Security-aware multi-objective optimization of distributed reconfigurable embedded systems

被引:2
|
作者
Nam, Hyunsuk [1 ]
Lysecky, Roman [1 ]
机构
[1] Univ Arizona, Dept Elect & Comp Engn, Tucson, AZ 85721 USA
关键词
Distributed embedded systems; Security; Co-design modeling; Dynamic optimization; Design space exploration; Penalty functions; DESIGN;
D O I
10.1016/j.jpdc.2018.02.015
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Distributed embedded systems are increasingly prevalent in numerous applications, and with pervasive network access within these systems, security is also a critical design concern. We present a modeling and optimization framework for distributed embedded systems incorporating heterogeneous resources, including single core processor, asymmetric multicore processors, and FPGAs. A dataflow-based modeling framework for streaming applications integrates models for computational latency, cryptographic security levels, communication latency, and power consumption. We utilize a multi-objective genetic optimization algorithm to optimize security subject to constraints for energy consumption and minimum security level. The presented methodology is evaluated using a video-based object detection and tracking application considering several distributed heterogeneous embedded systems architectures. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:377 / 390
页数:14
相关论文
共 50 条
  • [1] Latency, Power, and Security Optimization in Distributed Reconfigurable Embedded Systems
    Nam, Hyunsuk
    Lysecky, Roman
    [J]. 2016 IEEE 30TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW), 2016, : 124 - 131
  • [2] Multi-objective topology optimization for networked embedded systems
    Streichert, Thilo
    Haubelt, Christian
    Teich, Juergen
    [J]. 2006 INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTER SYSTEMS: ARCHITECTURES, MODELING AND SIMULATION, PROCEEDINGS, 2006, : 93 - +
  • [3] An Approach to Design Embedded Systems by Multi-objective Optimization
    Pham Van Huong
    Nguyen Ngoc Binh
    [J]. 2012 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC 2012), 2012, : 165 - 169
  • [4] An Automated Security-Aware Approach for Design of Embedded Systems on MPSoC
    Tan, Benjamin
    Biglari-Abhari, Morteza
    Salcic, Zoran
    [J]. ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2017, 16
  • [5] Security-Aware Design Methodology and Optimization for Automotive Systems
    Lin, Chung-Wei
    Zheng, Bowen
    Zhu, Qi
    Sangiovanni-Vincentelli, Alberto
    [J]. ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 2015, 21 (01)
  • [6] Fault tolerant embedded systems design by multi-objective optimization
    Martinez-Alvarez, Antonio
    Restrepo-Calle, Felipe
    Vivas Tejuelo, Luis Alberto
    Cuenca-Asensi, Sergio
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (17) : 6813 - 6822
  • [7] Multi-Objective Routing and Topology Optimization in Networked Embedded Systems
    Glass, Michael
    Lukasiewycz, Martin
    Wanka, Rolf
    Haubelt, Christian
    Teich, Juergen
    [J]. 2008 INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTER SYSTEMS: ARCHITECTURES, MODELING AND SIMULATION, PROCEEDINGS, 2008, : 74 - 81
  • [8] Knowledge-Driven Multi-Objective Optimization for Reconfigurable Manufacturing Systems
    Smedberg, Henrik
    Barrera-Diaz, Carlos Alberto
    Nourmohammadi, Amir
    Bandaru, Sunith
    Ng, Amos H. C.
    [J]. MATHEMATICAL AND COMPUTATIONAL APPLICATIONS, 2022, 27 (06)
  • [9] Maintenance optimization of reconfigurable systems based on multi-objective Birnbaum importance
    Ma, Chenyang
    Wang, Wei
    Cai, Zhiqiang
    Zhao, Jiangbin
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART O-JOURNAL OF RISK AND RELIABILITY, 2022, 236 (02) : 277 - 289
  • [10] A multi-objective reliability optimization for reconfigurable systems considering components degradation
    Zhao, Jiangbin
    Si, Shubin
    Cai, Zhiqiang
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2019, 183 : 104 - 115