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Evaluation of different subcooling arrangements in a CO2 refrigeration plant using extractions from the flash-gas tank 利用闪焰气罐萃取物对CO2制冷装置中不同过冷装置的评价
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-21 DOI: 10.1016/j.ijrefrig.2025.03.037
F. Vidan-Falomir, R. Larrondo-Sancho, D. Sánchez, R. Cabello
Carbon dioxide (CO2) is a widely used natural refrigerant with a low critical temperature (∼31 °C), that makes necessary the use of complex cycle arrangements to enhance the performance of refrigerating plants, especially at high ambient temperatures. Considering this, the present work evaluates two simple subcooling arrangements experimentally based on stream extractions from the flash-gas tank installed between the back-pressure valve and the thermostatic expansion valve. These extractions are expanded in a subcooler installed at the exit of the gas-cooler, providing the subcooling effect depending on the tank pressure and the fluid extracted (liquid or vapour). Since the flash-gas tank pressure introduces a new degree of freedom, an optimisation process for maximising the COP is mandatory depending on the heat-rejection conditions (temperature and pressure). Therefore, this work presents the optimisation process for three heat-rejection temperatures (28, 31 and 34 °C) using extractions from vapour or liquid, reaching COP improvements up to 9.4 % with optimal pressure reductions of up to 3.0 bar.
二氧化碳(CO2)是一种广泛使用的天然制冷剂,具有较低的临界温度(~ 31°C),这使得有必要使用复杂的循环安排来提高制冷设备的性能,特别是在高环境温度下。考虑到这一点,本工作基于安装在背压阀和恒温膨胀阀之间的闪气罐的流提取,对两种简单的过冷布置进行了实验评估。这些提取液在安装在气体冷却器出口处的过冷器中进行膨胀,根据储罐压力和提取的流体(液体或蒸汽)提供过冷效果。由于闪气罐压力引入了新的自由度,因此必须根据散热条件(温度和压力)优化COP最大化过程。因此,这项工作提出了三种散热温度(28,31和34°C)的优化过程,使用从蒸汽或液体中提取,达到COP改善高达9.4%,最佳压力降低高达3.0 bar。
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引用次数: 0
Numerical simulation of two-phase refrigerant separation in conical cyclones for vapor-compression refrigeration systems 蒸汽压缩制冷系统锥形旋流器两相制冷剂分离的数值模拟
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-17 DOI: 10.1016/j.ijrefrig.2025.03.040
Faramarz Ilamidoshmanziari, Long Ni
The study emphasizes the need for vapor-liquid separators in refrigeration systems to increase efficiency and reliability. A separator utilized ahead of the evaporator serves several purposes: by removing vapor from the mixture, it improves evaporator compactness via increasing heat exchange efficiency, lowers evaporator pressure drop, and reduces compressor work. This work gives a comprehensive computational fluid dynamics (CFD) investigation of vapor-liquid separation processes for the refrigerant R32 using five conical cyclone separator models. The study focuses on evaluating flow patterns and configurations within the separator, and its geometric properties, while changing the inlet mass flow rate and quality from 0.012 kg.s-1 to 0.036 kg.s-1 and 0.1 to 0.3, respectively. The results reveal that all the geometric models have a liquid separation efficiency above 99 %. In addition, it has been shown that decreasing the conic diameter can improve vapor separation by as much as 25 %. Variations in the height of the cylindrical section have little effect on the vapor separation efficiency. Also, the vapor separation efficiency increases at higher refrigerant flow rates, as indicated by the study results. Relevant to the above context, this investigation yields important knowledge on the design and optimization of refrigeration systems, especially from the perspective of the vapor-liquid separation processes.
