Nature inspired algorithms for the solution of inverse heat transfer problems applied to distinct unsteady heat flux orientations in cylindrical castings

被引:3
作者
da Silva-Santos, Carlos Henrique [1 ]
Goulart, Pedro Roberto [1 ]
Bertelli, Felipe [2 ]
Garcia, Amauri [3 ]
Cheung, Noe [3 ]
机构
[1] Fed Inst Educ Sci & Technol Sao Paulo, IFSP, Itapetininga, Brazil
[2] Univ Fed Sao Paulo, Marine Sci Inst, UNIFESP, BR-11070100 Santos, SP, Brazil
[3] Univ Estadual Campinas, UNICAMP, Dept Mfg & Mat Engn, Campinas, Brazil
基金
巴西圣保罗研究基金会;
关键词
Solidification; Inverse heat transfer problem (IHTP); Numerical modeling; Nature inspired algorithms; Metaheuristic optimization; PARTICLE SWARM OPTIMIZATION; TRANSFER-COEFFICIENT; COOLING CONDITIONS; GENETIC ALGORITHM; ALUMINUM-ALLOY; SOLIDIFICATION; MODEL; RESISTANCE; NETWORKS; SEARCH;
D O I
10.1007/s10845-022-01935-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the most important parameters in the foundry design of castings is the heat transfer coefficient at the casting/mold surface (h), which significantly affects the solidification cooling rate and defines the as-cast microstructure and, consequently, its properties. The inverse heat transfer problem (IHTP) is a needed task to be solved in many casting processes to evaluate this coefficient. In this work, four different nature inspired algorithms [genetic algorithm (GA), evolutionary strategy (ES), artificial immune system (AIS) and particle swarm algorithm (PSO)] have been integrated to a numerical model of solidification to solve the IHTP problem with a view to evaluating the transient profile of h during solidification of three different cylindrical casting setups (outward, inward and upward). The aim is to reduce the number of iterations to achieve successful results by the association between metaheuristics and different sets of h values. Therefore, an objective function was modeled to match the temperatures predicted by the numerical model to those of experimental measurements. Sets of 10, 20, 50, 100 and 200 h values used to compose its transient profile have been evaluated by the four metaheuristics approaches aiming to characterize each casting situation.
引用
收藏
页码:2407 / 2430
页数:24
相关论文
共 69 条
  • [1] Reptile Search Algorithm (RSA): A nature-inspired meta-heuristic optimizer
    Abualigah, Laith
    Abd Elaziz, Mohamed
    Sumari, Putra
    Geem, Zong Woo
    Gandomi, Amir H.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2022, 191
  • [2] Aquila Optimizer: A novel meta-heuristic optimization algorithm
    Abualigah, Laith
    Yousri, Dalia
    Abd Elaziz, Mohamed
    Ewees, Ahmed A.
    Al-qaness, Mohammed A. A.
    Gandomi, Amir H.
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2021, 157 (157)
  • [3] The Arithmetic Optimization Algorithm
    Abualigah, Laith
    Diabat, Ali
    Mirjalili, Seyedali
    Elaziz, Mohamed Abd
    Gandomi, Amir H.
    [J]. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2021, 376
  • [4] C plus plus or Python']Python? Which One to Begin With: A Learners Perspective
    Ateeq, Muhammad
    Habib, Hina
    Umer, Adnan
    Ul Rehman, Muzammil
    [J]. 2014 INTERNATIONAL CONFERENCE ON TEACHING AND LEARNING IN COMPUTING AND ENGINEERING (LATICE), 2014, : 64 - 69
  • [5] A Simple Model of the Mold Boundary Condition in Direct-Chill (DC) Casting of Aluminum Alloys
    Baserinia, Amir R.
    Ng, H.
    Weckman, D. C.
    Wells, M. A.
    Barker, S.
    Gallerneault, M.
    [J]. METALLURGICAL AND MATERIALS TRANSACTIONS B-PROCESS METALLURGY AND MATERIALS PROCESSING SCIENCE, 2012, 43 (04): : 887 - 901
  • [6] Comparison of some inverse heat conduction methods using experimental data
    Beck, JV
    Blackwell, B
    HajiSheikh, A
    [J]. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 1996, 39 (17) : 3649 - 3657
  • [7] Beielstein T., 2002, TUNING PSO PARAMETER
  • [8] An efficient discrete PSO coupled with a fast local search heuristic for the DNA fragment assembly problem
    Ben Ali, Abdelkamel
    Luque, Gabriel
    Alba, Enrique
    [J]. INFORMATION SCIENCES, 2020, 512 : 880 - 908
  • [9] Numerical and experimental modelling of two-dimensional unsteady heat transfer during inward solidification of square billets
    Bertelli, Felipe
    Faria, Jonas D.
    Goulart, Pedro R.
    Brito, Crystopher
    Cheung, Noe
    Garcia, Amauri
    [J]. APPLIED THERMAL ENGINEERING, 2016, 96 : 454 - 462
  • [10] An Effective Inverse Heat Transfer Procedure Based on Evolutionary Algorithms to Determine Cooling Conditions of a Steel Continuous Casting Machine
    Bertelli, Felipe
    Silva-Santos, Carlos H.
    Bezerra, Debora J.
    Cheung, Noe
    Garcia, Amauri
    [J]. MATERIALS AND MANUFACTURING PROCESSES, 2015, 30 (04) : 414 - 424