Official release

Release for the technical report on SOM for non-determinim simulation.

Abstract: "Environmental non-determinism demands complex reasoning mechanisms for systems eager to achieve goals on partially-observable and unknown environments. Lately, scientists have been exploring software capable of reorganizing its own internal structure to cope with environmental uncertainties, however it's not trivial to apply the methods and techniques to developed self-adaptive systems as they may present unpredictable behavior if adaptations are not well validated in design phase. In our study group, we developed a simulation of a Body Sensor Network system with vital signal generation through probabilistic models to simulate environmental non-determinism. In the current study, we apply an one-dimensional self-organized mapping neural network for clustering heart rate data values into ranges that will represent the markov chain states."