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Simulating Flow Rate Effects on Fields in Microwave Fixed-Bed Reactors 模拟流量对微波固定床反应器场的影响
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-11-04 DOI: 10.1002/ceat.70341
Xuerui Zheng, Masateru Nishioka, Hisahiro Einaga
{"title":"Simulating Flow Rate Effects on Fields in Microwave Fixed-Bed Reactors","authors":"Xuerui Zheng,&nbsp;Masateru Nishioka,&nbsp;Hisahiro Einaga","doi":"10.1002/ceat.70341","DOIUrl":"https://doi.org/10.1002/ceat.70341","url":null,"abstract":"<p>Microwave-assisted fixed-bed reactors offer high energy efficiency, but strong multiphysics coupling limits their predictability. In this study, we developed and validated a three-dimensional (3D) finite-element model against infrared temperature measurements. Simulations showed that localized microwave power deposition initially produces pronounced temperature gradients and hotspots within the catalyst bed. Assuming temperature-independent dielectric properties, the same electromagnetic field and power-deposition pattern were applied to all gas flow conditions. Increasing gas flow reduced the peak temperature and transformed localized hotspots into elongated heated regions extending downstream. The model also captured buoyancy-driven natural convection within the microwave cavity, demonstrating how gas flow regulates heat transport and thermal stability. These results emphasize the importance of electromagnetic–thermal–fluid coupling for microwave reactor design and scale-up.</p>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ceat.70341","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149355790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-Driven Monitoring and Early Warning of Valve Plate Loss in Compressor Valves 压缩机阀板损耗的数据驱动监测与预警
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-11-04 DOI: 10.1002/ceat.70344
Feng Wang, Kaidi Zhang, Huajin Shao, Tianyu Wang, Qingliang Zhao
{"title":"Data-Driven Monitoring and Early Warning of Valve Plate Loss in Compressor Valves","authors":"Feng Wang,&nbsp;Kaidi Zhang,&nbsp;Huajin Shao,&nbsp;Tianyu Wang,&nbsp;Qingliang Zhao","doi":"10.1002/ceat.70344","DOIUrl":"https://doi.org/10.1002/ceat.70344","url":null,"abstract":"<div>\u0000 \u0000 <p>This article addresses weak signals of valve plate loss in reciprocating compressor valves and limitations of traditional methods. A data-driven early-warning approach combining multidimensional distance-metric-based dimensionality reduction and a transformer model is proposed. Multi-sensor signals are used to construct a four-dimensional metric to evaluate feature importance, reducing 74 features to 10. Results show temperature rise in the faulty valve and an inverse relation with the opposite valve and validate vibration energy transmission. The method improves transformer performance under small samples, alleviates overfitting, and achieves accurate fault identification and reliable early warning.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149355791","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Particle Dynamics in Flake-Laden Droplets Impacting on a Liquid Film 载片液滴撞击液膜中的粒子动力学
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-11-03 DOI: 10.1002/ceat.70338
Yasuhiro Saito, Akihiro Kurogi, Takahiro Okabe, Taimei Miyagawa, Minori Shirota, Yoshiya Matsukawa, Hideyuki Aoki, Masatoshi Daikoku, Junichi Fukuno
{"title":"Particle Dynamics in Flake-Laden Droplets Impacting on a Liquid Film","authors":"Yasuhiro Saito,&nbsp;Akihiro Kurogi,&nbsp;Takahiro Okabe,&nbsp;Taimei Miyagawa,&nbsp;Minori Shirota,&nbsp;Yoshiya Matsukawa,&nbsp;Hideyuki Aoki,&nbsp;Masatoshi Daikoku,&nbsp;Junichi Fukuno","doi":"10.1002/ceat.70338","DOIUrl":"https://doi.org/10.1002/ceat.70338","url":null,"abstract":"<p>Flake orientation and distribution strongly affect the appearance of metallic coatings. This study numerically investigates flake particle dynamics in a droplet impacting on a preexisting liquid film using coupled discrete element method–volume of fluid (DEM–VOF) simulations. The impact-induced radial flow governed particle migration, whereas the initial particle configuration strongly affected migration and rotation. A thinner liquid film enhanced radial flow and promoted outward migration. Correlations for the maximum radial position and flake orientation were developed by extending those for solid-surface impact and were examined for a shear-thinning coating liquid. The results clarify the roles of liquid-film thickness, particle configuration, and liquid rheology in flake dynamics during droplet–film impact.</p>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ceat.70338","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149355813","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainable Reduction of Formaldehyde in MDF Using NaHCO3-Activated Carbon From Sanding Dust 砂尘nahco3活性炭可持续降低中纤板中甲醛的研究
