Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

This paper proposes a learning-based adaptive imputation method (LAI) for imputing missing power data in an energy system. This method estimates the missing power data by using the pattern that appears in the collected data. Here, in order to capture the patterns from past power data, we newly model...

Full description

Bibliographic Details
Main Authors: Minkyung Kim, Sangdon Park, Joohyung Lee, Yongjae Joo, Jun Kyun Choi
Format: Article
Language:English
Published: MDPI AG 2017-10-01
Series:Energies
Subjects:
missing data
power data
imputation
kNN algorithm
learning
smart meter
energy system
Online Access:https://www.mdpi.com/1996-1073/10/10/1668

Internet

https://www.mdpi.com/1996-1073/10/10/1668

Similar Items