该研究强调了在制冷系统中使用汽液分离器以提高效率和可靠性的必要性。在蒸发器之前使用分离器有几个目的:通过从混合物中去除蒸汽,通过提高热交换效率来改善蒸发器的紧凑性,降低蒸发器的压降,并减少压缩机的工作。本文采用五种锥形旋风分离器模型对制冷剂R32的气液分离过程进行了全面的计算流体动力学(CFD)研究。研究的重点是在进口质量流量和质量从0.012 kg开始改变的情况下,评估分离器内部的流动模式和配置,以及分离器的几何特性。S-1至0.036公斤。S-1和0.1 ~ 0.3。结果表明,所有几何模型的分离效率均在99%以上。此外,减小圆锥直径可使蒸汽分离率提高25%。圆柱截面高度的变化对蒸汽分离效率影响不大。此外,研究结果表明,在较高的制冷剂流量下,蒸汽分离效率也会提高。与上述背景相关,本研究对制冷系统的设计和优化,特别是从汽液分离过程的角度,产生了重要的知识。
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引用次数: 0
Study on the effect of ejector on the performance of low temperature transcritical CO2 two-stage compression refrigeration system 喷射器对低温跨临界CO2两级压缩制冷系统性能影响的研究
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-15 DOI: 10.1016/j.ijrefrig.2025.04.010
Xiaocui Li , Liang Zhang , Xiaofeng Xu
This paper presents a refrigeration experimental platform that can switch between a two-stage transcritical CO2 compression system with and without an ejector. Through theoretical simulation and experimental methods, the effects of ejector on system performance were investigated under the conditions of indoor temperatures ranging from -34∼-20 °C, gas cooler pressures ranging from 8.2∼9.7 MPa, and low-pressure electronic expansion valve (EEV) openings ranging from 50 %∼100 %. The study reveals that the primary reason for the discrepancy between theoretical simulation and experimental results is that the theoretical model of compressor volumetric efficiency is insensitive to changes in low-pressure compression ratio, while the actual piston compressor is highly sensitive to such changes. The results also demonstrate that the application of ejector significantly enhances system’s refrigeration capacity and coefficient of performance (COP), as well as reduces energy consumption and carbon emissions. The variation of low-pressure EEV opening has a more significant impact on the ejector’s enhancement of refrigeration capacity and COP than indoor air temperature and gas cooler pressure. The ability of ejector to reduce system power consumption is relatively stable under different conditions. Further analysis indicates that the entrainment capability and efficiency of the ejector, as well as the volumetric and isentropic efficiencies of low-pressure compressor, are most sensitive to changes in low-pressure EEV opening. The adaptive regulation of ejector can maintain the stability of system’s refrigeration capacity per unit mass and volume. Only by adjusting low-pressure EEV opening to the optimal level can the ejector fully replace the function of high-pressure EEV.
本文介绍了一种制冷实验平台,可以在两级跨临界CO2压缩系统之间切换,有或没有喷射器。通过理论模拟和实验方法,在室内温度为-34 ~ -20℃,气体冷却器压力为8.2 ~ 9.7 MPa,低压电子膨胀阀(EEV)开度为50% ~ 100%的条件下,研究了喷射器对系统性能的影响。研究表明,理论模拟与实验结果不一致的主要原因是压缩机容积效率的理论模型对低压压缩比的变化不敏感,而实际活塞式压缩机对低压压缩比的变化高度敏感。结果还表明,喷射器的应用显著提高了系统的制冷量和性能系数(COP),降低了能耗和碳排放。低压EEV开度的变化对喷射器制冷能力和COP的影响比室内空气温度和气体冷却器压力的影响更显著。在不同条件下,引射器降低系统功耗的能力是相对稳定的。进一步分析表明,喷射器的吸入能力和效率,以及低压压气机的体积效率和等熵效率,对低压EEV开度的变化最为敏感。喷射器的自适应调节可以保持系统单位质量和单位体积制冷量的稳定性。只有将低压EEV开度调整到最佳水平,喷射器才能完全取代高压EEV的功能。
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引用次数: 0
Experimental study of dedicated mechanical subcooling systems in flake ice machines 片冰机专用机械过冷系统的实验研究
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-14 DOI: 10.1016/j.ijrefrig.2025.04.011
Xian Lyu, Zhili Sun, Wenfu Zhang, Dongxia Wu
This paper proposes a method for enhancing the performance and production capacity of a flake ice machine by integrating a dedicated mechanical subcooling system with the existing setup. The optimal flow rate between different configurations of the ice-making system (IMS) and the dedicated mechanical subcooling system (DMS) was determined through theoretical analysis. A performance test bench was established for the flake ice machine to compare and analyze the optimal ice production when the dedicated mechanical subcooling system was activated and deactivated. The optimal ice-scraping cycle of the evaporation bucket of the flake ice machine was identified when the ice-making dry rate was 2.0. An economic analysis of the system was conducted. The results indicated that using an R404A scroll compressor for the IMS and an R134a piston compressor for the dedicated mechanical subcooling system, the optimal refrigerant flow rate of the IMS and the DMS was 3.0–4.0 and the optimal ice-scraping cycle was 26.7 s when the ice-making dry rate was 2.0. Applying the DMS resulted in a 7.4 % increase in the operational performance of the machine. And the payback period for incorporating the DMS was determined to be 0.76 years. Research demonstrates that the combination of a DMS with a flake ice machine system presents novel insights for enhancing the operational performance of the flake ice machine system and increasing its production output.
