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Algorithmic Decision-Making in AVs: Understanding Ethical and Technical Concerns for Smart Cities

Author

Listed:
  • Hazel Si Min Lim

    (Lee Kuan Yew School of Public Policy, National University of Singapore, 469B Bukit Timah Road, Li Ka Shing Building, Singapore 259771, Singapore)

  • Araz Taeihagh

    (Lee Kuan Yew School of Public Policy, National University of Singapore, 469B Bukit Timah Road, Li Ka Shing Building, Singapore 259771, Singapore)

Abstract

Autonomous Vehicles (AVs) are increasingly embraced around the world to advance smart mobility and more broadly, smart, and sustainable cities. Algorithms form the basis of decision-making in AVs, allowing them to perform driving tasks autonomously, efficiently, and more safely than human drivers and offering various economic, social, and environmental benefits. However, algorithmic decision-making in AVs can also introduce new issues that create new safety risks and perpetuate discrimination. We identify bias, ethics, and perverse incentives as key ethical issues in the AV algorithms’ decision-making that can create new safety risks and discriminatory outcomes. Technical issues in the AVs’ perception, decision-making and control algorithms, limitations of existing AV testing and verification methods, and cybersecurity vulnerabilities can also undermine the performance of the AV system. This article investigates the ethical and technical concerns surrounding algorithmic decision-making in AVs by exploring how driving decisions can perpetuate discrimination and create new safety risks for the public. We discuss steps taken to address these issues, highlight the existing research gaps and the need to mitigate these issues through the design of AV’s algorithms and of policies and regulations to fully realise AVs’ benefits for smart and sustainable cities.

Suggested Citation

  • Hazel Si Min Lim & Araz Taeihagh, 2019. "Algorithmic Decision-Making in AVs: Understanding Ethical and Technical Concerns for Smart Cities," Sustainability, MDPI, vol. 11(20), pages 1-28, October.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:20:p:5791-:d:278030
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    References listed on IDEAS

    as
    1. Cohen, Scott A. & Hopkins, Debbie, 2019. "Autonomous vehicles and the future of urban tourism," Annals of Tourism Research, Elsevier, vol. 74(C), pages 33-42.
    2. Appio, Francesco Paolo & Lima, Marcos & Paroutis, Sotirios, 2019. "Understanding Smart Cities: Innovation ecosystems, technological advancements, and societal challenges," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 1-14.
    3. Hazel Si Min Lim & Araz Taeihagh, 2018. "Autonomous Vehicles for Smart and Sustainable Cities: An In-Depth Exploration of Privacy and Cybersecurity Implications," Energies, MDPI, vol. 11(5), pages 1-23, April.
    4. Appio, Francesco Paolo & Lima, Marcos & Paroutis, Sotirios, 2019. "Understanding Smart Cities: Innovation ecosystems, technological advancements, and societal challenges," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 1-14.
    5. Larissa R. Suzuki, 2017. "Smart Cities IoT: Enablers and Technology Road Map," Springer Optimization and Its Applications, in: Stamatina Th. Rassia & Panos M. Pardalos (ed.), Smart City Networks, pages 167-190, Springer.
    6. repec:aph:ajpbhl:10.2105/ajph.2017.303672_0 is not listed on IDEAS
    7. Goodall, N.J., 2017. "From trolleys to risk: Models for ethical autonomous driving," American Journal of Public Health, American Public Health Association, vol. 107(4), pages 496-496.
    8. Kfir Noy & Moshe Givoni, 2018. "Is ‘Smart Mobility’ Sustainable? Examining the Views and Beliefs of Transport’s Technological Entrepreneurs," Sustainability, MDPI, vol. 10(2), pages 1-19, February.
    9. Fleetwood, J., 2017. "Public health, ethics, and autonomous vehicles," American Journal of Public Health, American Public Health Association, vol. 107(4), pages 532-537.
    10. Changjie Zhan & Martin De Jong & Hans De Bruijn, 2018. "Funding Sustainable Cities: A Comparative Study of Sino-Singapore Tianjin Eco-City and Shenzhen International Low-Carbon City," Sustainability, MDPI, vol. 10(11), pages 1-15, November.
    11. Edwards, Lilian & Veale, Michael, 2017. "Slave to the Algorithm? Why a 'right to an explanation' is probably not the remedy you are looking for," LawArXiv 97upg, Center for Open Science.
    12. repec:aph:ajpbhl:10.2105/ajph.2016.303628_6 is not listed on IDEAS
    13. Anastasiadou, K. & Vougias, S., 2019. "“Smart” or “sustainably smart” urban road networks? The most important commercial street in Thessaloniki as a case study," Transport Policy, Elsevier, vol. 82(C), pages 18-25.
    14. Fábio Duarte & Carlo Ratti, 2018. "The Impact of Autonomous Vehicles on Cities: A Review," Journal of Urban Technology, Taylor & Francis Journals, vol. 25(4), pages 3-18, October.
    15. Kalra, Nidhi & Paddock, Susan M., 2016. "Driving to safety: How many miles of driving would it take to demonstrate autonomous vehicle reliability?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 182-193.
    16. Docherty, Iain & Marsden, Greg & Anable, Jillian, 2018. "The governance of smart mobility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 115(C), pages 114-125.
    17. Kummitha, Rama Krishna Reddy & Crutzen, Nathalie, 2019. "Smart cities and the citizen-driven internet of things: A qualitative inquiry into an emerging smart city," Technological Forecasting and Social Change, Elsevier, vol. 140(C), pages 44-53.
    18. Araz Taeihagh & Hazel Si Min Lim, 2019. "Governing autonomous vehicles: emerging responses for safety, liability, privacy, cybersecurity, and industry risks," Transport Reviews, Taylor & Francis Journals, vol. 39(1), pages 103-128, January.
    19. Chuanyang Sun & Xin Zhang & Lihe Xi & Ying Tian, 2018. "Design of a Path-Tracking Steering Controller for Autonomous Vehicles," Energies, MDPI, vol. 11(6), pages 1-17, June.
    20. Tan Yigitcanlar & Md. Kamruzzaman, 2019. "Smart Cities and Mobility: Does the Smartness of Australian Cities Lead to Sustainable Commuting Patterns?," Journal of Urban Technology, Taylor & Francis Journals, vol. 26(2), pages 21-46, April.
    21. Li, Shunxi & Sui, Pang-Chieh & Xiao, Jinsheng & Chahine, Richard, 2019. "Policy formulation for highly automated vehicles: Emerging importance, research frontiers and insights," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 573-586.
    22. Carlo Pugnetti & Remo Schläpfer, 2018. "Customer Preferences and Implicit Tradeoffs in Accident Scenarios for Self-Driving Vehicle Algorithms," JRFM, MDPI, vol. 11(2), pages 1-13, June.
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    Cited by:

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    2. Shadi Shayan & Ki Pyung Kim & Tony Ma & Tan Hai Dang Nguyen, 2020. "The First Two Decades of Smart City Research from a Risk Perspective," Sustainability, MDPI, vol. 12(21), pages 1-20, November.
    3. Konstantina Anastasiadou, 2021. "Sustainable Mobility Driven Prioritization of New Vehicle Technologies, Based on a New Decision-Aiding Methodology," Sustainability, MDPI, vol. 13(9), pages 1-27, April.
    4. Araz Taeihagh, 2021. "Governance of artificial intelligence [Application of artificial intelligence for development of intelligent transport system in smart cities]," Policy and Society, Darryl S. Jarvis and M. Ramesh, vol. 40(2), pages 137-157.
    5. Sha, Kritika & Taeihagh, Araz & De Jong, Martin, 2024. "Governing disruptive technologies for inclusive development in cities: A systematic literature review," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    6. Junyi Wu & Shari Shang, 2020. "Managing Uncertainty in AI-Enabled Decision Making and Achieving Sustainability," Sustainability, MDPI, vol. 12(21), pages 1-17, October.
    7. Fabiana Di Porto & Marialuisa Zuppetta, 2021. "Co-regulating algorithmic disclosure for digital platforms [Theorizing regulatory intermediaries]," Policy and Society, Darryl S. Jarvis and M. Ramesh, vol. 40(2), pages 272-293.
    8. Julien Mercille, 2021. "Inclusive Smart Cities: Beyond Voluntary Corporate Data Sharing," Sustainability, MDPI, vol. 13(15), pages 1-13, July.
    9. Feipeng Wang & Diana Filipa Araújo & Yan-Fu Li, 2023. "Reliability assessment of autonomous vehicles based on the safety control structure," Journal of Risk and Reliability, , vol. 237(2), pages 389-404, April.
    10. Inga Ulnicane & William Knight & Tonii Leach & Bernd Carsten Stahl & Winter-Gladys Wanjiku, 2021. "Framing governance for a contested emerging technology:insights from AI policy [The next space race is Artificial Intelligence]," Policy and Society, Darryl S. Jarvis and M. Ramesh, vol. 40(2), pages 158-177.
    11. Tania Leiman, 2021. "Law and tech collide: foreseeability, reasonableness and advanced driver assistance systems [Advanced Driver Assistance Systems (ADAS): A consideration of driver perceptions on training, usage & im," Policy and Society, Darryl S. Jarvis and M. Ramesh, vol. 40(2), pages 250-271.

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