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-11-03 DOI: 10.1002/ceat.70336
Ayşe Ebru Akın, Mustafa Karaboyacı
{"title":"Sustainable Reduction of Formaldehyde in MDF Using NaHCO3-Activated Carbon From Sanding Dust","authors":"Ayşe Ebru Akın,&nbsp;Mustafa Karaboyacı","doi":"10.1002/ceat.70336","DOIUrl":"https://doi.org/10.1002/ceat.70336","url":null,"abstract":"<div>\u0000 \u0000 <p>Medium-density fiberboard (MDF) production generates sanding dust waste while releasing formaldehyde from urea–formaldehyde (UF) resins. In this study, MDF sanding dust was converted into activated carbon (AC) by pyrolysis at 850°C using sodium bicarbonate (NaHCO<sub>3</sub>) as a potentially more environmentally favorable activating agent. The resulting carbons were characterized by Brunauer–Emmett–Teller (BET) and FTIR, then incorporated at 1, 3, and 5 wt% into UF resin. NaHCO<sub>3</sub> activation increased BET surface area 5.4-fold and total pore volume 2.2-fold compared to crude carbon. Bicarbonate-modified AC at 5 wt% achieved the highest formaldehyde reduction of 65.62%, surpassing commercial AC (55.18%), possibly due to differences in surface functional groups. Internal bond strength increased at 1 wt%, while concentrations above 3 wt% adversely affected mechanical performance. These findings show that MDF sanding dust can be transformed into a functional carbon additive for reducing formaldehyde.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149355812","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Purification of 2,6-Dimethylnaphthalene From Light Cycle Oil 轻循环油中2,6-二甲基萘的提纯
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-10-31 DOI: 10.1002/ceat.70339
Yulong Liu, Tong Wei, Zhiyong Zhou, Qunsheng Li, Yuming Tu, Zhongqi Ren
{"title":"Purification of 2,6-Dimethylnaphthalene From Light Cycle Oil","authors":"Yulong Liu,&nbsp;Tong Wei,&nbsp;Zhiyong Zhou,&nbsp;Qunsheng Li,&nbsp;Yuming Tu,&nbsp;Zhongqi Ren","doi":"10.1002/ceat.70339","DOIUrl":"https://doi.org/10.1002/ceat.70339","url":null,"abstract":"<div>\u0000 \u0000 <p>Recovering 2,6-dimethylnaphthalene (2,6-DMN) from light cycle oil (LCO) requires removal of the complex hydrocarbon matrix followed by selective separation of the closely related DMN isomers. An integrated process comprising vacuum distillation, 3-nitrobenzoic acid (3-NBA) complexation, and solvent crystallization was developed. Vacuum distillation increased the 2,6-DMN content from 2.56% to 8.64%. Complexation at a 3-NBA-to-2,6-DMN molar ratio of 4:1 and 20°C increased the content to 41.02%, with a stage yield of 68.20%. Subsequent crystallization in methanol–acetonitrile increased the GC-FID area-normalized content to 91.54% and 99.80% after the first and second crystallizations, respectively. Processing the combined mother liquors afforded an additional product containing 99.60% 2,6-DMN by the same chromatographic method. The overall 2,6-DMN recovery was 19.5%, comprising 14.44% from the main crystallization product and 5.11% from the mother-liquor recovery route.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149312869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
NaBH4 Activation of Cobalt-Based Catalytic Membranes for Enhanced Nitro-Aromatic Hydrogenation NaBH4活化钴基催化膜促进硝基芳香族加氢
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-10-31 DOI: 10.1002/ceat.70340
Yuyan Gao, Jiuxuan Zhang, Zhengyan Qu, Zhenchen Tang, Hong Jiang, Rizhi Chen
