Service composition a la Roman model consists of realizing a virtual service by orchestrating suitably a set of already available services. In this paper, we consider a variant where available services are stochastic systems, and the target specification is goal-oriented and specified in Linear Temporal Logic on finite traces (LTLf ). In this setting, we are interested in synthesizing a controller (policy) that maximizes the probability of satisfaction with the goal, while minimizing the expected cost of the utilization of the available services. To do so, we combine techniques from LTLf synthesis, service composition a la Roman Model, reactive synthesis, and bi-objective lexicographic optimization on Markov Decision Processes (MDPs). This framework has several interesting applications, including Smart Manufacturing and Digital Twins.
Composition of Stochastic Services for LTLf Goal Specifications / DE GIACOMO, Giuseppe; Favorito, Marco; Silo, Luciana. - (2024), pp. 298-316. (Intervento presentato al convegno 13th International Symposium, FoIKS 2024 tenutosi a Sheffield, UK) [10.1007/978-3-031-56940-1].
Composition of Stochastic Services for LTLf Goal Specifications
Giuseppe De Giacomo
;Marco Favorito
;Luciana Silo
2024
Abstract
Service composition a la Roman model consists of realizing a virtual service by orchestrating suitably a set of already available services. In this paper, we consider a variant where available services are stochastic systems, and the target specification is goal-oriented and specified in Linear Temporal Logic on finite traces (LTLf ). In this setting, we are interested in synthesizing a controller (policy) that maximizes the probability of satisfaction with the goal, while minimizing the expected cost of the utilization of the available services. To do so, we combine techniques from LTLf synthesis, service composition a la Roman Model, reactive synthesis, and bi-objective lexicographic optimization on Markov Decision Processes (MDPs). This framework has several interesting applications, including Smart Manufacturing and Digital Twins.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.