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Validation of Autonomous Systems

Published: 01 September 2019 Publication History

Abstract

Society today depends on autonomous systems, such as intelligent service systems, self-driving trains, and remote surgeries.<sup>1</sup> The ultimate validation of the Turing test is that we often do not recognize autonomous systems. This growing usage poses many challenges, such as how to provide transparency, which rules or learning patterns are applied in a complex situation, and if these rules are the right ones. Validation is the key challenge, of which we will provide an overview in this article.

References

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M. Weyrich and C. Ebert, “Reference architectures for the Internet of Things,” IEEE Softw., vol. 33, no. 1, pp. 112–116, Jan.–Feb. 2016.
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M. Santori and D. A. Hall. (2016). Tackling the test challenge of next generation ADAS vehicle architecture. National Instruments. Austin, TX. [Online]. Available: http://download.ni.com/evaluation/automotive/Next_Generation_ADAS_Vehicle_Architectures.pdf
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M. Rodriguez, M. Piattini, and C. Ebert, “Software verification and validation technologies and tools,” IEEE Softw., vol. 36, no. 2, pp. 13–24, Mar. 2019.
[4]
P. Gao, .H.-W. Kaas, D. Mohr, and D. Wee, (2016, Jan.) Automotive revolution: Perspective towards 2030. McKinsey & Co., New York. [Online]. Available: https://www.mckinsey.com/∼/media/mckinsey/industries/high%20tech/our%20insights/disruptive%20trends%20that%20will%20transform%20the%20auto%20industry/auto%202030%20report%20jan%202016.ashx
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Road vehicles—Safety of the indented functionality, International Organization for Standardization, 2019.
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C. Ebert, “Rule-based fuzzy classification for software quality control,” Fuzzy Sets Syst., vol. 63, no. 3, pp. 349–358, May 1994.
[7]
A. Zeller and M. Weyrich, “Composition of modular models for verification of distributed automation systems,” in Proc. 28th Int. Conf. Flexible Automation and Intelligent Manufacturing (FAIM2018), Columbus, OH, 2018, pp. 870–877.

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        cover image IEEE Software
        IEEE Software  Volume 36, Issue 5
        Sept.-Oct. 2019
        96 pages

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        IEEE Computer Society Press

        Washington, DC, United States

        Publication History

        Published: 01 September 2019

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        • (2023)Fast CNN-Based Single-Person 2D Human Pose Estimation for Autonomous SystemsIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2022.320916033:3(1262-1275)Online publication date: 1-Mar-2023
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