本文提出了一种通过将专用机械过冷系统与现有装置相结合来提高片冰机性能和生产能力的方法。通过理论分析,确定了制冰系统(IMS)和专用机械过冷系统(DMS)不同配置之间的最佳流速。为片冰机建立了一个性能测试台,以比较和分析专用机械过冷系统启动和停用时的最佳制冰量。当制冰干率为 2.0 时,确定了片冰机蒸发桶的最佳刮冰周期。对系统进行了经济分析。结果表明,当制冰干度为 2.0 时,IMS 使用 R404A 涡旋式压缩机,专用机械过冷系统使用 R134a 活塞式压缩机,IMS 和 DMS 的最佳制冷剂流量为 3.0-4.0,最佳刮冰周期为 26.7 秒。采用 DMS 后,机器的运行性能提高了 7.4%。采用 DMS 系统的投资回收期为 0.76 年。研究表明,DMS 与片冰机系统的结合为提高片冰机系统的运行性能和产量提供了新的思路。
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引用次数: 0
Solubility and miscibility gap in refrigerants + lubricant, mixture of refrigerants + Ionic liquids, and hydrofluoroolefins + natural refrigerants systems: UNIFAC parameterization and solvation free energy calculations 在制冷剂+润滑剂、制冷剂+离子液体混合物和氢氟烯烃+天然制冷剂系统中的溶解度和混溶性间隙:UNIFAC参数化和溶剂化自由能计算
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-12 DOI: 10.1016/j.ijrefrig.2025.04.007
Ali Aminian
Natural refrigerants, low-GWP synthetic F-gas and mixtures in contact with lubricating oils in commercial air or heat-pumps were selected to study mutual solubility and miscibility in the temperature range from 248.15 K to 353.15 K. Due to restriction from F-gas regulation 2024 of the European commission (https://climate.ec.europa.eu), stress was put on the natural refrigerants and an industrial compressor oil. UNIFAC parameterization based on available experimental data was performed for systems comprising POE oils, HCFC, HFC, HFO, hydrocarbon, CO2, and ionic liquids. Also, it has been shown that the UNIFAC parameters developed in this study can readily be applied to the selective separation of refrigerant mixtures using Ionic Liquids. Molecular dynamics (MD) simulations of solvation free energy support the selectivity of ILs.
在248.15 K ~ 353.15 K的温度范围内,研究了天然制冷剂、低gwp合成f -气体以及与商业空气或热泵润滑油接触的混合物的相互溶解度和混相性。由于欧盟委员会的F-gas法规2024 (https://climate.ec.europa.eu)的限制,自然制冷剂和工业压缩机油受到了压力。根据现有实验数据,对POE油、HCFC、HFC、HFO、碳氢化合物、CO2和离子液体进行了UNIFAC参数化。此外,研究表明,本研究开发的UNIFAC参数可以很容易地应用于离子液体对制冷剂混合物的选择性分离。分子动力学(MD)模拟支持溶剂化自由能的选择性。
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引用次数: 0
Comparing the performances of R-134a, R-1234yf and R-600a in a compact spray refrigeration system for electronics cooling 比较R-134a、R-1234yf和R-600a在小型电子冷却喷雾制冷系统中的性能
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-11 DOI: 10.1016/j.ijrefrig.2025.03.048
Marcus Vinícius P. Carneiro , Jader R. Barbosa Jr.
