Concepedia

Data driven parallel prediction of building energy consumption using generative adversarial nets

Chenlu Tian, Chengdong Li, Guiqing Zhang, Yisheng Lv

Energy and Buildings · 2019 · 169 citations · 37 references

Concepts

ArchitectureArchitectural EngineeringBuilding ScienceBuilding Performance SimulationEnergy ManagementMachine LearningBuilding AutomationBuilding Energy ModelingBuilding Energy PerformanceBuilding Energy SystemsEnergy Demand ForecastingGenerative ModelingBuilding Energy Consumption AnalysisData-driven Energy ModelingElectricity Consumption ForecastingEnergy ConsumptionEnergy PredictionEnergy Use PredictionGenerative Adversarial Networks

References

37

GAN（Generative Adversarial Nets）

Journal of Japan Society for Fuzzy Theory and Intelligent Informatics · 2017 · 21.8K citations · Full text

Computing, Computer Science, Algorithms +12

Extreme learning machine: Theory and applications

Guang-Bin Huang, Qinyu Zhu, Chee‐Kheong Siew · Neurocomputing · 2006 · 13.2K citations

Computing, Computer Science, Artificial Intelligence +9

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

Computing, Computer Science, Data Mining +11

Applying support vector machines to predict building energy consumption in tropical region

Bing Dong, Cheng Cao, Siew Eang Lee · Energy and Buildings · 2004 · 795 citations

Architecture, Building Science, Building Performance Simulation +15

Random Forest based hourly building energy prediction

Zeyu Wang, Yueren Wang, Ruochen Zeng et al. · Energy and Buildings · 2018 · 617 citations

Architecture, Architectural Engineering, Building Science +14