TY - JOUR
T1 - Modeling and simulation of a multi source microwave heating of soil based on PSO-BPNN
AU - Wang, Shuqiao
AU - Ge, Yuxuan
AU - Srinivasakannan, C.
AU - Guo, Jinghan
AU - Han, Mengfei
AU - Yuan, Jingzhou
AU - Geng, Yaxian
AU - Zhang, Dingchao
AU - Wang, Xin
N1 - Publisher Copyright:
© 2024 Elsevier Ltd
PY - 2024/12/1
Y1 - 2024/12/1
N2 - Due to rapid industrialization, accumulation of organic pollutants in the soil has been an increasing menace, having detrimental effect on crop yields, toxicity to flora and fauna, and environment in total. Microwave soil remediation technology, has garnered a significant attention in the field of thermal degradation of organic-polluted soil. However, the high-temperature remediation often involve the use of microwave devices with multiple sources, leading to competing and coupling effects, significantly impacting heating efficiency. Therefore, an attempt was made to develop a multiple source microwave device with adjustable inputs for soil heating, to design adjustment schemes for multiple input units. A multi-physics field model consistent with the testing apparatus was developed and utilized to generate the temperature for 625 different adjustment schemes. To further refine and to optimize the adjustment schemes a PSO-BPNN model was integrated and utilized. The simulation results were utilized to predict the most effective adjustment scheme, and was tested. The model potentially serves to estimate the optimal adjustment scheme for multiple source microwave inputs for effective heating of soil.
AB - Due to rapid industrialization, accumulation of organic pollutants in the soil has been an increasing menace, having detrimental effect on crop yields, toxicity to flora and fauna, and environment in total. Microwave soil remediation technology, has garnered a significant attention in the field of thermal degradation of organic-polluted soil. However, the high-temperature remediation often involve the use of microwave devices with multiple sources, leading to competing and coupling effects, significantly impacting heating efficiency. Therefore, an attempt was made to develop a multiple source microwave device with adjustable inputs for soil heating, to design adjustment schemes for multiple input units. A multi-physics field model consistent with the testing apparatus was developed and utilized to generate the temperature for 625 different adjustment schemes. To further refine and to optimize the adjustment schemes a PSO-BPNN model was integrated and utilized. The simulation results were utilized to predict the most effective adjustment scheme, and was tested. The model potentially serves to estimate the optimal adjustment scheme for multiple source microwave inputs for effective heating of soil.
KW - multiple source Microwave
KW - PSO-BPNN
KW - Simulation
KW - Soil Thermal Remediation
UR - https://www.scopus.com/pages/publications/85201399410
U2 - 10.1016/j.applthermaleng.2024.124148
DO - 10.1016/j.applthermaleng.2024.124148
M3 - Article
AN - SCOPUS:85201399410
SN - 1359-4311
VL - 257
JO - Applied Thermal Engineering
JF - Applied Thermal Engineering
M1 - 124148
ER -