Title :
Simulation-based sensitivity and worst-case analyses of automotive electronics
Author :
Rafaila, Monica ; Decker, Christian ; Grimm, Christoph ; Pelz, Georg
Author_Institution :
Automotive Power, Infineon AG, Neubiberg, Germany
Abstract :
Simulation-based verification of electronic control units must face demands related to more functionality and less time to verify it. To ensure a reliable system, one must determine how the omnipresent, internal and external variations affect the target response, and find safe bounds for it. The main challenge is to optimally characterize a high number of sources of variation, with a reduced number of simulation runs. The paper conducts more efficient sensitivity and worst-case studies by applying concepts of Design of Experiments: screening to reduce the dimension of the verification space; sequential experiments for sensitivity analysis; gradient-based search for response bounds. The approach is evaluated on simulations of an airbag driver IC and compared with alternative methods.
Keywords :
automotive electronics; design of experiments; gradient methods; automotive electronics; design-of-experiment; electronic control unit; gradient-based search; sensitivity analysis; simulation-based sensitivity; simulation-based verification; worst-case analysis; Air safety; Analytical models; Automotive electronics; Automotive engineering; CMOS technology; Control systems; Driver circuits; Power system reliability; Sensitivity analysis; Specification languages;
Conference_Titel :
Design and Diagnostics of Electronic Circuits and Systems (DDECS), 2010 IEEE 13th International Symposium on
Conference_Location :
Vienna
Print_ISBN :
978-1-4244-6612-2
DOI :
10.1109/DDECS.2010.5491760