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Author:

Ouyang, Jian (Ouyang, Jian.) | Jiang, Zhao (Jiang, Zhao.) | Yang, Hanwen (Yang, Hanwen.) | Li, Jing (Li, Jing.) | Cao, Peng (Cao, Peng.)

Indexed by:

EI Scopus SCIE

Abstract:

The evaporation rate of asphalt emulsion is critical to the strength development of asphalt emulsion materials. Its value is dependent on environmental factors, i.e. relative humidity, temperature, and wind speed. However, the quantitative relation of evaporation rate with these environmental factors are unclear. To quantificationally study the effect of environmental factors on the water evaporation rate of asphalt emulsion, a computational fluid dynamics (CFD) simulation model of water evaporation is firstly proposed and validated by experiment. Then, wide range of environmental factors are studied in the CFD simulation model, and genetic programmingbased symbolic regression is used to train the simulation results of CFD samples. Finally, a relatively accurate prediction equation of the evaporation rate of asphalt emulsion versus environmental factor is proposed, and the sensitivity of the water evaporation rate under the three environmental factors is analyzed. Results show that the evaporation rate can be accurately simulated by CFD. All the three environmental factors can greatly affect the evaporation rate of asphalt emulsion, while their effect on the sensitivity of the water evaporation rate is ranked as: temperature > relative humidity > wind speed. To ensure an acceptable curing period, asphalt emulsionbased materials should be avoided to be paved in the conditions of low temperature and high relative humidity.

Keyword:

Environmental factors Symbolic regression (SR) Computational fluid dynamics (CFD) Evaporation rate of asphalt emulsion Genetic programming (GP)

Author Community:

  • [ 1 ] [Ouyang, Jian]Hainan Univ, Sch civil Engn & architecture, Haikou 570000, Peoples R China
  • [ 2 ] [Ouyang, Jian]Dalian Univ Technol, Sch Transportat & Logist, Dalian 116024, Peoples R China
  • [ 3 ] [Jiang, Zhao]Dalian Univ Technol, Sch Transportat & Logist, Dalian 116024, Peoples R China
  • [ 4 ] [Jiang, Zhao]Hexagon Mfg Intelligence Qingdao Co Ltd, Qingdao 266000, Peoples R China
  • [ 5 ] [Li, Jing]Hexagon Mfg Intelligence Qingdao Co Ltd, Qingdao 266000, Peoples R China
  • [ 6 ] [Yang, Hanwen]Dalian Univ Technol, Sch Civil Engn, Dalian 116024, Peoples R China
  • [ 7 ] [Cao, Peng]Beijing Univ Technol, Fac Architecture Civil & Transportat Engn, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Cao, Peng]Beijing Univ Technol, Fac Architecture Civil & Transportat Engn, Beijing 100124, Peoples R China

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Source :

CONSTRUCTION AND BUILDING MATERIALS

ISSN: 0950-0618

Year: 2024

Volume: 416

7 . 4 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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