与以往的Boltzman exploration和PGQ算法不一样的地方在于,maximum entropy objective会使得整个trajectory的policy分布的entropy变大。 Soft Value Functions and Energy-Based Models 传统的RL方法一般action是一个单峰的策略分布(unimodal policy distribution,下图中左图所示),而我们想要探索整个的action分布,很自然...
We apply our method to learning maximum entropy policies, resulting into a new algorithm, called soft Q-learning, that expresses the optimal policy via a Boltzmann distribution. We use the recently proposed amortized Stein variational gradient descent to learn a stochastic sampling network that ...
In general, the present invention discloses a policy-based decision system to manage energy consumption within a complex system, such as a municipality, business or home. These policies help to control energy usage, either for the purpose of conservation or to contend with a shortage situation. ...
python ./scripts/sim_policy.py /root/sql/data/swimmer-experiment/itr_<iteration>.pkl mujoco_all_sql.pycontains several different environments and there are more example scripts available in the/examplesfolder. For more information about the agents and configurations, run the scripts with--helpflag...
Energy: Broad-based policy yet to emerge. 来自 EBSCO 喜欢 0 阅读量: 14 作者: Idelson,H. 摘要: Comments on the energy legislation which Congress is expected to move forward on early this year. The Senate's derailment of last year's massive energy bill (S 1220); The bill's two most...
the achievability of the targets of the RES directive, which crucially depends on a strong efficiency policy. We conclude that the efforts of the energy efficiency policy of the EU and its Member States have to be significantly intensfied. As proposed by the EU in case that other developed ...
An open stack based solution is proposed to enable policy-based monitoring and energy management. The specified policies are used to enforce soft and hard constraints in the system with periodic event monitoring and dynamic resource management to minimize energy consumption. 展开 ...
python baselines/her/experiment/play.py /path/to/an/experiment/policy_latest.pkl Citation: Citation of the arXiv version: @article{zhao2018energy, title={Energy-Based Hindsight Experience Prioritization}, author={Zhao, Rui and Tresp, Volker}, journal={arXiv preprint arXiv:1810.01363}, year={201...
Section 5 summarizes and concludes the study with discussion related to its impact on policy decisions. 2. Literature Review The clean energy industry is growing, and its consumption has turned more imperative in response to serious environmental problems. Thus, more and more investors are beginning...
Clean Energy Technology and the Role of Non-Carbon Price Based Policy: An Evolutionary Economics Perspective (2011). Clean energy technology and the role of non-carbon price based policy: An evolutionary economics perspective. Paper presented at the Workshop on New Path Creation, Trinity College, ...