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Machine learning-based test selection for simulation-based testing of self-driving cars software

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Main Authors: Christian, Birchler, Sajad, Khatiri, Bill, Bosshard
Format: Book
Language:English
Published: Springer 2023
Subjects:
CPS
SDC
Online Access:https://link.springer.com/article/10.1007/s10664-023-10286-y
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8340
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spelling oai:localhost:PNK-83402023-04-27T01:32:57Z Machine learning-based test selection for simulation-based testing of self-driving cars software Christian, Birchler Sajad, Khatiri Bill, Bosshard CPS SDC CC BY Simulation platforms facilitate the development of emerging Cyber-Physical Systems (CPS) like self-driving cars (SDC) because they are more efficient and less dangerous than field operational test cases. Despite this, thoroughly testing SDCs in simulated environments remains challenging because SDCs must be tested in a sheer amount of long-running test cases. Past results on software testing optimization have shown that not all the test cases contribute equally to establishing confidence in test subjects’ quality and reliability, and the execution of “safe and uninformative” test cases can be skipped to reduce testing effort. However, this problem is only partially addressed in the context of SDC simulation platforms. In this paper, we investigate test selection strategies to increase the cost-effectiveness of simulation-based testing in the context of SDCs. 2023-04-27T01:32:57Z 2023-04-27T01:32:57Z 2023 Book https://link.springer.com/article/10.1007/s10664-023-10286-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/8340 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic CPS
SDC
spellingShingle CPS
SDC
Christian, Birchler
Sajad, Khatiri
Bill, Bosshard
Machine learning-based test selection for simulation-based testing of self-driving cars software
description CC BY
format Book
author Christian, Birchler
Sajad, Khatiri
Bill, Bosshard
author_facet Christian, Birchler
Sajad, Khatiri
Bill, Bosshard
author_sort Christian, Birchler
title Machine learning-based test selection for simulation-based testing of self-driving cars software
title_short Machine learning-based test selection for simulation-based testing of self-driving cars software
title_full Machine learning-based test selection for simulation-based testing of self-driving cars software
title_fullStr Machine learning-based test selection for simulation-based testing of self-driving cars software
title_full_unstemmed Machine learning-based test selection for simulation-based testing of self-driving cars software
title_sort machine learning-based test selection for simulation-based testing of self-driving cars software
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10664-023-10286-y
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8340
_version_ 1764358629805260800
score 8.891053

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