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  • Concept Paper
  • Open Access
27 Citations
12,909 Views
15 Pages

Review of HVAC Systems History and Future Applications

  • DeQuante Rashon Mckoy,
  • Raymond Charles Tesiero,
  • Yaa Takyiwaa Acquaah and
  • Balakrishna Gokaraju

22 August 2023

Today, HVAC (heating, ventilation, and air conditioning) systems have become an integral part of modern buildings and are designed to provide comfortable indoor environments while conserving energy and reducing carbon emissions. With advancement in t...

  • Review
  • Open Access
41 Citations
6,155 Views
45 Pages

Model-Free HVAC Control in Buildings: A Review

  • Panagiotis Michailidis,
  • Iakovos Michailidis,
  • Dimitrios Vamvakas and
  • Elias Kosmatopoulos

17 October 2023

The efficient control of HVAC devices in building structures is mandatory for achieving energy savings and comfort. To balance these objectives efficiently, it is essential to incorporate adequate advanced control strategies to adapt to varying envir...

  • Article
  • Open Access
8 Citations
5,337 Views
17 Pages

Building Information Modeling (BIM) has been widely used in the past decade to enhance the design quality of Heating, Ventilation, and Air Conditioning (HVAC) systems. However, in specialized areas such as pharmaceutical facilities, HVAC design has t...

  • Article
  • Open Access
5 Citations
2,593 Views
12 Pages

Development of a Metasilencer Considering Flow in HVAC Systems

  • Hyunsu Kim,
  • Yoonjung Kwon,
  • Sangwoo Lee,
  • Juin Kim and
  • Dongchul Park

8 November 2022

Although the driving noise of electric vehicles has been reduced compared with that of internal combustion engine vehicles, a new interior noise problem is emerging. It is crucial to reduce the noise of the heating, ventilation, and air conditioning...

  • Review
  • Open Access
85 Citations
15,826 Views
30 Pages

Energy Modeling and Model Predictive Control for HVAC in Buildings: A Review of Current Research Trends

  • Dongsu Kim,
  • Jongman Lee,
  • Sunglok Do,
  • Pedro J. Mago,
  • Kwang Ho Lee and
  • Heejin Cho

1 October 2022

Buildings use up to 40% of the global primary energy and 30% of global greenhouse gas emissions, which may significantly impact climate change. Heating, ventilation, and air-conditioning (HVAC) systems are among the most significant contributors to g...

  • Article
  • Open Access
22 Citations
6,711 Views
20 Pages

The Impact of HVAC on the Development of Autonomous and Electric Vehicle Concepts

  • Adrian König,
  • Sebastian Mayer,
  • Lorenzo Nicoletti,
  • Stephan Tumphart and
  • Markus Lienkamp

9 January 2022

Automation and electrification are changing vehicles and mobility. Whereas electrification is mainly changing the powertrain, automation enables the rethinking of the vehicle and its applications. The actual driving range is an important requirement...

  • Article
  • Open Access
11 Citations
3,995 Views
19 Pages

Bayesian Optimization Framework for HVAC System Control

  • Xingbin Lin,
  • Qi Guo,
  • Deyu Yuan and
  • Min Gao

20 January 2023

The use of machine-learning algorithms in optimizing the energy efficiency of HVAC systems has been widely studied in recent years. Previous research has focused mainly on data-driven model predictive controls and reinforcement learning. Both approac...

  • Article
  • Open Access
2 Citations
2,829 Views
19 Pages

Exploring Environmental Impacts on HVAC Infrastructure Degradation Rate

  • Timothy Frank,
  • Josh Aldred,
  • Justin White,
  • Marcus Catchpole,
  • Michelle Cabonce and
  • Sophie Boulware

20 February 2024

Environmental factors degrade civil infrastructure that is critical to humankind’s way of life. Sustainable asset management and capital allocation of infrastructure require an understanding of which factors most impact degradation. Heating, ve...

  • Article
  • Open Access
3 Citations
3,727 Views
13 Pages

Multi-Model Identification of HVAC System

  • Yousef Alipouri and
  • Lexuan Zhong

12 January 2021

Heat, ventilation and air conditioning (HVAC) is a crucial system for maintaining acceptable air quality and keeping the building and its occupants healthy. There are some challenges in controlling and identifying this system as it commonly operates...