The multi-jet spray cooling unit, integrated with a compact, linear, oil-free R-134a compressor introduced in previous work, is now experimentally evaluated with R-1234yf and R-600a as drop-in replacement alternatives. This unit combines the functions of the evaporator and the expansion device into a single device, allowing the subcooled refrigerant to expand through an array of oblique orifices and form a spray that directly impinges on the heated surface. The experimental analysis quantifies the cooling system thermodynamic performance, including compressor power and coefficient of performance, as well as steady-state heat transfer parameters such as heat transfer coefficient, surface temperature, and critical heat flux. The evaluation considers the influence of refrigerant charge, steady-state applied thermal load (cooling capacity), and refrigerant type. To ensure an unbiased comparison, the refrigerant charge is adjusted so that all refrigerants maintain the same evaporating temperature at the lowest thermal load of 25 W. Experimental tests are conducted across a wide range of evaporation temperatures (4.5 to 20.0 °C). The results indicate a trade-off between heat transfer performance and thermodynamic performance of the refrigeration system when selecting a refrigerant alternative. R-600a required the lowest refrigerant charge to achieve the reference evaporation temperature and exhibited the lowest refrigerant mass flow rate under all tested conditions. However, the heat transfer performance of R-600a is severely penalized compared to R-134a and R-1234yf, with approximately a 40% reduction in the maximum heat transfer coefficient. The maximum values of the heat transfer coefficient for R-134a, R-1234yf, and R-600a are 42.9, 43.4, and 25.8 kW/m2 K, respectively.
多喷嘴喷雾冷却装置,集成了一个紧凑的,线性的,无油的R-134a压缩机,在之前的工作中介绍过,现在实验评估与R-1234yf和R-600a作为直接替代方案。该装置将蒸发器和膨胀装置的功能结合为一个装置,允许过冷的制冷剂通过一系列斜孔膨胀,形成直接撞击加热表面的喷雾。实验分析量化了冷却系统的热力学性能,包括压缩机功率和性能系数,以及稳态传热参数,如换热系数、表面温度和临界热流密度。评估考虑了制冷剂充注量、稳态应用热负荷(制冷量)和制冷剂类型的影响。为保证比较的不偏倚,在最低热负荷25w下,调整制冷剂充注量,使所有制冷剂的蒸发温度保持一致。实验测试在广泛的蒸发温度范围内进行(4.5至20.0°C)。结果表明,在选择制冷剂替代品时,传热性能和制冷系统的热力学性能之间存在权衡。在所有测试条件下,R-600a需要最低的制冷剂充注量来达到参考蒸发温度,并表现出最低的制冷剂质量流量。然而,与R-134a和R-1234yf相比,R-600a的传热性能受到了严重的影响,最大传热系数大约降低了40%。R-134a、R-1234yf和R-600a的换热系数最大值分别为42.9、43.4和25.8 kW/m2 K。
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引用次数: 0
Effects of sensor measurement error on fault detection and diagnosis model for data center composite cooling system 传感器测量误差对数据中心复合冷却系统故障检测诊断模型的影响
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-10 DOI: 10.1016/j.ijrefrig.2025.04.008
Yiqi Zhang , Baoqi Qiu , Zongwei Han
Fault detection and diagnosis (FDD) model for the cooling system is beneficial in elevating the reliability of data centers. Nevertheless, the model accuracy could be degraded by sensor measurement error, which may arise due to environmental interferences or inadequate maintenance practices. In the study, the impacts of sensor measurement error on the convolutional neuron network (CNN) based FDD model for the data center composite cooling system are assessed. Additionally, the coupled effects of sensor error and system control strategies on the FDD model are investigated. The results indicate that in vapor compression mode, a negative fixed sensor error of 1 K leads to an average 5 % greater decline in the CNN model accuracy compared to a positive error of the same magnitude. In contrast, the positive fixed error causes a 6.5 % higher decrease in heat pipe mode. Additionally, sensor errors have a negligible impact on model accuracy until exceeding the threshold, and the threshold of fixed error is 0.2 K in CNN model. Further, as a key control strategy involved parameters, the evaporating temperature error is critical to FDD model accuracy. In the fixed bias conditions, when the error magnitude is 1 K, the accuracy of FDD model decreases within the range of 24.8 % to 45.1 %.
