Deeper at the SBST 2021 Tool Competition: ADAS Testing Using Multi-Objective Search

被引：13

作者：

Moghadam, Mahshid Helali ^{[1
,2
]}

Borg, Markus ^{[1
]}

Mousavirad, Seyed Jalaleddin ^{[3
]}

机构：

[1] RISE Res Inst Sweden, Gothenburg, Sweden

[2] Malardalen Univ, Vasteras, Sweden

[3] Hakim Sabzevari Univ, Dept Comp Engn, Sabzevar, Iran

来源：

2021 IEEE/ACM 14TH INTERNATIONAL WORKSHOP ON SEARCH-BASED SOFTWARE TESTING (SBST 2021) | 2021年

关键词：

search-based software testing; cyber-physical systems; advanced driver assistance systems; deep learning; automotive simulators;

D O I：

10.1109/SBST52555.2021.00018

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

Deeper is a simulation-based test generator that uses an evolutionary process, i.e., an archive-based NSGA-II augmented with a quality population seed, for generating test cases to test a deep neural network-based lane-keeping system. This paper presents Deeper briefly and summarizes the results of Deeper's participation in the Cyber-physical systems (CPS) testing competition at SBST 2021.

引用

页码：40 / 41

页数：2

共 15 条

[1]

[Anonymous], Deeper

[2] Recursive evaluation algorithm for a class of Catmull-Rom splines [J].

Barry, Phillip J. ;

Goldman, Ronald N. .

Computer Graphics (ACM), 1988, 22 (04) :199-204

[3]

BeamNG GmbH, BEAMNG RES

[4] Testing Autonomous Cars for Feature Interaction Failures using Many-Objective Search [J].

Ben Abdessalem, Raja ;

Panichella, Annibale ;

Nejati, Shiva ;

Briand, Lionel C. ;

Stifter, Thomas .

PROCEEDINGS OF THE 2018 33RD IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMTED SOFTWARE ENGINEERING (ASE' 18), 2018, :143-154

[5] Testing Advanced Driver Assistance Systems using Multi-objective Search and Neural Networks [J].

Ben Abdessalem, Raja ;

Nejati, Shiva ;

Briand, Lionel C. ;

Stifter, Thomas .

2016 31ST IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING (ASE), 2016, :63-74

[6]

Borg M., 2019, J AUTOMOT SOFTW ENG, V1, P1, DOI DOI 10.2991/JASE.D.190131.001

[7]

Borg M., 2021, ARXIV PREPRINT ARXIV

[8]

Catmull E., 1974, Computer Aided Geometric Design, P317, DOI [DOI 10.1016/B978-0-12-079050-0.50020-5, 10.1016/B978-0-12-079050-0.50020-5]

[9]

de Jong ED, 2004, LECT NOTES COMPUT SC, V3102, P525

[10] A fast and elitist multiobjective genetic algorithm: NSGA-II [J].

Deb, K ;

Pratap, A ;

Agarwal, S ;

Meyarivan, T .

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197

← 1 2 →