Descriptive and Predictive Data Analysis Data analysis using machine learning algorithms TECHNOLOGY DESCRIPTION Data analysis is a fundamental process in any field. It is used to highlight relevant information by describing data behaviour (or the functioning of an organisation or company and user behaviour) and to address uncertainty when making decisions. It consists of several stages: data exploration, [...]
Photovoltaic Panel Performance Study Extraction of the parameters of the single-diode photovoltaic model to determine the behaviour of a photovoltaic panel under specific environmental conditions. The data used may come from actual measurements or from the information provided by the manufacturer in the solar panel datasheet. TECHNOLOGY DESCRIPTION Different parameter extraction methods published in internationally renowned scientific journals [...]
Knowledge Engineering and Data Analysis Data Mining, Software Engineering and Simulation and their potential applications, development of software tools and Decision Support Systems to help experts in different fields extract relevant information from the data generated on a daily basis. TECHNOLOGY DESCRIPTION The group specialises in predictive models based on large volumes of data. It applies different Machine [...]
Resource Management and Allocation in Complex Systems Examples of complex systems include electricity markets, transport networks, communication networks, supply chains, multi-channel marketing campaigns, etc. In these systems, there is often a need to manage and allocate resources (usually scarce) required by the system, or the costs/benefits it generates, among the different entities (or the agents controlling [...]
Resource Management and Optimisation Development of tools to address the need for locating logistics or business centres to optimally meet the demand of a group of customers TECHNOLOGY DESCRIPTION Software-based tools for determining task sequencing, optimal routes, advantages and the aggregation of rankings to support decision-making. TECHNOLOGY APPLICATIONS E-commerce companies; online product delivery; location and siting of businesses in the [...]