冷却系统故障检测与诊断(FDD)模型有助于提高数据中心的可靠性。然而,由于环境干扰或不充分的维护实践,传感器测量误差可能会降低模型的精度。在研究中,评估了传感器测量误差对基于卷积神经元网络(CNN)的数据中心复合冷却系统FDD模型的影响。此外,还研究了传感器误差和系统控制策略对FDD模型的耦合影响。结果表明,在蒸汽压缩模式下,与相同量级的正误差相比,负1 K的固定传感器误差会导致CNN模型精度平均下降5%。相比之下,正固定误差在热管模式下会导致6.5个百分点的高衰减。此外,在超过阈值之前,传感器误差对模型精度的影响可以忽略不计,在CNN模型中固定误差的阈值为0.2 K。此外,蒸发温度误差作为一种涉及参数的关键控制策略,对FDD模型的精度至关重要。在固定偏置条件下,当误差幅度为1 K时,FDD模型的精度下降幅度在24.8% ~ 45.1%之间。
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引用次数: 0
Parameters correlation and sensitivity analyses for single-segment inertance tubes in pulse tube cryocoolers: a comprehensive large-scale dataset investigation 脉冲管制冷机中单段惰性管的参数相关性及灵敏度分析:一个综合的大规模数据集调查
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-10 DOI: 10.1016/j.ijrefrig.2025.04.006
Hao Chen, Shanshan Li, Ziyang Wang
The inertance tube, as a crucial component of pulse tube refrigerators, directly determines the refrigeration efficiency through its phase-shifting capability. Traditional design methods for inertance tubes are often inefficient and struggle to identify the optimal dimensions due to the multiple influencing parameters and their complex coupling relationships. To address these issues, a comprehensive dataset of 641,986 data points, encompassing the phase-shifting characteristics of single-segment inertance tubes across a range of operational parameters and structural dimensions, was compiled to enhance precision. Principal Component Analysis was then employed to conduct an in-depth analysis of the correlations between the phase-shifting capability of the inertance tube and its operating and structural parameters. Additionally, Local Sensitivity Analysis was performed to evaluate the sensitivity of structural parameters at various value points. Combining the results of correlation and sensitivity analyses, an innovative design process and parameter selection strategy for inertance tube design was proposed, aiming to offer targeted guidance and improve the design efficiency.
惯性管作为脉管制冷机的关键部件,其移相能力直接决定了制冷机的制冷效率。传统的惯性管设计方法效率低下,且由于其影响参数众多,耦合关系复杂,难以确定最优尺寸。为了解决这些问题,研究人员编制了一个包含641,986个数据点的综合数据集,包括单段惰性管在一系列操作参数和结构尺寸下的相移特性,以提高精度。采用主成分分析方法,深入分析了惯性管的移相能力与其工作参数和结构参数之间的相关性。并进行局部敏感性分析,评价结构参数在各取值点处的敏感性。结合相关分析和灵敏度分析结果,提出了一种创新的惯性管设计流程和参数选择策略,旨在有针对性地指导设计,提高设计效率。
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引用次数: 0
A comprehensive analysis of capacitive signals of two-phase R134a characteristics in a microchannel heat exchanger header with and without a distributor 带分配器和不带分配器的微通道换热器集管中两相R134a电容性信号的综合分析
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-08 DOI: 10.1016/j.ijrefrig.2025.04.005
Jiajia Song , Hequn Liu , Shenghan Jin , Chao Yuan , Jinqing Peng , Houpei Li
The maldistribution of refrigerant in header has a serious impact on the performance of the microchannel heat exchanger (MCHX). This study investigated using to obtain an improved flow distribution distributor in a MCHX. The tested inlet vapor quality covered from 0.2 to 0.6. Mass flow rate was 10 g/s. In the heat exchanger header, the two-phase distribution was quantified using a capacitance sensor for with and without distributor cases. The capacitive signals were comprehensively analyzed in the time, amplitude and frequency domains. Probability density function (PDF) and Fast Fourier Transform (FFT) of the capacitive signals were used to characterize flow patterns. The local vapor qualities calculated by the correlation was used to quantify two-phase distribution. This comprehensive analysis improved the accuracy of capacitive signal processing of two-phase flow characteristics. In the Fast Fourier Transform of capacitive signals, the more violent the two-phase flow, the greater fluctuation on the amplitude. The improvement of two-phase distribution by distributor and the two-phase flow characteristics at the distribution hole were discussed. At low inlet vapor quality(xin0.3), the distributor had a better effect on the maldistribution. At high inlet vapor quality(xin=0.6), alternate vapor-liquid distribution would occur at the distribution hole. In this paper, the capacitive signals were comprehensively analyzed in the time, amplitude and frequency domains in the MCHX header for the first time. The two-phase flow state was specifically evaluated through the capacitive signal characteristics.
