A Bionic-Based Multi-Objective Optimization for a Compact HVAC System with Integrated Air Conditioning, Purification, and Humidification.

IF 3.4 3区 医学 Q1 ENGINEERING, MULTIDISCIPLINARY
He Li, Bozhi Yang, Xinyu Gu, Wen Xu, Xuan Liu
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Abstract

This study is dedicated to the development of a multifunctional device that integrates air conditioning, humidification, and air purification functions, aimed at meeting the demands for energy efficiency, space-saving, and comfortable indoor environments in modern residential and commercial settings. The research focuses on achieving a balance between performance, energy consumption, and noise levels by combining bionic design principles with advanced optimization algorithms to propose innovative design and optimization methods. Specific methods include the establishment and optimization of mathematical models for air conditioning, air purification, and humidification functions. The air conditioning module employs a nonlinear programming model optimized through the Parrot Optimizer (PO) Algorithm to achieve uniform temperature distribution and minimal energy consumption. The air purification function is based on a bionic model and optimized using the Deep ACO Algorithm to ensure high efficiency and low noise levels. The humidification function utilizes a mist diffusion model optimized through the Slime Mold Algorithm (SMA) to enhance performance. Ultimately, a multi-objective optimization model is constructed using the Beluga Whale Optimization (BWO), successfully integrating the three main functions and designing a compact segmented cylindrical device that achieves a balance of high efficiency and multifunctionality. The optimization results indicate that the device exhibits superior performance, with a Clean Air Delivery Rate (CADR) of 400 m3/h, a humidification rate of 1.2 kg/h, a temperature uniformity index of 0.08, and a total power consumption controlled within 1600 W. This study demonstrates the significant potential of bionic design and optimization technology in the development of multifunctional indoor environment control devices, enhancing not only the overall performance of the device but also the comfort and sustainability of the indoor environment. Future work will focus on system scalability, experimental validation, and further optimization of bionic characteristics to expand the device's applicability and enhance its environmental adaptability.

本研究致力于开发一种集空调、加湿和空气净化功能于一体的多功能设备,旨在满足现代住宅和商业环境对节能、节省空间和舒适室内环境的需求。研究重点是通过将仿生设计原理与先进的优化算法相结合,提出创新的设计和优化方法,实现性能、能耗和噪音水平之间的平衡。具体方法包括建立和优化空调、空气净化和加湿功能的数学模型。空调模块采用非线性编程模型,通过鹦鹉优化器(Parrot Optimizer,PO)算法进行优化,以实现均匀的温度分布和最低的能耗。空气净化功能基于仿生模型,采用深度 ACO 算法进行优化,以确保高效率和低噪音。加湿功能采用了通过粘菌算法(SMA)优化的雾扩散模型,以提高性能。最后,利用白鲸优化算法(BWO)构建了一个多目标优化模型,成功整合了三大功能,设计出了一个紧凑的分段式圆柱形装置,实现了高效率和多功能的平衡。优化结果表明,该装置性能优越,洁净空气输送率(CADR)为 400 m3/h,加湿率为 1.2 kg/h,温度均匀性指数为 0.08,总功耗控制在 1600 W 以内。这项研究证明了仿生设计和优化技术在开发多功能室内环境控制装置方面的巨大潜力,不仅提高了装置的整体性能,还增强了室内环境的舒适性和可持续性。未来的工作将侧重于系统的可扩展性、实验验证以及仿生特性的进一步优化,以扩大设备的适用性并增强其环境适应性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Biomimetics
Biomimetics Biochemistry, Genetics and Molecular Biology-Biotechnology
CiteScore
3.50
自引率
11.10%
发文量
189
审稿时长
11 weeks
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