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Risk identification and safety assessment of human-computer interaction in integrated avionics based on STAMP
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作者 ZHAO Changxiao LI Hao +2 位作者 ZHANG Wei DAI Jun DONG Lei 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第3期689-706,共18页
To solve the problem of risk identification and quantitative assessment for human-computer interaction(HCI)in complex avionics systems,an HCI safety analysis framework based on system-theoretical process analysis(STPA... To solve the problem of risk identification and quantitative assessment for human-computer interaction(HCI)in complex avionics systems,an HCI safety analysis framework based on system-theoretical process analysis(STPA)and cognitive reliability and error analysis method(CREAM)is proposed.STPACREAM can identify unsafe control actions and find the causal path during the interaction of avionics systems and pilot with the help of formal verification tools automatically.The common performance conditions(CPC)of avionics systems in the aviation environment is established and a quantitative analysis of human failure is carried out.Taking the head-up display(HUD)system interaction process as an example,a case analysis is carried out,the layered safety control structure and formal model of the HUD interaction process are established.For the interactive behavior“Pilots approaching with HUD”,four unsafe control actions and35 causal scenarios are identified and the impact of common performance conditions at different levels on the pilot decision model are analyzed.The results show that HUD's HCI level gradually improves as the scores of CPC increase,and the quality of crew member cooperation and time sufficiency of the task is the key to its HCI.Through case analysis,it is shown that STPACREAM can quantitatively assess the hazards in HCI and identify the key factors that impact safety. 展开更多
关键词 avionicS human-computer interaction(HCI) safety assessment system-theoretic accident model and process human reliability analysis
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Hierarchical resource allocation for integrated modular avionics systems 被引量:8
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作者 Tianran Zhou Huagang Xiong Zhen Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第5期780-787,共8页
Recently the integrated modular avionics (IMA) architecture which introduces the concept of resource partitioning becomes popular as an alternative to the traditional federated architecture. A novel hierarchical app... Recently the integrated modular avionics (IMA) architecture which introduces the concept of resource partitioning becomes popular as an alternative to the traditional federated architecture. A novel hierarchical approach is proposed to solve the resource allocation problem for IMA systems in distributed environments. Firstly, the worst case response time of tasks with arbitrary deadlines is analyzed for the two-level scheduler. Then, the hierarchical resource allocation approach is presented in two levels. At the platform level, a task assignment algorithm based on genetic simulated annealing (GSA) is proposed to assign a set of pre-defined tasks to different processing nodes in the form of task groups, so that resources can be allocated as partitions and mapped to task groups. While yielding to all the resource con- straints, the algorithm tries to find an optimal task assignment with minimized communication costs and balanced work load. At the node level, partition parameters are optimized, so that the computational resource can be allocated further. An example is shown to illustrate the hierarchal resource allocation approach and manifest the validity. Simulation results comparing the performance of the proposed GSA with that of traditional genetic algorithms are presented in the context of task assignment in IMA systems. 展开更多
关键词 avionics system engineering integrated modular avionics (IMA) resource allocation hierarchical scheduling genetic algorithm (GA) simulated annealing algorithm.
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Health management based on fusion prognostics for avionics systems 被引量:14
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作者 Jiuping Xu Lei Xu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第3期428-436,共9页
Health management permits the reliability of a system and plays a increasingly important role for achieving efficient system-level maintenance.It has been used for remaining useful life(RUL) prognostics of electroni... Health management permits the reliability of a system and plays a increasingly important role for achieving efficient system-level maintenance.It has been used for remaining useful life(RUL) prognostics of electronics-rich system including avionics.Prognostics and health management(PHM) have become highly desirable to provide avionics with system level health management.This paper presents a health management and fusion prognostic model for avionics system,combining three baseline prognostic approaches that are model-based,data-driven and knowledge-based approaches,and integrates merits as well as eliminates some limitations of each single approach to achieve fusion prognostics and improved prognostic performance of RUL estimation.A fusion model built upon an optimal linear combination forecast model is then utilized to fuse single prognostic algorithm representing the three baseline approaches correspondingly,and the presented case study shows that the fusion prognostics can provide RUL estimation more accurate and more robust than either algorithm alone. 展开更多
关键词 prognostics and health management(PHM) avionics system fusion model prognostic approach remaining useful life(RUL).