  • Article
  • Open Access
13 Citations
4,102 Views
19 Pages

Barriers to BIM Implementation in the HVAC Industry: An Exploratory Study

  • İsmail Cengiz Yılmaz,
  • Deniz Yılmaz,
  • Onur Kandemir,
  • Hamdi Tekin,
  • Şenay Atabay and
  • Ülger Bulut Karaca

In recent times, the rise of urbanization, industrialization, population growth, food security, and the COVID-19 pandemic have led to an increased demand for indoor spaces with efficient air conditioning systems. As a result, there is a growing inter...

  • Article
  • Open Access
3 Citations
3,784 Views
21 Pages

Dynamic Energy Consumption Modeling for HVAC Systems in Electric Vehicles

  • Beatrice Pulvirenti,
  • Giacomo Puccetti and
  • Giovanni Semprini

23 March 2025

Motivated by the strong transition to electric mobility we are witnessing currently, in this paper, we present a novel methodology to predict the dynamic behavior of heat, ventilation and air conditioning (HVAC) systems for electric vehicles. The app...

  • Article
  • Open Access
12 Citations
5,030 Views
11 Pages

Edge HVAC Analytics

  • Ioan Petri,
  • Omer Rana,
  • Yacine Rezgui and
  • Fodil Fadli

2 September 2021

Integrating data analytics, optimisation and dynamic control to support energy services has seen significant interest in recent years. Larger appliances used in an industry context are now provided with Internet of Things (IoT)-based interfaces that...

  • Feature Paper
  • Article
  • Open Access
9 Citations
2,836 Views
21 Pages

14 October 2023

Buildings’ heating, ventilation, and air-conditioning (HVAC) systems account for significant global energy use. Proper maintenance can minimize their environmental footprint and enhance the quality of the indoor environment. The adoption of Int...

  • Review
  • Open Access
129 Citations
25,772 Views
16 Pages

Sustainability of Heating, Ventilation and Air-Conditioning (HVAC) Systems in Buildings—An Overview

  • Nilofar Asim,
  • Marzieh Badiei,
  • Masita Mohammad,
  • Halim Razali,
  • Armin Rajabi,
  • Lim Chin Haw and
  • Mariyam Jameelah Ghazali

Increasing demand on heating, ventilation, and air-conditioning (HVAC) systems and their importance, as the respiratory system of buildings, in developing and spreading various microbial contaminations and diseases with their huge global energy consu...

  • Article
  • Open Access
19 Citations
3,703 Views
13 Pages

17 May 2022

In the building operation phase, the Heating, Ventilation, and Air-Conditioning (HVAC) equipment are the main contributors to excessive energy consumption unless proper design and maintenance is carried out. Moreover, HVAC problems might have an impa...

  • Article
  • Open Access
2,516 Views
27 Pages

Research on Real-Time Control Strategy for HVAC Systems in University Libraries

  • Yiquan Zou,
  • Wentao Zou,
  • Han Chen,
  • Xingyao Dong,
  • Luxi Zhu and
  • Hong Shu

6 March 2025

The energy consumption of library facilities in college buildings is significant, with the HVAC system accounting for 40–60% of the total energy use. Many university libraries, particularly those constructed in earlier years, rely on manual con...

  • Article
  • Open Access
7 Citations
3,077 Views
19 Pages

9 November 2019

The high penetration of renewable power generators and various loads have brought a great challenge for dispatching energy in a microgrid system. Heating ventilation air conditioning (HVAC) system, as a household appliance with high popularity, can b...

  • Article
  • Open Access
36 Citations
9,829 Views
31 Pages

Wireless Sensors and IoT Platform for Intelligent HVAC Control

  • António Ruano,
  • Sérgio Silva,
  • Helder Duarte and
  • P.M. Ferreira

3 March 2018

Energy consumption of buildings (residential and non-residential) represents approximately 40% of total world electricity consumption, with half of this energy consumed by HVAC systems. Model-Based Predictive Control (MBPC) is perhaps the technique m...

  • Article
  • Open Access
7 Citations
10,049 Views
19 Pages

11 August 2019

Sensor-based intelligence is essential in future smart buildings, but the benefits of increasing the number of sensors come at a cost. First, purchasing the sensors themselves can incur non-negligible costs. Second, since the sensors need to be physi...

  • Article
  • Open Access
24 Citations
7,718 Views
15 Pages

8 January 2019

In the U.S., the heating, ventilation, and air conditioning (HVAC) system is generally the largest electricity-consuming end-use in a residential building. However, homeowners are less likely to have their HVAC system serviced regularly, thus ineffic...

  • Article
  • Open Access
22 Citations
9,447 Views
19 Pages

Energy Performance and CO2 Emissions of HVAC Systems in Commercial Buildings

  • Rafat Al-Waked,
  • Mohammad Shakir Nasif,
  • Nathan Groenhout and
  • Lester Partridge

Energy performance of buildings has attracted much attention among building physicists and engineers worldwide. The effects of building heating; ventilation; and air conditioning (HVAC) systems’ design upgrade on the building energy performance are t...

