Analysis of Thermal Comfort in Mediterranean Climate Buildings Using Random Forest

被引：0

作者：

Aparicio-Ruiz, Pablo ^{[1
]}

Barbadilla-Martin, Elena ^{[1
]}

Robles-Velasco, Alicia ^{[1
]}

Ragel-Bonilla, Juan Carlos ^{[1
]}

机构：

[1] Univ Seville, Dept Organizac Ind & Gest Empresas 2, Escuela Tecn Super Ingn, Camino Descubrimientos S-N, Seville 41092, Spain

来源：

PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND INDUSTRIAL MANAGEMENT, ICIEIM-XXVII CONGRESO DE INGENIERIA DE ORGANIZACION, CIO 2023 | 2024年 / 206卷

关键词：

machine learning; comfort; building; variable analysis;

D O I：

10.1007/978-3-031-57996-7_28

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

This paper presents the working process for predicting thermal comfort using a data-driven model with Random Forest. The proposed model is tested considering the ASHRAE Thermal Comfort Database II, on which the results are based. Such a database comprises thermal comfort information worldwide and is developed to generate comfort prediction models based on additional new variables. The results of this study indicate that this approach has the potential to provide more accurate comfort predictions leading to more efficient and comfortable buildings.

引用

页码：161 / 166

页数：6

共 50 条

[1] A Comprehensive Assessment of Indoor Air Quality and Thermal Comfort in Educational Buildings in the Mediterranean Climate
Miao, S.
Gangolells, M.
Tejedor, B.
[J]. INDOOR AIR, 2023, 2023
[2] Fuzzy Logic in the Thermal Comfort of Mediterranean Tertiary Buildings
Ragel-Bonilla, Juan Carlos
Aparicio-Ruiz, Pablo
Barbadilla-Martin, Elena
Guadix-Martin, Jose
[J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND INDUSTRIAL MANAGEMENT, ICIEIM-XXVII CONGRESO DE INGENIERIA DE ORGANIZACION, CIO 2023, 2024, 206 : 189 - 194
[3] Using Thermostats for Indoor Climate Control in Office Buildings: The Effect on Thermal Comfort
Kontes, Georgios D.
Giannakis, Georgios I.
Horn, Philip
Steiger, Simone
Rovas, Dimitrios V.
[J]. ENERGIES, 2017, 10 (09)
[4] Thermal Comfort and Energy Performance of Atrium in Mediterranean Climate
Aram, Reihaneh
Alibaba, Halil Zafer
[J]. SUSTAINABILITY, 2019, 11 (04)
[5] Thermal Comfort in Places of Worship within a Mediterranean Climate
Vella, Robert C.
Martinez, Francisco Javier Rey
Yousif, Charles
Camilleri, Liberato
[J]. SUSTAINABILITY, 2021, 13 (13)
[6] Summer thermal comfort in nursing homes in the Mediterranean climate
Forcada, N.
Gangolells, M.
Casals, M.
Tejedor, B.
Macarulla, M.
Gaspar, K.
[J]. ENERGY AND BUILDINGS, 2020, 229
[7] The Impact of a Vertical Greening System on the Indoor Thermal Comfort in Lightweight Buildings and on the Outdoor Environment in a Mediterranean Climate Context
Lombardo, Grazia
Moschella, Angela
Nocera, Francesco
Salemi, Angelo
Sciuto, Gaetano
Lo Faro, Alessandro
Detommaso, Maurizio
Costanzo, Vincenzo
[J]. SUSTAINABILITY IN ENERGY AND BUILDINGS 2022, 2023, 336 : 37 - 46
[8] Double-Skin Facades for Thermal Comfort and Energy Efficiency in Mediterranean Climate Buildings: Rehabilitating Vulnerable Neighbourhoods
Lopez-Escamilla, Alvaro
Herrera-Limones, Rafael
Leon-Rodriguez, angel Luis
[J]. BUILDINGS, 2024, 14 (02)
[9] Indoor climate experience, migration, and thermal comfort expectation in buildings
Luo, Maohui
Wang, Zhe
Brager, Gail
Cao, Bin
Zhu, Yingxin
[J]. BUILDING AND ENVIRONMENT, 2018, 141 : 262 - 272
[10] Energy Implications of Thermal Comfort in Buildings Considering Climate Change
Sanchez-Garcia, Daniel
Bienvenido-Huertas, David
[J]. APPLIED SCIENCES-BASEL, 2023, 13 (19):

← 1 2 3 4 5 →