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A GROUND SIMULATION-INSPECTION SYSTEM FOR AVIONIC DEVICES
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作者 Fan Renzhou, Chen Ruilin and Zhang XimingBeijing University Aeronautics and Astronautics 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1990年第4期285-293,共9页
The paper discusses the system function, structure of hardware and software of the ground simulating testing system for airborne electronic devices; an example of a practical simulation and inspection system is given.... The paper discusses the system function, structure of hardware and software of the ground simulating testing system for airborne electronic devices; an example of a practical simulation and inspection system is given. The system connects different kinds of microcomputers as DIMENSION 68000. SDK86, TP80T to form a distributed simulation and inspection network through an 8-terminal optic fiber communication net. The system can imitate the signal of the radar of a motional object and the ARINC429 signal of the navigation subsystem and atmosphere subsystem. It can be directly connected to the airborne electronic devices, receiving and processing real-time data from the airborne electronic devices, storing the data, fulfilling error analysis, drawing curves of the motive objects, printing tables of various test parameters. The system is easy to operate with perfect functions. The technique index accomplished and appraisal of the system are also given. 展开更多
关键词 ARINC 429 MODE A GROUND SIMULATION-INSPECTION system FOR avionic DEVICES
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Mathematical Modeling and Design of RIS Deployment in a RIS-Assisted Metal Cuboid for WAIC Systems 被引量:1
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作者 Hongchi Lin Qiyue Yu 《China Communications》 SCIE CSCD 2023年第4期86-101,共16页
Wireless avionics intra-communications(WAIC)is an emergent research topic,since it can improve fuel efficiency and enhance aircraft safety significantly.However,there are numerous baffles in an aircraft,e.g.,seats and... Wireless avionics intra-communications(WAIC)is an emergent research topic,since it can improve fuel efficiency and enhance aircraft safety significantly.However,there are numerous baffles in an aircraft,e.g.,seats and cabin bulkheads,resulting in serious blockage and even destroying wireless communications.Thus,this paper focuses on the reconfigurable intelligent surface(RIS)deployment issue of RIS-assisted WAIC systems,to solve the blockage problem caused by baffles.We first propose the mirror-symmetric imaging principle for mathematically analyzing electromagnetic(EM)wave propagation in a metal cuboid,which is a typical structure of WAIC systems.Based on the mirror-symmetric imaging principle,the mathematical channel model in a metal cuboid is deduced in detail.In addition,we develop an objective function of RIS's location and deduce the optimal RIS deployment location based on the geometric center optimization lemma.A two-dimensional gravity center search algorithm is then presented.Simulation results show that the designed RIS deployment can greatly increase the received power and efficiently solve the blockage problem in the aircraft. 展开更多
关键词 wireless avionics intra-communications(WAIC) reconfigurable intelligent surface(RIS) channel modeling deployment optimization
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Intelligent Cost Modeling Based on Soft Computing for Avionics Systems
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作者 朱力立 李庄生 许宗泽 《Journal of Electronic Science and Technology of China》 2006年第2期136-143,共8页
In parametric cost estimating, objections to using statistical Cost Estimating Relationships (CERs) and parametric models include problems of low statistical significance due to limited data points, biases in the un... In parametric cost estimating, objections to using statistical Cost Estimating Relationships (CERs) and parametric models include problems of low statistical significance due to limited data points, biases in the underlying data, and lack of robustness. Soft Computing (SC) technologies are used for building intelligent cost models. The SC models are systemically evaluated based on their training and prediction of the historical cost data of airborne avionics systems. Results indicating the strengths and weakness of each model are presented. In general, the intelligent cost models have higher prediction precision, better data adaptability, and stronger self-learning capability than the regression CERs. 展开更多
关键词 avionics system Soft Computing (SC) parametric cost estimation intelligent model
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The Research on Key Technologies of Chinese Heavy-Lift Launch Vehicle Control System 被引量:2
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作者 SONG Zhengyu 《Aerospace China》 2017年第2期13-22,共10页
This paper reviewed the development of control technology in domestic and foreign launch vehicle(LV), and based on which, the key technologies of control system for Chinese heavy-lift launch vehicles were proposed. A ... This paper reviewed the development of control technology in domestic and foreign launch vehicle(LV), and based on which, the key technologies of control system for Chinese heavy-lift launch vehicles were proposed. A dynamic on-line trajectory planning technique was discussed to meet the demand of guidance control under complex constraints, and model based identification and adaptive control technology was suggested to deal with the control problems caused by model uncertainty and disturbance, and an integrated avionics system based on high speed communication was put forward for module integration and distributed control, and FBG based real time flight control was also discussed. Moreover, other key technologies, such as wireless interconnection, wireless power transfer, and temporal and spatial partitioning operating system, are both briefly introduced for the application in control systems. These studies will lead to breakthroughs in autonomous flight control in LV, and provide technical support for more long-term deep space explorations. 展开更多