  • Article
  • Open Access
20 Citations
7,454 Views
21 Pages

End-to-End Deep Reinforcement Learning Control for HVAC Systems in Office Buildings

  • Xuyang Zhong,
  • Zhiang Zhang,
  • Ruijun Zhang and
  • Chenlu Zhang

The heating, ventilation, and air conditioning (HVAC) system is a major energy consumer in office buildings, and its operation is critical for indoor thermal comfort. While previous studies have indicated that reinforcement learning control can impro...

  • Article
  • Open Access
10 Citations
3,580 Views
14 Pages

7 December 2021

Heating, ventilating, and air conditioning (HVAC) units account for a significant consumption share in buildings, namely office buildings. Therefore, this paper addresses the possibility of having an intelligent and more cost-effective solution for t...

  • Article
  • Open Access
7 Citations
3,565 Views
18 Pages

3 December 2021

Vehicular technology has integrated many features in the system, which enhances the safety and comfort of the user. Among these features, heating, ventilation, and air conditioning (HVAC) is the only feature that maintains the set cabin air temperatu...

  • Article
  • Open Access
21 Citations
8,118 Views
30 Pages

13 February 2022

Selecting a suitable heating, ventilation, and air-conditioning (HVAC) system is critical, because it impacts a building’s life cycle cost (LCC). Several factors affect the selection decision, such as quality, buildability, internal and externa...

  • Systematic Review
  • Open Access
24 Citations
15,187 Views
37 Pages

Artificial Intelligence Approaches to Energy Management in HVAC Systems: A Systematic Review

  • Seyed Abolfazl Aghili,
  • Amin Haji Mohammad Rezaei,
  • Mohammadsoroush Tafazzoli,
  • Mostafa Khanzadi and
  • Morteza Rahbar

21 March 2025

Heating, Ventilation, and Air Conditioning (HVAC) systems contribute a considerable share of total global energy consumption and carbon dioxide emissions, putting them at the heart of the issues of decarbonization and removing barriers to achieving n...

  • Article
  • Open Access
9 Citations
3,446 Views
18 Pages

17 June 2022

In the U.S., approximately 47% of the total electricity use comes from residential buildings. Most of the residential buildings use HVAC system to ventilate, cool, or heat the indoor environmental spaces mechanically, rather than using natural outdoo...

  • Review
  • Open Access
16 Citations
4,486 Views
41 Pages

Integration and Optimal Control of MicroCSP with Building HVAC Systems: Review and Future Directions

  • Mohamed Toub,
  • Chethan R. Reddy,
  • Rush D. Robinett and
  • Mahdi Shahbakhti

30 January 2021

Heating, ventilation, and air-conditioning (HVAC) systems are omnipresent in modern buildings and are responsible for a considerable share of consumed energy and the electricity bill in buildings. On the other hand, solar energy is abundant and could...

  • Article
  • Open Access
11 Citations
7,611 Views
25 Pages

HVAC Systems Applied in University Buildings with Control Based on PMV and aPMV Indexes

  • Eusébio Z. E. Conceição,
  • António F. M. Sousa,
  • João M. M. Gomes and
  • António E. Ruano

In this work, HVAC (Heating, Ventilation and Air Conditioning) systems applied in university buildings with control based on PMV (Predicted Mean Vote) and aPMV (adaptive Predicted Mean Vote) indexes are discussed. The building’s thermal behavio...

  • Article
  • Open Access
2 Citations
2,077 Views
15 Pages

24 October 2024

The pressure difference in buildings causes indoor and outdoor airflow, significantly impacting the indoor thermal environment and building energy consumption due to the introduction of outdoor air. The pressure difference in buildings is highly vari...

  • Review
  • Open Access
26 Citations
5,118 Views
24 Pages

An Autonomic Cycle of Data Analysis Tasks for the Supervision of HVAC Systems of Smart Building

  • Jose Aguilar,
  • Douglas Ardila,
  • Andrés Avendaño,
  • Felipe Macias,
  • Camila White,
  • José Gomez-Pulido,
  • José Gutierrez de Mesa and
  • Alberto Garces-Jimenez

16 June 2020

Early fault detection and diagnosis in heating, ventilation and air conditioning (HVAC) systems may reduce the damage of equipment, improving the reliability and safety of smart buildings, generating social and economic benefits. Data models for faul...