{"title":"NaBH4 Activation of Cobalt-Based Catalytic Membranes for Enhanced Nitro-Aromatic Hydrogenation","authors":"Yuyan Gao,&nbsp;Jiuxuan Zhang,&nbsp;Zhengyan Qu,&nbsp;Zhenchen Tang,&nbsp;Hong Jiang,&nbsp;Rizhi Chen","doi":"10.1002/ceat.70340","DOIUrl":"https://doi.org/10.1002/ceat.70340","url":null,"abstract":"<div>\u0000 \u0000 <p>High-performance catalytic membranes are vital for efficient reactors, yet surface posttreatments remain underexplored. We developed a facile flow-through NaBH<sub>4</sub> modification for cobalt-loaded ceramic membranes (Co@CM). NaBH<sub>4</sub> treatment precisely modulated the surface chemistry by reducing cobalt oxides, forming active Co─B/Co─OH species, and increasing favorable pyrrolic-<i>N</i> content. These transitions significantly boosted reactant adsorption affinity and active site accessibility without compromising permeability. The optimized Co@CM-30-52 achieved 100% <i>p</i>-nitrophenol conversion within 12 min (a 25% improvement over pristine Co@CM) and demonstrated exceptional stability (12 h) and versatility across diverse nitro-aromatic substrates. This integrated surface engineering and reactor design offers a robust, efficient strategy for continuous industrial hydrogenation.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149312868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Multistage Statistical Framework for Curve-Family Model Selection 曲线族模型选择的多阶段统计框架
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-10-31 DOI: 10.1002/ceat.70335
Alexis Manuel Faneite Noguera, Ignacio Ángel Angós Iturgaiz, Juan Carlos Gómez Daza
{"title":"A Multistage Statistical Framework for Curve-Family Model Selection","authors":"Alexis Manuel Faneite Noguera,&nbsp;Ignacio Ángel Angós Iturgaiz,&nbsp;Juan Carlos Gómez Daza","doi":"10.1002/ceat.70335","DOIUrl":"https://doi.org/10.1002/ceat.70335","url":null,"abstract":"<p>Empirical models are widely used to represent families of experimental curves in chemical engineering phenomena, such as drying kinetics, thermal degradation kinetics, osmotic dehydration, and equilibrium moisture isotherms; however, the absence of coherent procedure exists for identifying the best performing models. Selection relies on the visual inspection of a small set of tabulated heterogeneous indicators, a practice especially limited in drying kinetics due to the large number of available models. An analysis of 52 studies published between 1999 and 2023 revealed persistent subjectivity in model-selection practices and a marked underuse of available statistical tools. On the other hand, simulation-based validation provided robust evidence of the consistency and reliability of this framework.</p>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 11","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ceat.70335","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149312870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Process Optimization for the Photodegradation of Methylene Blue Dye Over CuO/AC Catalyst CuO/AC催化剂光降解亚甲基蓝染料的工艺优化
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-10-23 DOI: 10.1002/ceat.70333
Norhan S. Ibrahim, Tahani S. Gendy, Kamilia Sedeek, Nagwa A. Badawy, Mohamed A. Abd Elraheem, Radwa A. El-Salamony
{"title":"Process Optimization for the Photodegradation of Methylene Blue Dye Over CuO/AC Catalyst","authors":"Norhan S. Ibrahim,&nbsp;Tahani S. Gendy,&nbsp;Kamilia Sedeek,&nbsp;Nagwa A. Badawy,&nbsp;Mohamed A. Abd Elraheem,&nbsp;Radwa A. El-Salamony","doi":"10.1002/ceat.70333","DOIUrl":"https://doi.org/10.1002/ceat.70333","url":null,"abstract":"<div>\u0000 \u0000 <p>A nanofiber of copper oxide on activated carbon (CuO/AC) was synthesized by mechanochemical process. X-ray diffractometer (XRD), Fourier-transform infrared spectroscopy (FTIR), <i>S</i><sub>BET</sub>, scanning electron microscopy (SEM), transmission electron microscopy (TEM), and optical analysis were applied for characterization the catalyst. The results indicated that the BET surface area of CuO/AC is 13 m<sup>2</sup> g<sup>−1</sup>, zeta potential is −52.1 mV, electrical conductivity is 0.377 mS cm<sup>−1</sup>, and energy of bandgap is 1.31 eV. A central composite experimental design technique combined with response surface methodology has been used to study the influence of various operating variables such as catalyst dose (0.5–2.5 g L<sup>−1</sup>), dye concentration (10–50 ppm), adsorption time (20–100 min), and irradiation time (30–150 min) on the photodegradation % of methylene blue dye in visible light. It was found through the analysis of variance that the quadratic polynomial models suggested provided good correlation of the data obtained, with a high value of the <i>F</i>-ratio (coded model—80.53; actual model—103.2) and <i>R</i><sup>2</sup> adjusted &gt;0.95.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149258864","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel Data-Driven Framework for Multiscale Design of Ceria-Based Soot Oxidation Catalysts 基于数据驱动的新型二氧化铈碳烟氧化催化剂多尺度设计框架
