다목적 유전 알고리즘을 이용한 바가스 연소로 공기 주입각의 최적화 연구
Optimization of Air Injection Angle in Bagasse Furnace Using a Multi-Objective Genetic Algorithm
  • 김동현
  • 김윤제
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초록

This study presents a multi-objective optimization approach to improve the overall performance of a swirl-type biomass furnace fueled by bagasse. The inlet angles of the top, middle, and bottom air injection chambers were selected as design variables, while the maximum inner wall temperature and the pattern factor (PF), which quantifies the uniformity of temperature distribution, were defined as objective functions. A conjugate heat transfer (CHT) model, incorporating both fluid and solid domains, was employed to accurately simulate the coupled thermal-flow behavior of the furnace. To efficiently explore the design space, design of experiments (DoE) were implemented using a combination of Latin hypercube sampling (LHS) and central composite design (CCD), with additional points added in regions of low predictive accuracy. A surrogate model was developed using genetic algorithm (GA) and employed to construct a response surface for optimization. Multi-objective genetic algorithm (MOGA) was then applied to identify Pareto-optimal solutions. The optimal configuration was found to consist of air injection angles of 29°, 149°, and 0° for the top, middle, and bottom chambers, respectively. Compared to the reference model, the optimized model achieved a 5 °C reduction in maximum wall temperature and a 1.54% improvement in PF. These results demonstrate that the proposed optimization strategy effectively improves the structural integrity and thermal uniformity of the biomass furnace.

키워드

Swirl bagasse furnaceConjugate heat transferDesign of experimentResponse surface methodologyGenetic algorithmMulti-objective optimization선회형 바가스 연소로복합 열전달실험 계획법반응표면법유전 알고리즘다목적 최적화
제목
다목적 유전 알고리즘을 이용한 바가스 연소로 공기 주입각의 최적화 연구
제목 (타언어)
Optimization of Air Injection Angle in Bagasse Furnace Using a Multi-Objective Genetic Algorithm
저자
김동현김윤제
발행일
2025-12
유형
Y
저널명
한국유체기계학회 논문집
28
6
페이지
102 ~ 109