关键词 Dynamic trajectory planning on-line identification MPC integrated avionics system heavy-lift launchvehicle technical margin
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Deploying Safety-Critical Applications on Complex Avionics Hardware Architectures
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作者 Robert Hilbrich Laurent Dieudonné 《Journal of Software Engineering and Applications》 2013年第5期229-235,共7页
Aviation electronics (avionics) are sophisticated and distributed systems aboard an airplane. The complexity of these systems is constantly growing as an increasing amount of functionalities is realized in software. T... Aviation electronics (avionics) are sophisticated and distributed systems aboard an airplane. The complexity of these systems is constantly growing as an increasing amount of functionalities is realized in software. Thanks to the performance increase, a hardware unit must no longer be dedicated to a single system function. Multicore processors for example facilitate this trend as they are offering an increased system performance in a small power envelope. In avionics, several system functions could now be integrated on a single hardware unit, if all safety requirements are still satisfied. This approach allows for further optimizations of the system architecture and substantial reductions of the space, weight and power (SWaP) footprint, and thus increases the transportation capacity. However, the complexity found in current safety-critical systems requires an automated software deployment process in order to tap this potential for further SWaP reductions. This article used a realistic flight control system as an example to present a new model-based methodology to automate the software deployment process. This methodology is based on the correctness-by-construction principle and is implemented as part of a systems engineering toolset. Furthermore, metrics and optimization criteria are presented which further help in the automatic assessment and refinement of a generated deployment. A discussion regarding a tighter integration of this approach in the entire avionics systems engineering workflow concludes this article. 展开更多
关键词 avionicS systemS Engineering SOFTWARE DEPLOYMENT SOFTWARE ARCHITECTURE Safety-Critical systemS
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Human Factors While Using Head-Up-Display in Low Visibility Flying Conditions
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作者 Jhulan Kumar Surender Singh Saini +2 位作者 Divya Agrawal Vinod Karar Aman Kataria 《Intelligent Automation & Soft Computing》 SCIE 2023年第5期2411-2423,共13页
Flying an aircraft in low visibility is still a challenging task for the pilot.It requires precise and accurate situational awareness(SA)in real-time.A Head-up Display(HUD)is used to project collimated internal and ex... Flying an aircraft in low visibility is still a challenging task for the pilot.It requires precise and accurate situational awareness(SA)in real-time.A Head-up Display(HUD)is used to project collimated internal and externalflight information on a transparent screen in the pilot’s forwardfield of view,which eliminates the change of eye position between Head-Down-Display(HDD)instru-ments and outer view through the windshield.Implementation of HUD increases the SA and reduces the workload for the pilot.But to provide a betterflying capability for the pilot,projecting extensive information on HUD causes human factor issues that reduce pilot performance and lead to accidents in low visibility conditions.The literature shows that human error is the leading cause of more than 70%of aviation accidents.In this study,the ability of the pilot able to read background and symbology information of HUD at a different level of back-ground seen complexity,such as symbology brightness,transition time,amount of Symbology,size etc.,in low visibility conditions is discussed.The result shows that increased complexity on the HUD causes more detection errors. 展开更多
关键词 HUD avionicS human factor situational awareness background complexity
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综合模块化航空电子系统(IMA)适航认证研究 被引量:3
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作者 刘文 孔德岐 《航空科学技术》 2014年第5期73-76,共4页
对综合模块化航空电子系统(IMA)相关适航标准进行了研究,分析了IMA系统适航认证四个阶段的任务,包括模块认可、应用软件/专用硬件的认可、IMA系统的认可、IMA系统的飞机级综合。自此基础上,总结了IMA系统的符合性验证程序,包括硬件模块... 对综合模块化航空电子系统(IMA)相关适航标准进行了研究,分析了IMA系统适航认证四个阶段的任务,包括模块认可、应用软件/专用硬件的认可、IMA系统的认可、IMA系统的飞机级综合。自此基础上,总结了IMA系统的符合性验证程序,包括硬件模块测试、独立系统功能测试、IMA系统集成测试、机上地面试验和飞行试验,为IMA系统的适航认证提供思路。 展开更多
关键词 综合模块化航空电子系统 适航 符合性验证 INTEGRATED MODULAR avionics(IMA)
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Hybrid partition-and network-level scheduling design for distributed integrated modular avionics systems 被引量:7
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作者 Xuan ZHOU Huagang XIONG Feng HE 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第1期308-323,共16页