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-10-23 DOI: 10.1002/ceat.70334
Emil Obeid, Bachar Mourched, Khaled Younes, Anne Cordier, Marlu Cesar Steil, Philippe Vernoux
{"title":"A Novel Data-Driven Framework for Multiscale Design of Ceria-Based Soot Oxidation Catalysts","authors":"Emil Obeid,&nbsp;Bachar Mourched,&nbsp;Khaled Younes,&nbsp;Anne Cordier,&nbsp;Marlu Cesar Steil,&nbsp;Philippe Vernoux","doi":"10.1002/ceat.70334","DOIUrl":"https://doi.org/10.1002/ceat.70334","url":null,"abstract":"<div>\u0000 \u0000 <p>Ceria-based catalysts were systematically investigated using multiscale characterization techniques on both powders and pellets, together with catalytic performance evaluation. A novel data-driven framework based on polynomial regression models using two reduced principal component metrics, the surface-electronic component model (SECM) and the compositional component model (CCM) to accurately predict T5% and T50%. SECM, governed by BET surface area, <i>d</i><sub>50</sub>, Zr content, and electrical conductivity at 300°C (<i>σ</i><sub>300</sub>), reached an optimum near zero, minimizing T5% to 338°C. CCM, mainly controlled by Ce content with contributions from <i>d</i><sub>50</sub> and <i>σ</i><sub>350</sub>, further reduced T5% to approximately 262°C, emphasizing the critical role of Ce-driven oxygen mobility. These findings introduce SECM and CCM tuning as a novel strategy for enhancing soot oxidation performance. Thermomechanical simulations of a full-scale ceria-based diesel particulate filter confirmed its structural stability.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149258856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental and Theoretical Study of Diphenoxylate Solubility in Supercritical CO2 二苯氧甲酸盐在超临界CO2中溶解度的实验与理论研究
IF 2 4区 工程技术
Chemical Engineering & Technology Pub Date : 2026-10-22 DOI: 10.1002/ceat.70332
Asokan Vasudevan, Kamel A. Saleh, Zeina T. Khaleel, Suleiman Ibrahim Mohammad, Djaloliddin Mansurov, Sarmad S. Abdullah, Irwanjot Kaur, Neeraj Bainsal, Laxmidhar Maharana, Karthikeyan Jayabalan
{"title":"Experimental and Theoretical Study of Diphenoxylate Solubility in Supercritical CO2","authors":"Asokan Vasudevan,&nbsp;Kamel A. Saleh,&nbsp;Zeina T. Khaleel,&nbsp;Suleiman Ibrahim Mohammad,&nbsp;Djaloliddin Mansurov,&nbsp;Sarmad S. Abdullah,&nbsp;Irwanjot Kaur,&nbsp;Neeraj Bainsal,&nbsp;Laxmidhar Maharana,&nbsp;Karthikeyan Jayabalan","doi":"10.1002/ceat.70332","DOIUrl":"https://doi.org/10.1002/ceat.70332","url":null,"abstract":"<div>\u0000 \u0000 <p>This study investigated the solubility of diphenoxylate in supercritical CO<sub>2</sub> with and without methanol as a cosolvent (2 and 4 mol%) at pressures of 170–410 bar and temperatures of 308–348 K. In pure supercritical CO<sub>2</sub>, solubility ranged from 0.21 × 10<sup>−4</sup> to 2.25 × 10<sup>−4</sup>, whereas methanol increased solubility to 1.08 × 10<sup>−4</sup>–5.47 × 10<sup>−4</sup> (2 mol%) and 1.42 × 10<sup>−4</sup>–8.06 × 10<sup>−4</sup> (4 mol%). The maximum solubility was obtained at 410 bar and 348 K with 4 mol% methanol, representing a 3.58-fold enhancement over pure CO<sub>2</sub>. Semiempirical models and the Peng–Robinson equation of state successfully correlated solubility data, with the Garlapati (ii) and Jouyban models providing the best performance for binary and ternary systems, respectively.</p>\u0000 </div>","PeriodicalId":10083,"journal":{"name":"Chemical Engineering & Technology","volume":"49 10","pages":""},"PeriodicalIF":2.0,"publicationDate":"2026-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149258417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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