Normalizing Flows: 正规化流提供了一种在连续随机变量上构造灵活概率分布的通用方法,通过构造一种可逆变换,将任意的数据分布 px(x) 变换到一个简单的基础分布 pz(z) (通常为高斯分布 π(z))。 根据变量变换定理(Change of Variable Theorem): z∼π(z) , x=f(z) , z=f−1(x) ∫px(x)dx=∫π...
generative-modelenergy-based-modelporous-media-flownormalizing-flowphysics-constrainedreverse-kld UpdatedOct 18, 2019 Python [NeurIPS 2022] (Amortized) distributional control for pre-trained generative models generative-adversarial-networksinvertible-neural-networksgenerative-modelsimage-synthesisenergy-based-model...
The cooling decision consists of the supply air temperature 𝑇𝑠𝑢𝑝Tsup and the flow rate 𝑓𝑠𝑢𝑝fsup under the constraints (4) and (5). In the end, the actions z, 𝑇𝑠𝑢𝑝Tsup and 𝑓𝑠𝑢𝑝fsup should be optimized jointly to improve the overall energy ...
Due to the prominence of the steady-state zone in the U-tubes and the fact that it can only be reached within a short distance of the tube inlets, a laminar flow was considered in this study. The HDPE U-tubes which have been used in the piling shaft were chosen for their material ...
Emergy, defined as “the energy of one type required in transformations to generate a flow and storage”, can measure various types of resources in a uniform unit (i.e., solar emergy emjoules) and has been widely used in sustainability evaluation, environmental impact assessment, and ecological...
The point at which the current flow is changed is the same as the point at which the minimum current flows. Therefore, the accuracy of the existing heuristic method is relatively high in a load-only system. However, when DGs are connected to the distribution network, the loop current ...
where K is a normalizing factor, which is required for 𝑝𝑑𝑓(𝑡𝑎𝑐𝑡𝑖,𝑗)pdf(ti,jact), being a probability density function. However, the local consumption patterns have two objectives on the SwarmGrid algorithm: to smooth the aggregated consumption and to increase the self...
Thus, a possible model should be of the following form: N mE f ∆WP f (T) = CE (5) where f (T) is a temperature-dependent normalizing function for ∆WP. To account for the effect of strain rate on fatigue life, the frequency-modified fatigue life was introduced into Equation (...
Errors within the rooftop unit (RTU) outdoor airflow; Errors within the RTU supply air temperature; Errors within the RTU total supply airflow. Load Shape Analysis: The model can analyze and predict the energy consumption for similar buildings within the area under different conditions, such as...
Figure 1. Flow-diagram of the proposed model. 3.1. Dataset Description In the household EECP application, the effectiveness of the proposed metaheuristics-based LSTM network is validated with AEP and IHEPC datasets. The AEP dataset contains 29 parameters related to appliances’ energy consumption, ...