural Science Foundation of China(62406345).
文摘Developing intelligent unmanned swarm systems(IUSSs)is a highly intricate process.Although current simulators and toolchains have made a notable contribution to the develop-ment of algorithms for IUSSs,they tend to concentrate on iso-lated technical elements and are deficient in addressing the full spectrum of critical technologies and development needs in a systematic and integrative manner.Furthermore,the current suite of tools has not adequately addressed the challenge of bridging the gap between simulation and real-world deployment of algorithms.Therefore,a comprehensive solution must be developed that encompasses the entire IUSS development life-cycle.In this study,we present the RflySim ToolChain,which has been developed with the specific aim of facilitating the rapid development and validation of IUSSs.The RflySim ToolChain employs a model-based design(MBD)approach,integrating a modeling and simulation module,a lower reliable control mo-dule,and an upper swarm decision-making module.This compre-hensive integration encompasses the entire process,from mo-deling and simulation to testing and deployment,thereby enabling users to rapidly construct and validate IUSSs.The prin-cipal advantages of the RflySim ToolChain are as follows:it pro-vides a comprehensive solution that meets the full-stack devel-opment needs of IUSSs;the highly modular architecture and comprehensive software development kit(SDK)facilitate the automation of the entire IUSS development process.Further-more,the high-fidelity model design and reliable architecture solution ensure a seamless transition from simulation to real-world deployment,which is known as the simulation to reality(Sim2Real)process.This paper presents a series of case stu-dies that illustrate the effectiveness of the RflySim ToolChain in supporting the research and application of IUSSs.
文摘介绍了汽车嵌入式系统的内涵,回顾了汽车嵌入式系统的技术发展历史,分析了未来汽车嵌入式系统发展的特点,并得出以下结论:开发一个高效、可靠的汽车嵌入式系统离不开简明精确的开发方法、完善细致的体系架构和详细合理的开发流程.在此基础上,概括了汽车嵌入式系统开发的技术体系,并具体地从基于模型的开发方法、基于AUTOSAR(automotive open system architecture)的体系架构以及基于V模式的开发流程3个方面介绍了该技术体系.这三者分别从对象的描述、对象的层次结构和开发的时间顺序3个不同的方面对嵌入式系统的开发方法做了定义和约束,从而保证了这个开发体系的可靠性和完整性.
