An Empirical Analysis of Thermal Protective Performance of Fabrics Used in Protective Clothing

被引:36
作者
Mandal, Sumit [1 ]
Song, Guowen [2 ,3 ]
机构
[1] Univ Alberta, Dept Human Ecol, Edmonton, AB T6G 2N1, Canada
[2] Iowa State Univ, Dept AESHM, Ames, IA 50011 USA
[3] Tianjin Polytech Univ, Coll Text Engn, Tianjin 300387, Peoples R China
基金
加拿大自然科学与工程研究理事会;
关键词
artificial neural network (ANN); empirical analysis; fabric properties; modeling; multiple linear regression (MLR); predictive models; protective clothing; thermal exposures; thermal protective performance; HEAT-RESISTANT FABRICS; NEURAL-NETWORK MODEL; MOISTURE TRANSPORT; EXPOSURES; FIRE;
D O I
10.1093/annhyg/meu052
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Fabric-based protective clothing is widely used for occupational safety of firefighters/industrial workers. The aim of this paper is to study thermal protective performance provided by fabric systems and to propose an effective model for predicting the thermal protective performance under various thermal exposures. Different fabric systems that are commonly used to manufacture thermal protective clothing were selected. Laboratory simulations of the various thermal exposures were created to evaluate the protective performance of the selected fabric systems in terms of time required to generate second-degree burns. Through the characterization of selected fabric systems in a particular thermal exposure, various factors affecting the performances were statistically analyzed. The key factors for a particular thermal exposure were recognized based on the t-test analysis. Using these key factors, the performance predictive multiple linear regression and artificial neural network (ANN) models were developed and compared. The identified best-fit ANN models provide a basic tool to study thermal protective performance of a fabric.
引用
收藏
页码:1065 / 1077
页数:13
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