Evidence map›Paper›PMID 40136813›Full record

ArticleBiomimetics (Basel, Switzerland)2025

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

He Li, Bozhi Yang, Xinyu Gu, Wen Xu, Xuan Liu

Abstract read
In one paragraph

Article in Biomimetics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

He LiSchool of Sciences, Changzhou Institute of Technology, Changzhou 213032, China.ORCID 0009-0003-5040-7781
Bozhi YangSchool of Mathematics and Statistics, Anyang Normal University, Anyang 455000, China.ORCID 0009-0002-9867-5374
Xinyu GuSchool of Sciences, Changzhou Institute of Technology, Changzhou 213032, China.ORCID 0009-0008-5833-347X
Wen XuSchool of Sciences, Changzhou Institute of Technology, Changzhou 213032, China.
Xuan LiuSchool of Sciences, Changzhou Institute of Technology, Changzhou 213032, China.

Funding

General Project of Basic Science (Natural Science) Research of Higher Education Institutions in Jiangsu Province 23KJB630001Jiangsu Province Key Statistical Research Project JSTJ2024W021
6 · The paper itself

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 m

Indexed as

beluga whale optimization (BWO)biomimetic designdeep ACO algorithmmultifunctional devicemulti-objective optimizationslime mold algorithm (SMA)

Identifiers

PMID40136813
PMCPMC11940064

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.