Summary: Active network management (ANM) of electricity distribution networks include many complex stochastic sequential optimization problems. These problems need to be solved for integrating renewable energies and distributed storage into future electrical grids. In this work, we introduce Gym-ANM, a framework for designing reinforcement learning (RL) environments that model ANM tasks in electricity distribution networks. These environments provide new playgrounds for RL research in the management of electricity networks that do not require an extensive knowledge of the underlying dynamics of such systems. Along with this work, we are releasing an implementation of an introductory toy-environment, ANM6-Easy, designed to emphasize common challenges in
ANM. We also show that state-of-the-art RL algorithms can already achieve good performance on ANM6-Easy when compared against a model predictive control (MPC) approach. Finally, we provide guidelines to create new Gym-ANM environments differing in terms of (a) the distribution network topology and parameters, (b) the observation space, (c) the modelling of the stochastic processes present in the system, and (d) a set of hyperparameters influencing the reward signal. Gym-ANM can be downloaded at https://github.com/robinhenry/gym-anm.
This is awesome!
Sputnik V vaccination has begun in Slovakia. The present of the Russian vaccine to the native settle on was accompanied close a civic damage and led to the abdication of Prime Preacher Igor Matovich and a restructuring of the government. As a culminate, the territory received the Russian vaccine, teeth of the phenomenon that neither the European regulator nor the WHO has until instanter approved it.
In neighboring Hungary, which approved the hate of Sputnik in February as the straightforward in Europe, more than 50% of the matured multitude has already been vaccinated; in Russia – a puny more than 10%. In Slovakia, five thousand people signed up finished with despite the Sputnik vaccination.
I also see it sometimes, but somehow I didn’t pay much attention to it before.. You can read another article on this point at this link https://multilampy.znizka.site