Buy-side quants of the year: Matthew Dixon and Igor Halperin
Risk Awards 2022: New machine learning tool tackles an age-old, old age problem
Source: risk.net
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"A Reinforcement Learning Approach to Optimize Energy Usage in RF-Charg" by Honglin Ren and Kwan Wu Chin
Abstract We consider a Radio Frequency (RF)-charging network where sensor devices harvest energy from a solar-powered Hybrid Access Point (HAP) and transmit their data to the HAP. We aim to optimize the power allocation of both the HAP and devices to maximize their Energy Efficiency (EE), which is defined as the total received data (in bits) for each Joule of consumed energy. Unlike prior works, we consider the case where both the HAP and devices have causal knowledge of channel state information and their energy arrival process. We model the power allocation problem as a Two-layer Markov Dec...
Source: uow.edu.au