Data-driven modelling of electromagnetic interferences in motor vehicles using intelligent system approaches

Designing a Context-Aware Cyber Physical System for Smart Conditional Monitoring of Platform Equipment

“…An optimal balance needs to be attained between data availability and its quality in order to effectively control the underlying physical processes. Figure 2 illustrates a systematic approach to handling the challenges related to context processing, which has been successfully applied by the authors to various real world applications [8,9]. As can be seen from Figure 2, the suggested approach segregates processing of the input stream into three distinct phases.…”

“…With the use of parallelisation and/or distributed systems, multiple machine learning and CI techniques and various belief functions can be evaluated simultaneously with their parameters being adaptively chosen. Anomaly identification using a combination of such techniques, as described in Figure 3, has been successfully applied to a traffic surveillance application [9], a smart home environment and automotive process control [8].…”

Intelligent Measurement in Unmanned Aerial Cyber Physical Systems for Traffic Surveillance

“…This final stage of adaptive measurement by the IMS is implemented using an automated machine learning algorithm, described in our previous work [7], that continuously tunes the inference models built for processing measured data and the representative features of data anomalies.…”

“…These requirements lead to measurement systems with increasingly autonomous functionalities based on decentralised and distributed system architecture, effectively utilising available instrumentation data. Figure 2 illustrates a generic framework for building an IMS, proposed in [7].…”

“…switching from the identification to classification mode of operation). The process of dynamic parameter adjustment is shown by the block at the bottom in Figure 1, and is performed by a meta-learning layer of the developed IMS using a genetic algorithm (one of the Computational Intelligence techniques adopted within the proposed framework) [7].…”