Distributed Integrated Modular Avionics(DIMA)develops from Integrated Modular Avionics(IMA)and realizes distributed integration of multiple sub-function areas.Timetriggered network provides effective support for time ... Distributed Integrated Modular Avionics(DIMA)develops from Integrated Modular Avionics(IMA)and realizes distributed integration of multiple sub-function areas.Timetriggered network provides effective support for time synchronization and information coordination in DIMA systems.However,inconsistency between processing resources and communication network destroys the time determinism benefiting from partitions and time-triggered mechanism.To ensure such time determinism and achieve guaranteed real-time performance,system design should collectively provide a global communication scheme for messages in network domain and a corresponding execution scheme for partitions in processing domain.This paper firstly establishes a general DIMA model which coordinates partitioned processing and time-triggered communication,and then proposes a hybrid scheduling algorithm using Mixed Integer Programming to produce feasible system schemes.Furthermore,incrementally integrating new functions causes upgrades or reconfigurations of DIMA systems and will generate integration cost.To control such cost,this paper further develops an optimization algorithm based on Maximum Satisfiability Problem and guarantees that the scheduling design for upgraded DIMA systems inherit their original schemes as much as possible.Finally,two typical cases,including a simple fully connected DIMA system case and an industrial DIMA system case,are constructed to illustrate our DIMA model and validate the effectiveness of our hybrid scheduling algorithms. 展开更多
关键词 DISTRIBUTED INTEGRATED modular avionicS END-TO-END delay Incremental integration cost Maximum SATISFIABILITY problem Mixed INTEGER programming Scheduling algorithms
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Performability analysis of avionics system with multilayer HM/FM using stochastic Petri nets 被引量:4
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作者 Wan Jianxiong Xiang Xudong +3 位作者 Bai Xiaoying Lin Chuang Kong Xiangzhen Li Jianxiang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第2期363-377,共15页
The integrated modular avionics (IMA) architecture is an open standard in avionics industry, in which the number of functionalities implemented by software is greater than ever before. In the IMA architecture, the r... The integrated modular avionics (IMA) architecture is an open standard in avionics industry, in which the number of functionalities implemented by software is greater than ever before. In the IMA architecture, the reliability of the avionics system is highly affected by the software applications. In order to enhance the fault tolerance feature with regard to software application failures, many industrial standards propose a layered health monitoring/fault management (HM/FM) scheme to periodically check the health status of software application processes and recover the malfunctioning software process whenever an error is located. In this paper, we make an analytical study of the HM/FM system for avionics application software. We use the stochastic Petri nets (SPN) to build a formal model of each component and present a method to combine the components together to form a complete system model with respect to three interlayer query strategies. We further investigate the effectiveness of these strategies in an illustrative system. 展开更多
关键词 Health monitoring/fault management system Integrated modular avionics MULTILAYER Performability analysis Stochastic Petri nets
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A Modeling Language Based on UML for Modeling Simulation Testing System of Avionic Software 被引量:2
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作者 WANG Lize LIU Bin LU Minyan 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2011年第2期181-194,共14页
With direct expression of individual application domain patterns and ideas,domain-specific modeling language(DSML) is more and more frequently used to build models instead of using a combination of one or more gener... With direct expression of individual application domain patterns and ideas,domain-specific modeling language(DSML) is more and more frequently used to build models instead of using a combination of one or more general constructs.Based on the profile mechanism of unified modeling language(UML) 2.2,a kind of DSML is presented to model simulation testing systems of avionic software(STSAS).To define the syntax,semantics and notions of the DSML,the domain model of the STSAS from which we generalize the domain concepts and relationships among these concepts is given,and then,the domain model is mapped into a UML meta-model,named UML-STSAS profile.Assuming a flight control system(FCS) as system under test(SUT),we design the relevant STSAS.The results indicate that extending UML to the simulation testing domain can effectively and precisely model STSAS. 展开更多
关键词 avionicS HARDWARE-IN-THE-LOOP test facilities META-MODEL UML profile domain-specific modeling language abstract state machine
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Communication Resource Planning Algorithm Based on Time Triggered DIMA Architecture 被引量:1
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作者 Hongchun Wang Buqun Luan Wensheng Niu 《Journal of Beijing Institute of Technology》 EI CAS 2019年第2期327-335,共9页