冷媒在集箱内的不均匀分布严重影响微通道换热器的性能。本文研究了一种改进的MCHX气流分布器。测试的进口蒸汽质量范围从0.2到0.6。质量流量为10 g/s。在热交换器集箱中,使用电容传感器对有和无分电器箱的两相分布进行了量化。对电容信号进行了时域、幅域和频域的综合分析。利用电容信号的概率密度函数(PDF)和快速傅里叶变换(FFT)来表征流型。利用相关计算得到的局部汽相质量来量化两相分布。这一综合分析提高了电容信号处理两相流特性的准确性。在电容信号的快速傅里叶变换中,两相流越剧烈,振幅波动越大。讨论了分布器对两相分布的改善及分布孔的两相流动特性。在进口汽质较低(xin≤0.3)时,分布器对不均匀分布的处理效果较好。当进口汽质较高(xin=0.6)时,配气孔处出现气液交替分布。本文首次对MCHX标头中的电容信号进行了时域、幅域和频域的综合分析。通过电容信号特性具体评价了两相流状态。
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引用次数: 0
Comparative study on adaptable intelligent frost recognition method for air-source heat pump and cold chain based on image texture features under complex lighting conditions 复杂光照条件下基于图像纹理特征的空气源热泵与冷链自适应智能霜冻识别方法比较研究
IF 3.5 2区 工程技术 Q1 ENGINEERING, MECHANICAL Pub Date : 2025-04-08 DOI: 10.1016/j.ijrefrig.2025.03.047
Yingjie Xu , Hengrui Zhang , Kai Wu , Huaqiang Jin , Mengjie Song , Xi Shen
The energy efficiency enhancement of refrigeration/heat pump systems is a crucial aspect of carbon emissions reduction. Accurately recognizing the frosting state of their evaporators in low-temperature environments to achieve precise defrosting is key to reducing system energy consumption. Intelligent recognition methods based on evaporator images hold promise for high recognition rates. However, in practical conditions, light intensity can severely reduce the identification accuracy of existing methods, necessitating improvements. Therefore, a highly adaptable new method based on texture features of evaporator surface images is presented in this study, where texture features is extracted by minimum-redundancy-maximum-relevance-enhanced gray level co-occurrence matrix, and classified by sparrow-algorithm-optimized extreme learning machine (GLCM-SELM), to overcome the impact of various light intensity. This method is validated using a dataset of 4125 evaporator images of three frosting states, which is experimentally collected under light intensity ranging from 5 to 2370 lx. Performance study and comparative analysis against existing methods are carried out. Results indicate that the new method achieves identification accuracy of approximately 95 % across different conditions, significantly outperforming existing methods by 6 % to 35 %. Its remarkably smaller standard deviation (0.05) demonstrates high stability. It also shows fast computing speed and low cost. Generally, it has good application potential.
提高制冷/热泵系统的能源效率是减少碳排放的一个重要方面。准确识别其蒸发器在低温环境下的结霜状态,实现精确除霜是降低系统能耗的关键。基于蒸发器图像的智能识别方法有望实现高识别率。然而,在实际条件下,光强会严重降低现有方法的识别精度,需要改进。因此,本研究提出了一种基于蒸发器表面图像纹理特征的高适应性新方法,该方法采用最小冗余度-最大相关性增强灰度共生矩阵提取纹理特征,并采用窄幅算法优化的极限学习机(GLCM-SELM)进行分类,以克服不同光照强度的影响。利用在5 ~ 2370 lx光强范围内实验采集的3种结霜状态下的4125张蒸发器图像数据集对该方法进行了验证。对现有方法进行了性能研究和对比分析。结果表明,新方法在不同条件下的识别准确率约为95%,显著优于现有方法6%至35%。其标准差显著小于0.05,具有较高的稳定性。计算速度快,成本低。总的来说,它具有很好的应用潜力。
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引用次数: 0
期刊
International Journal of Refrigeration-revue Internationale Du Froid
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