TY - JOUR
T1 - Quantitative Analysis and Verification of Edge Computing Offloading Strategy Based on Probabilistic Model Checking
AU - Yin, Jiaqi
AU - Fei, Yuan
AU - Wu, Qiangyu
AU - Zhao, Yue
N1 - Publisher Copyright:
© 2025 by the authors.
PY - 2025/6
Y1 - 2025/6
N2 - Edge computing has become a key framework for meeting the demands of low latency and high reliability across various applications. To ensure efficient task execution in edge computing, many offloading strategies have been proposed; however, most lack quantitative analysis and formal verification to guarantee their correctness. This paper addresses this gap by presenting an integrated offloading strategy that combines delay-based, energy-efficient, and energy-delay trade-off approaches, enhancing both the clarity and verifiability of offloading methods. Furthermore, we apply probabilistic model checking using PRISM to rigorously analyze and validate the correctness of the proposed hybrid strategy. Our approach provides practical solutions and valuable insights, promoting the development of reliable and efficient offloading strategies for edge computing systems.
AB - Edge computing has become a key framework for meeting the demands of low latency and high reliability across various applications. To ensure efficient task execution in edge computing, many offloading strategies have been proposed; however, most lack quantitative analysis and formal verification to guarantee their correctness. This paper addresses this gap by presenting an integrated offloading strategy that combines delay-based, energy-efficient, and energy-delay trade-off approaches, enhancing both the clarity and verifiability of offloading methods. Furthermore, we apply probabilistic model checking using PRISM to rigorously analyze and validate the correctness of the proposed hybrid strategy. Our approach provides practical solutions and valuable insights, promoting the development of reliable and efficient offloading strategies for edge computing systems.
KW - edge computing
KW - offloading strategies
KW - probabilistic model checking
KW - quantitative analysis
KW - verification
UR - http://www.scopus.com/inward/record.url?scp=105007822326&partnerID=8YFLogxK
U2 - 10.3390/electronics14112236
DO - 10.3390/electronics14112236
M3 - 文章
AN - SCOPUS:105007822326
SN - 2079-9292
VL - 14
JO - Electronics (Switzerland)
JF - Electronics (Switzerland)
IS - 11
M1 - 2236
ER -