Operation and performance of VRF systems: Mining a large-scale dataset

A review of recent advancements of variable refrigerant flow air-conditioning systems

(2020) Hanlong Wan et al.   APPLIED THERMAL ENGINEERING

Evaluation of thermal imbalance of ground source heat pump systems in residential buildings in China

(2020) Mingyang Qian et al.   Building Simulation

Power consumption and energy efficiency of VRF system based on large scale monitoring virtual sensors

(2020) Mingyang Qian et al.   Building Simulation

New method for measuring field performance of variable refrigerant flow systems based on compressor set energy conservation

(2019) Guohui Zhang et al.   APPLIED THERMAL ENGINEERING

GMM clustering for heating load patterns in-depth identification and prediction model accuracy improvement of district heating system

(2019) Yakai Lu et al.   ENERGY AND BUILDINGS

Clustering and statistical analyses of air-conditioning intensity and use patterns in residential buildings

(2018) Jingjing An et al.   ENERGY AND BUILDINGS

A review of unsupervised statistical learning and visual analytics techniques applied to performance analysis of non-residential buildings

(2018) Clayton Miller et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Abnormal energy identification of variable refrigerant flow air-conditioning systems based on data mining techniques

(2018) Jiahui Liu et al.   APPLIED THERMAL ENGINEERING

Development of a control algorithm aiming at cost-effective operation of a VRF heating system

(2018) Jin Woo Moon et al.   APPLIED THERMAL ENGINEERING

A survey on energy consumption and energy usage behavior of households and residential building in urban China

(2017) Shan Hu et al.   ENERGY AND BUILDINGS

IEA EBC Annex 66: Definition and simulation of occupant behavior in buildings

(2017) Da Yan et al.   ENERGY AND BUILDINGS

Development of a virtual variable-speed compressor power sensor for variable refrigerant flow air conditioning system

(2017) Yabin Guo et al.   INTERNATIONAL JOURNAL OF REFRIGERATION-REVUE INTERNATIONALE DU FROID

Comparative study of the cooling energy performance of variable refrigerant flow systems and variable air volume systems in office buildings

(2016) Xinqiao Yu et al.   APPLIED ENERGY

Extending the virtual refrigerant charge sensor (VRC) for variable refrigerant flow (VRF) air conditioning system using data-based analysis methods

(2016) Guannan Li et al.   APPLIED THERMAL ENGINEERING

A novel efficient SVM-based fault diagnosis method for multi-split air conditioning system’s refrigerant charge fault amount

(2016) Kaizheng Sun et al.   APPLIED THERMAL ENGINEERING

Development and application of the load responsive control of the evaporating temperature in a VRF system for cooling energy savings

(2016) Geun Young Yun et al.   ENERGY AND BUILDINGS

Big-data for building energy performance: Lessons from assembling a very large national database of building energy use

(2015) Paul A. Mathew et al.   APPLIED ENERGY

Single and multi-family residential central all-air HVAC system operational characteristics in cooling-dominated climate

(2015) Kristen Sara Cetin et al.   ENERGY AND BUILDINGS

Occupancy schedules learning process through a data mining framework

(2015) Simona D’Oca et al.   ENERGY AND BUILDINGS

Modeling heating and cooling loads by artificial intelligence for energy-efficient building design

(2014) Jui-Sheng Chou et al.   ENERGY AND BUILDINGS

Divide and Conquer? ${k}$-Means Clustering of Demand Data Allows Rapid and Accurate Simulations of the British Electricity System

(2014) Richard Green et al.   IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT

Clustering time-series energy data from smart meters

(2014) Alexander Lavin et al.   Energy Efficiency

Achieving better energy-efficient air conditioning – A review of technologies and strategies

(2012) K.J. Chua et al.   APPLIED ENERGY