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895.2 Control Systems and Optimal Control echoes the challenges raised from a philosophical perspective by Wallach and Allen [4], Lin et al. [2] and Goodall [3]. This chapter begins with a brief introduction to principles of optimal control and how ethical considerations map mathematically into costs or constraints. The following sections discuss particular ethical reasoning relevant to automated vehicles and whether these decisions are best formulated as costs or constraints. The choice depends on a number of factors including the desire to weigh ethical implications against other pri- orities and the information available to the vehicle in making the decision. Since the vehicle must rely on limited and uncertain information, it may be more reasonable for the vehicle to focus on avoiding collisions rather than attempting to determine the outcome of those colli- sions or the resulting injury to humans. The chapter concludes with examples of ethical constraints implemented as control laws and a reflection on whether human override and the ubiquitous “big red button” are consistent with an ethical automated vehicle. 5.2 Control Systems and Optimal Control Chapter 4 outlined some of the ethical frameworks applicable to automated vehicles. The first step towards implementing these as control algorithms in a vehicle is to similarly characterize the vehicle control problem in a general way. Figure. 5.1 illustrates a canonical schematic representation of a closed-loop control system. The system consists of a plant, or object to be controlled (in this case, an autonomous vehicle), a controller and a set of goals or objectives to satisfy. The basic objective of control system design is to choose a set of control inputs (brake, throttle, steering and gear position for a car) that will achieve the desired goals. The resulting control laws, in general, consist of a priori knowledge of the goals and a model of the vehicle (feedforward control) together with the means to correct errors by comparing measurements of the environment and the actual vehicle motion (feedback control). Many approaches have been formulated over the years to produce control laws for dif- ferent goals and different types of systems. One such method is optimal control, originally developed for the control of rockets in seminal papers by Pontryagin and his colleagues [5]. Fig. 5.1 A schematic representation, or block diagram, of a control system showing how control inputs derive from goals and feedback
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Autonomes Fahren Technische, rechtliche und gesellschaftliche Aspekte
Gefördert durch die Daimler und Benz Stiftung
Titel
Autonomes Fahren
Untertitel
Technische, rechtliche und gesellschaftliche Aspekte
Autoren
Markus Maurer
Christian Gerdes
Barbara Lenz
Hermann Winner
Verlag
Springer Open
Datum
2015
Sprache
deutsch
Lizenz
CC BY 4.0
ISBN
78-3-662-45854-9
Abmessungen
16.8 x 24.0 cm
Seiten
756
Kategorie
Technik
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Autonomes Fahren