Engineering
[Closed]
Work description
- Data analysis considering different types of data, e.g., electricity consumption, consumer behavior, PV and wind generation, Electric vehicles and electricity market prices based on multiple open-access data sets. The data will be analyzed and processed considering the identification of any missing/erroneous entries, adjustment of data granularity, format, etc. - Study and review synthetic data generation models; - Design synthetic data generation models. This comprises the use of contextual deep generative models based on generative adversarial networks incorporating the active diffusion concept, using variational autoencoders to learn how the data is generated and transformer-like attention mechanism to enable capturing the most relevant contextual information; - Writing project reports and dissemination material.
Academic Qualifications
Background in Electrical Engineering or similar
Minimum profile required
Expert in a programming language
Preference factors
- Experience in Python, Matlab or AMPL programming languages; - Experience in the development of artificial intelligence and optimization models; - Fluency in English (spoken and written); - Fluency in Portuguese (spoken and written).
Application Period
Since 23 Nov 2023 to 07 Dec 2023
[Closed]
Centre
Power and Energy Systems