4.5 Review

Optimal Control Method of Variable Air Volume Terminal Unit System

Related references

Note: Only part of the references are listed.
Article Thermodynamics

Multi-sensor information fusion based control for VAV systems using thermal comfort constraints

Xu Zhu et al.

Summary: A novel VAV control method is proposed in this study, aiming to improve indoor thermal comfort by fusing information from multiple sensors, allowing real-time adjustment of the supply air temperature setpoint of VAV terminal units to achieve more uniform temperature distribution.

BUILDING SIMULATION (2021)

Article Computer Science, Artificial Intelligence

Artificial intelligence approaches and mechanisms for big data analytics: a systematic study

Amir Masoud Rahmani et al.

Summary: This survey investigates the research on big data analytics using artificial intelligence techniques, selecting related research papers using the Systematic Literature Review method. The study focuses on four groups of mechanisms - machine learning, knowledge-based and reasoning methods, decision-making algorithms, and search methods and optimization theory, discussing and comparing the selected AI-driven big data analytics techniques in terms of scalability, efficiency, precision, and privacy. Additionally, it provides important areas for enhancing big data analytics mechanisms in the future.

PEERJ COMPUTER SCIENCE (2021)

Article Environmental Sciences

Exploring Evaluation Variables for Low-Cost Particulate Matter Monitors to Assess Occupational Exposure

Sander Ruiter et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2020)

Review Energy & Fuels

Control Strategies in Multi-Zone Air Conditioning Systems

Behzad Rismanchi et al.

ENERGIES (2019)

Article Multidisciplinary Sciences

Regression methods in the calibration of low-cost sensors for ambient particulate matter measurements

Marek Badura et al.

SN APPLIED SCIENCES (2019)

Article Computer Science, Information Systems

Black-Box vs. White-Box: Understanding Their Advantages and Weaknesses From a Practical Point of View

Octavio Loyola-Gonzalez

IEEE ACCESS (2019)

Article Construction & Building Technology

Strategies for virtual in-situ sensor calibration in building energy systems

Sungmin Yoon et al.

ENERGY AND BUILDINGS (2018)

Article Construction & Building Technology

Activity-aware HVAC power demand forecasting

Enric Sala-Cardoso et al.

ENERGY AND BUILDINGS (2018)

Article Construction & Building Technology

Characterizing variations in variable air volume system controls

Xiufeng Pang et al.

ENERGY AND BUILDINGS (2017)

Article Construction & Building Technology

Trees vs Neurons: Comparison between random forest and ANN for high-resolution prediction of building energy consumption

Muhammad Waseem Ahmad et al.

ENERGY AND BUILDINGS (2017)

Article Construction & Building Technology

Economic impact of persistent sensor and actuator faults in concrete core activated office buildings

Joachim Verhelst et al.

ENERGY AND BUILDINGS (2017)

Article Green & Sustainable Science & Technology

A Study on a Control Method with a Ventilation Requirement of a VAV System in Multi-Zone

Hyo-Jun Kim et al.

SUSTAINABILITY (2017)

Article Energy & Fuels

Modeling of HVAC operational faults in building performance simulation

Rongpeng Zhang et al.

APPLIED ENERGY (2017)

Proceedings Paper Energy & Fuels

Ventilation for good indoor air quality and energy efficiency

Hazim B. Awbi

SUSTAINABLE SOLUTIONS FOR ENERGY AND ENVIRONMENT, EENVIRO 2016 (2017)

Article Construction & Building Technology

Extended virtual in-situ calibration method in building systems using Bayesian inference

Sungmin Yoon et al.

AUTOMATION IN CONSTRUCTION (2017)

Article Green & Sustainable Science & Technology

Issues of Application of Machine Learning Models for Virtual and Real-Life Buildings

Young Min Kim et al.

SUSTAINABILITY (2016)

Article Computer Science, Artificial Intelligence

Predictive control of multizone heating, ventilation and air-conditioning systems in non-residential buildings

Antoine Garnier et al.

APPLIED SOFT COMPUTING (2015)

Article Construction & Building Technology

Virtual in-situ calibration method in building systems

Yuebin Yu et al.

AUTOMATION IN CONSTRUCTION (2015)

Article Construction & Building Technology

A neural network-based multi-zone modelling approach for predictive control system design in commercial buildings

Hao Huang et al.

ENERGY AND BUILDINGS (2015)

Article Architecture

A Study on the Control Method Without Stratification of Single Duct VAV Terminal Units

Hyo-Jun Kim et al.

JOURNAL OF ASIAN ARCHITECTURE AND BUILDING ENGINEERING (2015)

Review Construction & Building Technology

Theory and applications of HVAC control systems - A review of model predictive control (MPC)

Abdul Afram et al.

BUILDING AND ENVIRONMENT (2014)

Article Construction & Building Technology

A study on the control method of single duct VAV terminal unit through the determination of proper minimum air flow

Su-Hyun Kang et al.

ENERGY AND BUILDINGS (2014)

Review Green & Sustainable Science & Technology

Review of building energy modeling for control and operation

Xiwang Li et al.

RENEWABLE & SUSTAINABLE ENERGY REVIEWS (2014)

Article Construction & Building Technology

Predicting future hourly residential electrical consumption: A machine learning case study

Richard E. Edwards et al.

ENERGY AND BUILDINGS (2012)

Article Thermodynamics

A study of the importance of occupancy to building cooling load in prediction by intelligent approach

Simon S. K. Kwok et al.

ENERGY CONVERSION AND MANAGEMENT (2011)

Article Construction & Building Technology

A study on the energy penalty of various air-side system faults in buildings

S. H. Lee et al.

ENERGY AND BUILDINGS (2010)

Article Construction & Building Technology

An optimal control strategy for complex building central chilled water systems for practical and real-time applications

Zhenjun Ma et al.

BUILDING AND ENVIRONMENT (2009)

Article Construction & Building Technology

Minimum airflow reset of single duct VAV terminal boxes

Young-Hum Cho et al.

BUILDING AND ENVIRONMENT (2009)

Article Energy & Fuels

A grey-box model of next-day building thermal load prediction for energy-efficient control

Qiang Zhou et al.

INTERNATIONAL JOURNAL OF ENERGY RESEARCH (2008)

Article Computer Science, Interdisciplinary Applications

Data-driven modelling: some past experiences and new approaches

Dimitri P. Solomatine et al.

JOURNAL OF HYDROINFORMATICS (2008)

Article Construction & Building Technology

Prediction of hourly energy consumption in buildings based on a feedback artificial neural network

PA González et al.

ENERGY AND BUILDINGS (2005)