Improving Electric Energy Consumption Prediction Using CNN and Bi-LSTM

Tuong Le, Minh Thanh Vo, Bay Vo, +3

Applied Sciences

Energy ConsumptionElectrical EngineeringConvolutional Neural NetworkEngineeringIntelligent Energy System +12

Recurrent inception convolution neural network for multi short-term load forecasting

Junhong Kim, Jihoon Moon, Eenjun Hwang, +1

Energy and Buildings

EngineeringMachine LearningData SciencePredictive AnalyticsDemand Forecasting +5

Combination of short-term load forecasting models based on a stacking ensemble approach

Jihoon Moon, Seungwon Jung, Jehyeok Rew, +2

Energy and Buildings

Forecasting MethodologyEngineeringData SciencePredictive AnalyticsDemand Forecasting +8

Hybrid Short-Term Load Forecasting Scheme Using Random Forest and Multilayer Perceptron

Jihoon Moon, Yongsung Kim, Minjae Son, +1

Energies

Forecasting MethodologyEngineeringSmart GridData ScienceEnergy Management +12

Music emotion classification and context-based music recommendation

Byeong-jun Han, Seungmin Rho, Sanghoon Jun, +1

Multimedia Tools and Applications

MusicComputational MusicologyMusic ClassificationMusic Emotion ClassificationAffective Computing +1

An Attention-Based Multilayer GRU Model for Multistep-Ahead Short-Term Load Forecasting

Seungmin Jung, Jihoon Moon, Sungwoo Park, +1

Sensors

Forecasting MethodologyEngineeringMachine LearningRecurrent Neural NetworkOperations Research +14

A comparative analysis of artificial neural network architectures for building energy consumption forecasting

Jihoon Moon, Sungwoo Park, Seungmin Rho, +1

International Journal of Distributed Sensor Networks

EngineeringNeural Networks (Machine Learning)Energy EfficiencyGreen BuildingBuilding Energy Conservation +20

SMERS: Music Emotion Recognition Using Support Vector Regression

Byeong Jun Han, Seungmin Rho, Roger B. Dannenberg, +1

Figshare

Conditional Tabular GAN-Based Two-Stage Data Generation Scheme for Short-Term Load Forecasting

Jaeuk Moon, Seungwon Jung, Sungwoo Park, +1

IEEE Access

Forecasting MethodologyEngineeringMachine LearningLoad ForecastingData Generation +14

Forecasting power consumption for higher educational institutions based on machine learning

Jihoon Moon, Jinwoong Park, Eenjun Hwang, +1

The Journal of Supercomputing

Energy ConsumptionEngineeringMachine LearningData ScienceEnergy Efficiency +5