Microdecisions and autonomy in self-driving cars

  • To operate in an unpredictable environment, a vehicle with advanced driving assistance systems, such as a robot or a drone, not only needs to register its surroundings but also to combine data from different sensors into a world model, for which it employs filter algorithms. Such world models, as this article argues with reference to the SLAM problem (simultaneous location and mapping) in robotics, consist of nothing other than probabilities about states and events arising in the environment. The model, thus, contains a virtuality of possible worlds that are the basis for adaptive behavior. The article shows that the current development of these technologies requires new concepts because their complex adaptive behaviors cannot be explained by referring them to mere algorithmic processes. Instead, it proposes the heuristic instrument of \(\it microdecisions\) to designate the temporality of decisions between alternatives that are created by probabilistic procedures of world modeling. Microdecisions are more than the implementation of deterministic processes — they decide between possibilities and, thus, always open up the potential of their otherness. By describing autonomous adaptive technologies with this heuristic, the question of sovereignty inevitably arises. It forces us to re-think what autonomy means when decisions can be automated.

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Metadaten
Author:Florian SprengerORCiDGND
URN:urn:nbn:de:hbz:294-95889
DOI:https://doi.org/10.1007/s00146-020-01115-7
Parent Title (English):AI & society
Subtitle (English):virtual probabilities
Publisher:Springer
Place of publication:London
Document Type:Article
Language:English
Date of Publication (online):2023/01/18
Date of first Publication:2020/12/22
Publishing Institution:Ruhr-Universität Bochum, Universitätsbibliothek
Tag:Algorithmic Decision-making; Algorithms; Automation; Environment; Microdecisions; Self-driving cars
Volume:37
First Page:619
Last Page:634
Note:
Dieser Beitrag ist auf Grund des DEAL-Springer-Vertrages frei zugänglich.
Institutes/Facilities:Institut für Medienwissenschaft
open_access (DINI-Set):open_access
Licence (English):License LogoCreative Commons - CC BY 4.0 - Attribution 4.0 International