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改进YOLO-DETR的布料表面微小损伤检测方法
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作者 胡玉恒 吴谨 《现代电子技术》 北大核心 2024年第13期160-163,共4页
为准确检测出布料表面微小损伤如缺维、浆斑、胶斑等问题,提出基于改进YOLO-DETR的布料表面微小损伤检测方法。在改进YOLO-DETR模型中增加残差模块并扩展特征图尺度,以减少漏检可能性。在模型中融入了CBAM注意力机制和Anchor box,采用K-... 为准确检测出布料表面微小损伤如缺维、浆斑、胶斑等问题,提出基于改进YOLO-DETR的布料表面微小损伤检测方法。在改进YOLO-DETR模型中增加残差模块并扩展特征图尺度,以减少漏检可能性。在模型中融入了CBAM注意力机制和Anchor box,采用K-means聚类算法,通过选取K个聚类中心,并基于距离将其他目标划分到最近的聚类中心,形成K个群组。在迭代过程中,通过最小化群内距离和最大化群间距离,优化聚类结果,采用复合损失函数进行检测,增强模型在复杂环境下的识别能力。实验结果表明,该方法检测精度在90%以上,在面对缺维、浆斑、胶斑等复杂性问题时也有较好的检测能力。 展开更多
关键词 改进YOLO-DETR 布料表面 布料损伤 损伤检测 K-MEANS聚类 注意力机制
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Equilibrium, thermodynamic, and kinetic of Cr(VI) adsorption using a modified and unmodified bentonite clay 被引量:6
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作者 D.J.L. Guerra I. Mello +2 位作者 L.R. Freitas R. Resende R.A.R. Silva 《International Journal of Mining Science and Technology》 SCIE EI 2014年第4期525-535,共11页
The capacities of natural and modified Brazilian bentonite samples as adsorbents to remove hexavalent metal chromium were investigated under several conditions in batch and column methods. The raw material, Ca-bentoni... The capacities of natural and modified Brazilian bentonite samples as adsorbents to remove hexavalent metal chromium were investigated under several conditions in batch and column methods. The raw material, Ca-bentonite, was modified by anchorament of 3-aminopropyltrietoxisilane (APS) and 3,2- aminoethylaminopropyltrimetoxisilane (AEAPS) in the surface of bentonite sample: This type of new occurrence of bentonite is suitable as a raw material for adsorption process. Adsorption behavior of three bentonite types was strongly depending on pH of adsorbate solution, contact time adsorbent/adsorbate, and initial concentration of Cr(VI). The results were confirmed by column method and reveals that the adsorption process of materials accorded by the Redlich-Peterson, Sips, Dubinin-Radushkevich, and tang- muir isotherm models. The exothermic entbalpic values reflected a favorable energetic process for chro- mium ions anchored in the material surfaces. The negative Gibbs free energy results supported the spontaneity of three adsorption reactions with Cr(VI) ions. 展开更多
关键词 Bentonite Organo-bentonite Chromium Equilibrium Kinetic Adsorption
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Analysis on Temperature Distributions in Single Cell of Polymer Electrolyte Fuel Cell When Operated in High Temperature Range 被引量:5
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作者 Akira Nishimura Kotaro Osada +3 位作者 Takuro Tsunoda Masato Yoshimura Masafumi Hirota Eric Hu 《Journal of Energy and Power Engineering》 2016年第8期453-464,共12页
This study is to understand the impact of operating condition, especially initial operation temperature (Tini) which is set in high temperature range, on the temperature profile of the interface between PEM (polyme... This study is to understand the impact of operating condition, especially initial operation temperature (Tini) which is set in high temperature range, on the temperature profile of the interface between PEM (polymer electrolyte membrane) and catalyst layer at the cathode (i.e., the reaction surface) in a single PEFC (polymer electrolyte fuel cell). A 1D multi-plate heat transfer model based on the temperature data of separator measured using thermograph in a power generation experiment was developed to evaluate the reaction surface temperature (Treact). This study investigated the effects of flow rate, relative humidity and type of supply gas as well as Tini on the temperature distribution on reaction surface. The results obtained in 02 supply case show that, the temperature rise at the segments near the outlet of cell decreases with increasing Tini irrespective of relative humidity of supply gas (RH), while it is not seen in air supply case. Regarding the segments except near the outlet in 02 supply case, Treact - Tini increases with increasing Tini for 40% RH. The temperature distribution on reaction surface in 02 supply case is wider with increasing Tini as well as decreasing RH, though that in air supply case is relatively even. 展开更多
关键词 PEFC heat transfer model temperature distribution high temperature operation.
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Temperature Distributions in Single Cell of Polymer Electrolyte Fuel Cell Simulated by an 1D Multi-plate Heat-Transfer Model and a 3D Numerical Simulation Model
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作者 Akira Nishimura Masashi Baba +3 位作者 Kotaro Osada Takenori Fukuoka MasafumiHirota Eric Hu 《Journal of Energy and Power Engineering》 2015年第8期687-704,共18页
The purpose of this study is to verify an 1D multi-plate heat-transfer model estimating the temperature distribution on the interface between polymer electrolyte membrane and catalyst layer at cathode in single cell o... The purpose of this study is to verify an 1D multi-plate heat-transfer model estimating the temperature distribution on the interface between polymer electrolyte membrane and catalyst layer at cathode in single cell of polymer electrolyte fuel cell, which is named as reaction surface in this study, with a 3D numerical simulation model solving many governing equations on the coupling phenomena in the cell. The results from both models/simulations agreed well. The effects of initial operation temperature, flow rate, and relative humidity of supply gas on temperature distribution on the reaction surface were also investigated. It was found in both 1D and 3D simulations that, the temperature rise (i.e., Treact-Tini) of the reaction surface from initial operation temperature at 70℃ was higher than that at 80℃ irrespective of flow rate of supply gas. The effect of relative humidity of supply gas on Treact- Tini near the inlet of the cell was small. Compared to the previous studies conducted under the similar operation conditions, the Treact - Tini calculated by 1D multi-plate heat-transfer model in this study as well as numerical simulation using 3D model was reasonable. 展开更多
关键词 Polymer electrolyte fuel cell 1D multi-plate heat-transfer model 3D numerical simulation model temperaturedistribution.
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