* ICSE 2018 *
Sun 27 May - Sun 3 June 2018 Gothenburg, Sweden
Fri 1 Jun 2018 11:00 - 11:20 at J1 room - Search-Based Software Engineering I Chair(s): Shin Yoo

Vision-based control systems are key enablers of many autonomous vehicular systems, including self-driving cars. Testing such systems is complicated by complex and multidimensional input spaces. We propose an automated testing algorithm that builds on learnable evolutionary algorithms. These algorithms rely on machine learning or a combination of machine learning and Darwinian genetic operators to guide the generation of new solutions (test scenarios in our context). Our approach combines multiobjective population-based search algorithms and decision tree classification models to achieve the following goals: First, classification models guide the search-based generation of tests faster towards critical test scenarios (i.e., test scenarios leading to failures). Second, search algorithms refine classification models so that the models can accurately characterize critical regions (i.e., the regions of a test input space that are likely to contain most critical test scenarios). Our evaluation performed on an industrial automotive automotive system shows that: (1) Our algorithm outperforms a baseline evolutionary search algorithm and generates 78% more distinct, critical test scenarios compared to the baseline algorithm. (2) Our algorithm accurately characterizes critical regions of the system under test, thus identifying the conditions that are likely to lead to system failures.

Slides (RajaICSE2018.pdf)6.44MiB

Fri 1 Jun

11:00 - 12:30: Technical Papers - Search-Based Software Engineering I at J1 room
Chair(s): Shin YooKorea Advanced Institute of Science and Technology
icse-2018-Technical-Papers152784360000011:00 - 11:20
Raja Ben AbdessalemSnT Centre/University of Luxembourg, Shiva NejatiSnT Centre/University of Luxembourg, Lionel BriandSnT Centre/University of Luxembourg, Thomas Stifter
Pre-print File Attached
icse-2018-Technical-Papers152784480000011:20 - 11:40
Jianmei GuoAlibaba Group, Kai Shi
icse-2018-Technical-Papers152784600000011:40 - 12:00
Jun-Wei LinUniversity of California, Irvine, Reyhaneh JabbarvandUniversity of California, Irvine, Joshua Garcia, Sam MalekUniversity of California, Irvine
Pre-print File Attached
icse-2018-Technical-Papers152784720000012:00 - 12:20
Amritanshu AgrawalNorth Carolina State University, Tim MenziesNorth Carolina State University
Link to publication DOI Pre-print File Attached
icse-2018-Technical-Papers152784840000012:20 - 12:30