Automated modelling of traffic signal controller behaviour from floating car data using Hidden semi-Markov Models: Paving the way for large scale implementation of Green Light Optimal Speed Advisory systems

Research has shown that GLOSA systems can help reduce the emission of $CO_2$ by motor vehicles and improve flow on urban road networks. However, existing GLOSA systems only work in combination with a limited selection of Traffic Signal Controllers (TSCs) and therefore have not been widely implemented. This research describes and evaluates the...

Remaining Useful Life Estimation Using Explicit Duration Hidden Markov Models

Hidden Markov models are suited for modelling processes whose state is not<br/>directly visible, but the outputs of which depend on its state. As such they can be used to model degradation of machines. Hidden semi Markov models extend hidden Markov models by removing the inherent geometric constraint imposed on hidden Markov models.<br/>Using...