scholarly journals A Robust Optimization Strategy for Domestic Electric Water Heater Load Scheduling under Uncertainties

2017 ◽  
Vol 7 (11) ◽  
pp. 1136 ◽  
Author(s):  
Jidong Wang ◽  
Yingchen Shi ◽  
Kaijie Fang ◽  
Yue Zhou ◽  
Yinqi Li
Keyword(s):  
Robust Optimization ◽  
Optimization Strategy ◽  
Water Heater ◽  
Load Scheduling ◽  
Domestic Electric Water Heater

scholarly journals Performance Prediction and Optimization of Solar Water Heater via a Knowledge-Based Machine Learning Method

2018 ◽  
pp. 55-74 ◽  
Author(s):  
Hao Li ◽  
Zhijian Liu
Keyword(s):  
Machine Learning ◽  
Machine Learning Method ◽  
Solar Water Heater ◽  
Learning Method ◽  
Optimization Strategy ◽  
Learning Models ◽  
Water Heater ◽  
Solar Water ◽  
Knowledge Based ◽  
Machine Learning Models

Measuring the performance of solar energy and heat transfer systems requires a lot of time, economic cost, and manpower. Meanwhile, directly predicting their performance is challenging due to the complicated internal structures. Fortunately, a knowledge-based machine learning method can provide a promising prediction and optimization strategy for the performance of energy systems. In this chapter, the authors show how they utilize the machine learning models trained from a large experimental database to perform precise prediction and optimization on a solar water heater (SWH) system. A new energy system optimization strategy based on a high-throughput screening (HTS) process is proposed. This chapter consists of: 1) comparative studies on varieties of machine learning models (artificial neural networks [ANNs], support vector machine [SVM], and extreme learning machine [ELM]) to predict the performances of SWHs; 2) development of an ANN-based software to assist the quick prediction; and 3) introduction of a computational HTS method to design a high-performance SWH system.

Impacts of domestic electric water heater parameters on demand response

2016 ◽  
Vol 32 (1-2) ◽  
pp. 49-64 ◽  
Author(s):  
Tobias Lübkert ◽  
Marcus Venzke ◽  
Volker Turau
Keyword(s):  
Demand Response ◽  
Water Heater ◽  
On Demand ◽  
Domestic Electric Water Heater

Robust optimization for load scheduling of a smart home with photovoltaic system

2015 ◽  
Vol 102 ◽  
pp. 247-257 ◽  
Author(s):  
Chengshan Wang ◽  
Yue Zhou ◽  
Bingqi Jiao ◽  
Yamin Wang ◽  
Wenjian Liu ◽  
...  
Keyword(s):  
Robust Optimization ◽  
Smart Home ◽  
Photovoltaic System ◽  
Load Scheduling

Robust optimization strategy for intelligent parking lot of electric vehicles

Energy ◽  
2020 ◽  
Vol 200 ◽  
pp. 117555 ◽  
Author(s):  
Jianwei Guo ◽  
Yongbo Lv ◽  
Han Zhang ◽  
Sayyad Nojavan ◽  
Kittisak Jermsittiparsert
Keyword(s):  
Robust Optimization ◽  
Electric Vehicles ◽  
Optimization Strategy ◽  
Parking Lot

scholarly journals Robust Optimization for Household Load Scheduling with Uncertain Parameters

2018 ◽  
Vol 8 (4) ◽  
pp. 575 ◽  
Author(s):  
Jidong Wang ◽  
Peng Li ◽  
Kaijie Fang ◽  
Yue Zhou
Keyword(s):  
Robust Optimization ◽  
Uncertain Parameters ◽  
Load Scheduling
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