  • Article
  • Open Access
28 Citations
9,663 Views
19 Pages

2 June 2014

Conventional heating, ventilating, and air conditioning (HVAC) systems have traditionally used the temperature and the humidity ratio as the quantitative indices of comfort in a room. Recently, the carbon dioxide (CO2) concentration has also been rec...

  • Article
  • Open Access
42 Citations
8,647 Views
15 Pages

16 July 2018

Buildings consume 73% of electricity produced in the United States and, currently, they are largely passive participants in the electric grid. However, the flexibility in building loads can be exploited to provide ancillary services to enhance the gr...

  • Article
  • Open Access
26 Citations
7,477 Views
26 Pages

HVAC Control System Using Predicted Mean Vote Index for Energy Savings in Buildings

  • Daniel Fernando Espejel-Blanco,
  • José Antonio Hoyo-Montaño,
  • Jaime Arau,
  • Guillermo Valencia-Palomo,
  • Abel García-Barrientos,
  • Héctor Ricardo Hernández-De-León and
  • Jorge Luis Camas-Anzueto

Nowadays, reducing energy consumption is the fastest way to reduce the use of fossil fuels and, therefore, greenhouse gas emissions. Heating, Ventilation, and Air Conditioning (HVAC) systems are used to maintain an indoor environment in comfortable c...

  • Article
  • Open Access
55 Citations
7,690 Views
38 Pages

Evaluating the Adaptability of Reinforcement Learning Based HVAC Control for Residential Houses

  • Kuldeep Kurte,
  • Jeffrey Munk,
  • Olivera Kotevska,
  • Kadir Amasyali,
  • Robert Smith,
  • Evan McKee,
  • Yan Du,
  • Borui Cui,
  • Teja Kuruganti and
  • Helia Zandi

18 September 2020

Intelligent Heating, Ventilation, and Air Conditioning (HVAC) control using deep reinforcement learning (DRL) has recently gained a lot of attention due to its ability to optimally control the complex behavior of the HVAC system. However, more explor...

  • Article
  • Open Access
400 Views
18 Pages

12 November 2025

Assessing preferences for heating, ventilation, and air conditioning (HVAC) sounds is important for improving comfort in living spaces. Recently, preference assessments using neurophysiological measurements have gained attention. However, association...

  • Article
  • Open Access
21 Citations
5,251 Views
20 Pages

Optimal Dispatch of Aggregated HVAC Units for Demand Response: An Industry 4.0 Approach

  • Michael Short,
  • Sergio Rodriguez,
  • Richard Charlesworth,
  • Tracey Crosbie and
  • Nashwan Dawood

13 November 2019

Demand response (DR) involves economic incentives aimed at balancing energy demand during critical demand periods. In doing so DR offers the potential to assist with grid balancing, integrate renewable energy generation and improve energy network sec...

  • Article
  • Open Access
11 Citations
6,019 Views
12 Pages

Optimal Control Method for HVAC Systems in Offices with a Control Algorithm Based on Thermal Environment

  • Sung-Kyung Kim,
  • Won-Hwa Hong,
  • Jung-Ha Hwang,
  • Myung-Sup Jung and
  • Yong-Seo Park

This study examined a method to reduce energy consumption in office buildings. Correspondingly, an optimal control method was proposed for heating, ventilation, and air conditioning (HVAC) systems via two control algorithms that considered the indoor...

  • Article
  • Open Access
30 Citations
7,879 Views
31 Pages

The Role of HVAC Design and Windows on the Indoor Airflow Pattern and ACH

  • Behrouz Pirouz,
  • Stefania Anna Palermo,
  • Seyed Navid Naghib,
  • Domenico Mazzeo,
  • Michele Turco and
  • Patrizia Piro

15 July 2021

The purpose of heating, ventilation, and air conditioning (HVAC) systems are to create optimum thermal comfort and appropriate indoor air quality (IAQ) for occupants. Air ventilation systems can significantly affect the health risk in indoor environm...

  • Review
  • Open Access
379 Views
27 Pages

Emerging HVAC Technologies and Best Practices for Energy-Efficient, Low-Carbon Buildings: A Review

  • Rakesh Kumar,
  • Phalguni Mukhopadhyaya,
  • Thomas Froese,
  • Alex Dekin and
  • Madelaine Prince

5 March 2026

This review paper discusses the technological advancements and innovative strategies of heating, ventilation, and air conditioning (HVAC) systems for buildings. Buildings are a major contributor to energy consumption and greenhouse gas (GHG) emission...

