Data-driven application on the optimization of a heat pump system for district heating load supply: A validation based on onsite test

Electric demand minimization of existing district chiller plants with rigid or flexible thermal demand

(2021) Mohammad Hassan Fathollahzadeh et al.   APPLIED ENERGY

Prediction of residential district heating load based on machine learning: A case study

(2021) Ziqing Wei et al.   ENERGY

State of the art review on model predictive control (MPC) in Heating Ventilation and Air-conditioning (HVAC) field

(2021) Ye Yao et al.   BUILDING AND ENVIRONMENT

Controlling a large constant speed centrifugal chiller to provide grid frequency regulation: A validation based on onsite tests

(2021) Kui Shan et al.   APPLIED ENERGY

A review of optimization approaches for controlling water-cooled central cooling systems

(2021) Lizhi Jia et al.   BUILDING AND ENVIRONMENT

Load shifting potential assessment of building thermal storage performance for building design

(2021) Yan Ding et al.   ENERGY

Accurate forecasting of building energy consumption via a novel ensembled deep learning method considering the cyclic feature

(2020) Guiqing Zhang et al.   ENERGY

A review of the-state-of-the-art in data-driven approaches for building energy prediction

(2020) Ying Sun et al.   ENERGY AND BUILDINGS

Research on a forecasted load-and time delay-based model predictive control (MPC) district energy system model

(2020) Jing Zhao et al.   ENERGY AND BUILDINGS

Predicting chiller system performance using ARIMA-regression models

(2020) W.T. Ho et al.   Journal of Building Engineering

A hierarchical framework for holistic optimization of the operations of district cooling systems

(2019) Zhonglin Chiam et al.   APPLIED ENERGY

Data fusion in predicting internal heat gains for office buildings through a deep learning approach

(2019) Zhe Wang et al.   APPLIED ENERGY

Stochastic optimized chiller operation strategy based on multi-objective optimization considering measurement uncertainty

(2019) Shunian Qiu et al.   ENERGY AND BUILDINGS

Modeling and forecasting building energy consumption: A review of data-driven techniques

(2019) Mathieu Bourdeau et al.   Sustainable Cities and Society

Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm

(2019) Wei Wang et al.   APPLIED ENERGY

Predicting residential energy consumption using CNN-LSTM neural networks

(2019) Tae-Young Kim et al.   ENERGY

A predictive TRNSYS model for long-term operation of a hybrid ground source heat pump system with innovative horizontal buried pipe type

(2019) Gaoyang Hou et al.   RENEWABLE ENERGY

Development of a simulation-optimization model for sustainable operation of groundwater heat pump system

(2019) Dong Kyu Park et al.   RENEWABLE ENERGY

Effect of input variables on cooling load prediction accuracy of an office building

(2018) Yan Ding et al.   APPLIED THERMAL ENGINEERING

A general approach for mixed-integer predictive control of HVAC systems using MILP

(2018) Christian Dullinger et al.   APPLIED THERMAL ENGINEERING

Investigation of annual energy performance of a VWV air source heat pump system

(2018) R.Z. Wang et al.   INTERNATIONAL JOURNAL OF REFRIGERATION-REVUE INTERNATIONALE DU FROID

An optimized grey model for annual power load forecasting

(2016) Huiru Zhao et al.   ENERGY

Performance analysis of hybrid ground source heat pump systems based on ANN predictive control

(2014) Wenjie Gang et al.   APPLIED ENERGY

General review of ground-source heat pump systems for heating and cooling of buildings

(2013) Ioan Sarbu et al.   ENERGY AND BUILDINGS

Energy analysis of chilled water system configurations using simulation-based optimization

(2012) Muzaffar Ali et al.   ENERGY AND BUILDINGS

Supervisory and optimal control of central chiller plants using simplified adaptive models and genetic algorithm

(2010) Zhenjun Ma et al.   APPLIED ENERGY