A5074720983- Gaussian Processes and Bayesian Inference
- Markov Chains and Monte Carlo Methods
- Smart Grid Energy Management
- Atomic and Subatomic Physics Research
- Bayesian Methods and Mixture Models
- Functional Brain Connectivity Studies
- Reliability and Maintenance Optimization
- Integrated Energy Systems Optimization
- Risk and Safety Analysis
- Stochastic processes and statistical mechanics
- Advanced MRI Techniques and Applications
- Power System Reliability and Maintenance
- Mass Spectrometry Techniques and Applications
- Electric Power System Optimization
Technological University of Pereira
2017-2022
MPNG is an open-source simulation package for solving Optimal Power and Natural Gas Flow (OPNGF) problems. It coded in <sc xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Matlab</small> developed using the widely-used tool power systems research education, xmlns:xlink="http://www.w3.org/1999/xlink">Matpower</small> . assembles a nonlinear steady state OPNGF formulation analyzing integration of electricity natural gas networks with order-of-priority...
Bayesian statistical inference under unknown or hard to asses likelihood functions is a very challenging task. Currently, approximate computation (ABC) techniques have emerged as widely used set of likelihood-free methods. A vast number ABC-based approaches appeared in the literature; however, they all share dependence on free parameters selection, demanding expensive tuning procedures. In this paper, we introduce an automatic kernel learning-based ABC approach, termed AKL-ABC, automatically...