Traditional scheduling algorithms for avionics communication have the shortcoming of messages accumulation,the efficiency and reliability of the service can be improved by combining the distributed integrated modular ... Traditional scheduling algorithms for avionics communication have the shortcoming of messages accumulation,the efficiency and reliability of the service can be improved by combining the distributed integrated modular avionics(DIMA)system with a time trigger mechanism.To further improve the utilization of system resources,the static scheduling algorithm of time triggered service is studied.By making the time trigger message schedule dispersedly,the stabilities of both the available time slots for the event triggered messages and the system will be improved.An improved two-dimensional bin packing algorithm is also presented to achieve the above-mentioned purpose with an extra benefit of better delay performance. 展开更多
关键词 distributed integrated MODULAR avionicS TIME-TRIGGERED two-dimensional BIN PACKING ALGORITHM
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An Intelligent Data Routing Scheme for Multi-UAV Avionics System Based on Integrated Communication Effectiveness
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作者 Yan Zou Meng Wu +5 位作者 Shaoqing Zhang Feiyan Li Jiarun Chen Yazhuo Wang Chuan Lin Guangjie Han 《国际计算机前沿大会会议论文集》 2022年第2期243-252,共10页
The rapid development of information technology promotes the transformation and development of future air combat,frommechanization to informatization,intelligence,and multiplatform integration.For the multiplatform av... The rapid development of information technology promotes the transformation and development of future air combat,frommechanization to informatization,intelligence,and multiplatform integration.For the multiplatform avionics system in the unmanned aerial vehicle(UAV)-based network,we aim to address the data routing and sharing issues and propose an integrated communication effectiveness metric.The proposed integrated communication effectiveness is a hierarchical metric consisting of link effectiveness,node effectiveness,and data effectiveness.The link quality,link stability,node honesty,node ability,and data value are concurrently taken into account.We give the normal mathematical expression for the integrated communication effectiveness.We propose a hop-by-hop routing scheme based on a Q-learning algorithm considering the proposed effectiveness metric.Simulation results demonstrate that the proposed scheme is able to find the most efficient routing in the UAV network. 展开更多
关键词 Multiplatform avionics system UAV Integrated communication effectiveness Q-LEARNING
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An overview on development of miniature unmanned rotorcraft systems 被引量:4
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作者 Guowei CAI Ben M.CHEN Tong H.LEE 《Frontiers of Electrical and Electronic Engineering in China》 CSCD 2010年第1期1-14,共14页
In this article,we attempt to document a technical overview on modern miniature unmanned rotorcraft systems.We first give a brief review on the historical development of the rotorcraft unmanned aerial vehicles(UAVs),a... In this article,we attempt to document a technical overview on modern miniature unmanned rotorcraft systems.We first give a brief review on the historical development of the rotorcraft unmanned aerial vehicles(UAVs),and then move on to present a fairly detailed and general overview on the hardware configuration,software integration,aerodynamic modeling and automatic flight control system involved in constructing the unmanned system.The applications of the emerging technology in the military and civilian domains are also highlighted. 展开更多
关键词 unmanned aerial vehicle(UAV) ROTORCRAFT aerodynamic modeling avionic systems flight control systems
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A formal approach using SysML for capturing functional requirements in avionics domain 被引量:9
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作者 Shaofan ZHU Jian TANG +1 位作者 Jean-Marie GAUTHIER Raphael FAUDOU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第12期2717-2726,共10页
In this work,a Model-Based Systems Engineering approach based on Sys ML is proposed.This approach is used for the capture and the definition of functional requirements in avionics domain.The motivation of this work is... In this work,a Model-Based Systems Engineering approach based on Sys ML is proposed.This approach is used for the capture and the definition of functional requirements in avionics domain.The motivation of this work is triple:guide the capture of functional requirements,validate these functional requirements through functional simulation,and verify efficiently the consistency of these functional requirements.The proposed approach is decomposed into several steps that are detailed to go from conceptual model of avionics domain to a formal functional model that can be simulated in its operating context.To achieve this work,a subset of Sys ML has been used as an intermediate modelling language to ensure progressive transformation that can be understood and agreed by system stakeholders.Formal concepts are introduced to ensure theoretical consistency of the approach.In addition,transformation rules are defined and the mappings between concepts of ARP4754 A civil aircraft guidelines and Sys ML are formalized through meta-model.The resulting formalization enables engineers to perform functional simulation of the top-level functional architecture extracted from operational scenarios.Finally,the approach has been tested on an industrial avionics system called the Onboard Maintenance System. 展开更多