  • Article
  • Open Access
9 Citations
5,595 Views
19 Pages

1 February 2018

In the early design phase of a building, the task of the Heating, Ventilation and Air Conditioning (HVAC) engineer is to propose an appropriate HVAC system for a given building. This system should provide thermal comfort to the building occupants at...

  • Article
  • Open Access
13 Citations
5,585 Views
15 Pages

Heating, Ventilation, and Air-Conditioning (HVAC) systems are critical components of maintaining an indoor air quality that ensures the thermal comfort of occupants in diverse building types. However, HVAC systems are also responsible for a substanti...

  • Article
  • Open Access
9 Citations
5,039 Views
28 Pages

Thermodynamic Optimization of Building HVAC Systems Through Dynamic Modeling and Advanced Machine Learning

  • Samuel Moveh,
  • Emmanuel Alejandro Merchán-Cruz,
  • Ahmed Osman Ibrahim,
  • Zeinab Abdallah Mohammed Elhassan,
  • Nada Mohamed Ramadan Abdelhai and
  • Mona Dafalla Abdelrazig

25 February 2025

This study enhances thermodynamic efficiency and demand response in an office building’s HVAC system using machine learning (ML) and model predictive control (MPC). This study, conducted in a simulated EnergyPlus 8.9 environment integrated with...

  • Article
  • Open Access
36 Citations
8,740 Views
26 Pages

Development of Anomaly Detectors for HVAC Systems Using Machine Learning

  • Davide Borda,
  • Mattia Bergagio,
  • Massimo Amerio,
  • Marco Carlo Masoero,
  • Romano Borchiellini and
  • Davide Papurello

10 February 2023

Faults and anomalous behavior affect the operation of Heating, Ventilation and Air Conditioning (HVAC) systems. This causes performance loss, energy waste, noncompliance with regulations and discomfort among occupants. To prevent damage, automated, f...

  • Article
  • Open Access
12 Citations
3,815 Views
14 Pages

Data-Driven Modeling of HVAC Systems for Operation of Virtual Power Plants Using a Digital Twin

  • Hyang-A Park,
  • Gilsung Byeon,
  • Wanbin Son,
  • Jongyul Kim and
  • Sungshin Kim

10 October 2023

Confronted with the climate crisis, the world is making tremendous efforts in energy transition, such as expanding renewable energy that does not emit carbon. The importance of virtual power plant (VPP) operation technology has emerged to secure grid...

  • Article
  • Open Access
20 Citations
6,431 Views
12 Pages

23 December 2020

Electric vehicles (EVs) generally use an electric heating system to provide heat. However, the heating system consumes a large amount of energy, and therefore reduces the mileage of the vehicle. The energy consumption can be reduced by replacing the...

  • Feature Paper
  • Article
  • Open Access
5 Citations
3,600 Views
10 Pages

Intercultural Differences in the Perception of HVAC Sound Quality in Car Cabins: From Conventional to Electric Vehicles

  • Massimiliano Masullo,
  • Katsuya Yamauchi,
  • Minori Dan,
  • Federico Cioffi and
  • Luigi Maffei

2 December 2021

In electric-powered cars, the production of which is increasing, the HVAC system is responsible for most of the noise inside the car’s cabin, causing significant discomfort for passengers. Moreover, the noise produced by the HVAC affects the pe...

  • Article
  • Open Access
16 Citations
4,391 Views
19 Pages

6 September 2023

Efficiency and comfort in buildings rely on on well-functioning HVAC systems. However, system faults can compromise performance. Modern data-driven fault detection methods, considering diverse techniques, encounter challenges in understanding intrica...

  • Article
  • Open Access
422 Views
24 Pages

Research on HVAC Energy Consumption Prediction Based on TCN-BiGRU-Attention

  • Limin Wang,
  • Jiangtao Dai,
  • Jumin Zhao,
  • Wei Gao and
  • Dengao Li

17 December 2025

HVAC (Heating, Ventilation and Air Conditioning) system in buildings is a major component of energy consumption, and realizing high-precision energy consumption prediction is of great significance for intelligent building management. Aiming at the pr...

  • Article
  • Open Access
21 Citations
3,740 Views
18 Pages

Numerical Evaluation of a HVAC System Based on a High-Performance Heat Transfer Fluid

  • Gianpiero Colangelo,
  • Brenda Raho,
  • Marco Milanese and
  • Arturo de Risi

4 June 2021

Nanofluids have great potential to improve the heat transfer properties of liquids, as demonstrated by recent studies. This paper presents a novel idea of utilizing nanofluid. It analyzes the performance of a HVAC (Heating Ventilation Air Conditionin...

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