Robust event-based data scheduling for resource constrained Networked Control Systems

• Main Authors: Mamduhi, Mohammad H., Tolic, Domagoj, Hirche, Sandra
• Format: Conference Proceeding
• Language: English
• Subjects: Communication channels; Delays; Markov processes; Probabilistic logic; Robustness; Stability analysis
• ISSN: 0743-1619; 2378-5861
• DOI: 10.1109/ACC.2015.7172069

This paper modifies a recently proposed event-based probabilistic medium access for multi-loop Networked Control Systems (NCSs) over a shared communication channel subject to limited capacity and uncertainties and study its robustness. The novel design combines deterministic and probabilistic attributes to efficiently allocate the channel access among the control loops in the presence of network-induced phenomena such as packet dropouts and scheduling with delayed information update. Since the scheduler receives error information from a number of systems simultaneously, this sheer amount of information cannot always be processed in timely manner, which in turn gives rise to delays. Given the local error thresholds, the subsystems with error values lower than their corresponding thresholds are deterministically excluded from the medium access competition in favor of those with larger errors. In case of resource scarcity, the scheduler probabilistically allocates the channel to those that exceed the local thresholds according to an error-dependent priority measure. We show stochastic stability of such NCSs in terms of f-ergodicity of the network-induced error, which is modeled as a Markov chain. Numerical results validate our stability results in the presence of packet dropouts and delayed data update.