关键词 avionics systems Conceptual model Functional simulation Model-Based systems Engineering
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A critique of reliability prediction techniques for avionics applications 被引量:2
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作者 Guru Prasad PANDIAN Diganta DAS +2 位作者 Chuan LI Enrico ZIO Michael PECHT 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第1期10-20,共11页
Avionics (aeronautics and aerospace) industries must rely on components and systems of demonstrated high reliability. For this, handbook-based methods have been traditionally used to design for reliability, develop ... Avionics (aeronautics and aerospace) industries must rely on components and systems of demonstrated high reliability. For this, handbook-based methods have been traditionally used to design for reliability, develop test plans, and define maintenance requirements and sustainment logistics, However, these methods have been criticized as flawed and leading to inaccurate and mis- leading results. In its recent report on enhancing defense system reliability, the U.S. National Academy of Sciences has recently discredited these methods, judging the Military Handbook (MIL- HDBK-217) and its progeny as invalid and inaccurate. This paper discusses the issues that arise with the use of handbook-based methods in commercial and military avionics applications. Alter- native approaches to reliability design (and its demonstration) are also discussed, including similarity analysis, testing, physics-of-failure, and data analytics for prognostics and systems health management. 展开更多
关键词 avionics reliability Handbook-based methods MIL-HDBK-217 Physics of failure Prognostics and health management
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Efficient schedulability analysis for mixed-criticality systems under deadline-based scheduling 被引量:1
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作者 Chen Yao Li Qiao +1 位作者 Li Zheng Xiong Huagang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第4期856-866,共11页
Safety-critical avionics systems which become more complex and tend to integrate multiple functionalities with different levels of criticality for better cost and power efficiency are subject to certifications at vari... Safety-critical avionics systems which become more complex and tend to integrate multiple functionalities with different levels of criticality for better cost and power efficiency are subject to certifications at various levels of rigorousness. In order to simultaneously guarantee temporal constraints at all different levels of assurance mandated by different criticalities, novel scheduling techniques are in need. In this paper, a mixed-criticality sporadic task model with multiple virtual deadlines is built and a certification-cognizant dynamic scheduling approach referred as earliest virtual-deadline first with mixed-criticality(EVDF-MC) is considered, which exploits different relative deadlines of tasks in different criticality modes. As for the corresponding schedulability analysis problem, a sufficient and efficient schedulability test is proposed on the basis of demand-bound functions derived in the mixed-criticality scenario. In addition, a modified simulated annealing(MSA)-based heuristic approach is established for virtual deadlines assignment. Experiments performing simulations with randomly generated tasks indicate that the proposed approach is computationally efficient and competes well against the existing approaches. 展开更多
关键词 avionics systems Mixed-criticality Real-time scheduling Schedulability analysis Simulated annealing
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Thermal models for avionics pod cabin based on Stochastic Configuration Network(SCN) 被引量:2
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作者 Liping Pang Jie Zhang +2 位作者 Meng Liu Hongquan Qu Jun Wang 《Energy and Built Environment》 2020年第1期93-105,共13页
The thermal failure of airborne avionics equipment is not optimistic.It is very necessary to establish relatively accurate thermal models for predicting thermal response of avionics equipment under different flight co... The thermal failure of airborne avionics equipment is not optimistic.It is very necessary to establish relatively accurate thermal models for predicting thermal response of avionics equipment under different flight conditions.Traditional thermal modeling methods are often difficult to obtain accurate temperature response in complex conditions.This has severely restricted the application of these models.However,the Stochastic Configuration Network(SCN)model based on random algorithm can weaken the heat transfer mechanism and pay attention to the mining of experimental data,so that a more accurate thermal relationship might be obtained.In this paper,the SCN was used to analyze the experimental data of the avionics pod with a Ram Air Turbine(RAT)cooling system.The thermal models based on the SCN were finally built for avionics pod.Compared with the commonly used Random Vector Functional Link Network(RVFLN)thermal models,the SCN thermal models not only inherit the advantages of simple network structure and low computational complexity,but also have some merits,such as the better learning performance and the less human intervention.The presented SCN models provide a way to predict the thermal response of avionics pod cabin under the full flight envelope for a fighter. 展开更多
关键词 avionics pod with a RAT cooling system SCN model Thermal response
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