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Navigating challenges and opportunities of machine learning in hydrogen catalysis and production processes: Beyond algorithm development
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作者 Mohd Nur Ikhmal Salehmin Sieh Kiong Tiong +5 位作者 Hassan Mohamed Dallatu Abbas Umar Kai Ling Yu Hwai Chyuan Ong Saifuddin Nomanbhay Swee Su Lim 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第12期223-252,共30页
With the projected global surge in hydrogen demand, driven by increasing applications and the imperative for low-emission hydrogen, the integration of machine learning(ML) across the hydrogen energy value chain is a c... With the projected global surge in hydrogen demand, driven by increasing applications and the imperative for low-emission hydrogen, the integration of machine learning(ML) across the hydrogen energy value chain is a compelling avenue. This review uniquely focuses on harnessing the synergy between ML and computational modeling(CM) or optimization tools, as well as integrating multiple ML techniques with CM, for the synthesis of diverse hydrogen evolution reaction(HER) catalysts and various hydrogen production processes(HPPs). Furthermore, this review addresses a notable gap in the literature by offering insights, analyzing challenges, and identifying research prospects and opportunities for sustainable hydrogen production. While the literature reflects a promising landscape for ML applications in hydrogen energy domains, transitioning AI-based algorithms from controlled environments to real-world applications poses significant challenges. Hence, this comprehensive review delves into the technical,practical, and ethical considerations associated with the application of ML in HER catalyst development and HPP optimization. Overall, this review provides guidance for unlocking the transformative potential of ML in enhancing prediction efficiency and sustainability in the hydrogen production sector. 展开更多
关键词 Machine learning Computational modeling HER catalyst synthesis Hydrogen energy Hydrogen production processes Algorithm development
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Monitoring and diagnosis of complex production process based on free energy of Gaussian–Bernoulli restricted Boltzmann machine 被引量:1
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作者 Qian-qian Dong Qing-ting Qian +1 位作者 Min Li Gang Xu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2023年第5期971-984,共14页
Online monitoring and diagnosis of production processes face great challenges due to the nonlinearity and multivariate of complex industrial processes.Traditional process monitoring methods employ kernel function or m... Online monitoring and diagnosis of production processes face great challenges due to the nonlinearity and multivariate of complex industrial processes.Traditional process monitoring methods employ kernel function or multilayer neural networks to solve the nonlinear mapping problem of data.However,the above methods increase the model complexity and are not interpretable,leading to difficulties in subsequent fault recognition/diagnosis/location.A process monitoring and diagnosis method based on the free energy of Gaussian-Bernoulli restricted Boltzmann machine(GBRBM-FE)was proposed.Firstly,a GBRBM network was established to make the probability distribution of the reconstructed data as close as possible to the probability distribution of the raw data.On this basis,the weights and biases in GBRBM network were used to construct F statistics,which represents the free energy of the sample.The smaller the energy of the sample is,the more normal the sample is.Therefore,F statistics can be used to monitor the production process.To diagnose fault variables,the F statistic for each sample was decomposed to obtain the Fv statistic for each variable.By analyzing the deviation degree between the corresponding variables of abnormal samples and normal samples,the cause of process abnormalities can be accurately located.The application of converter steelmaking process demonstrates that the proposed method outperforms the traditional methods,in terms of fault monitoring and diagnosis performance. 展开更多
关键词 process monitoring Fault diagnosis Gaussian–Bernoulli restricted Boltzmann machine Energy function Free energy Converter steelmaking production process
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Change and control of nitrogen in molten steel production process 被引量:1
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作者 熊爽 ZENG Hui +1 位作者 CAO Yang WANG Qing-xiang 《Journal of Chongqing University》 CAS 2014年第1期11-16,共6页
The change and control of nitrogen content in molten steel was investigated through the production process of "LDBAr-LF-RH-CC". Results show that nitrogen content reduces gradually in converter-steelmaking s... The change and control of nitrogen content in molten steel was investigated through the production process of "LDBAr-LF-RH-CC". Results show that nitrogen content reduces gradually in converter-steelmaking stage, rises rapidly from the end of converter process to the end of argon station process, continues to increase in ladle furnace process, and decreases slightly in RH refining stage. Since nitrogen is removed mainly by BOF steelmaking and vacuum refining operations, nitrogen in molten steel should be removed as much as possible in these two operations. However, nitrogen uptake should be minimized in other operations of molten steel production process. 展开更多
关键词 molten steel production process nitrogen content CHANGE CONTROL
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Predicting Model for Complex Production Process Based on Dynamic Neural Network 被引量:1
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作者 许世范 王雪松 郝继飞 《Journal of China University of Mining and Technology》 2001年第1期20-23,共4页
Based on the comparison of several methods of time series predicting, this paper points out that it is necessary to use dynamic neural network in modeling of complex production process. Because self feedback and mutua... Based on the comparison of several methods of time series predicting, this paper points out that it is necessary to use dynamic neural network in modeling of complex production process. Because self feedback and mutual feedback are adopted among nodes at the same layer in Elman network, it has stronger ability of dynamic approximation, and can describe any non linear dynamic system. After the structure and mathematical description being given, dynamic back propagation (BP) algorithm of training weights of Elman neural network is deduced. At last, the network is used to predict ash content of black amber in jigging production process. The results show that this neural network is powerful in predicting and suitable for modeling, predicting, and controling of complex production process. 展开更多
关键词 dynamic neural network Elman network complex production process predicting model
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An input-output model for energy accounting and analysis of industrial production processes: a case study of an integrated steel plant 被引量:1
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作者 Xiao-jun Liu Sheng-ming Liao +1 位作者 Zheng-hua Rao Gang Liu 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2018年第5期524-538,共15页
To promote sustainability, it has become increasingly vital to properly account material and energy flows in industrial production processes. Therefore, a generic process-level input-output (IO) model was developed ... To promote sustainability, it has become increasingly vital to properly account material and energy flows in industrial production processes. Therefore, a generic process-level input-output (IO) model was developed to provide an integrated energy (material) accounting and analysis approach for industrial production processes. By extending the existing processlevel IO models, the production, usage, export and loss of by-products were explicitly considered in the proposed IO model. Moreover, the by-products allocation procedures were incorporated into the proposed IO model to reflect individual contributions of products to energy consumption. Finally, the proposed model enabled calculating embodied energy of main products and total energy consumption under hierarchical accounting scope. Plant managers, energy management consultants, governmental officials and academic researchers could use this input-output model to account material and energy flows, thus calculating energy consumption indicators of a production process with their specific system boundary requirements. The accounting results could be further used for energy labeling, identifying bottlenecks of production activities, evaluating industrial symbiosis effects, improving materials and energy utilization efficiency, etc. The model could also be used as a planning tool to determine the effect that a particular change of technology and supply chains may have on the industrial production processes. The proposed model was tested and applied in a real integrated steel mill, which also provided the reference results for related researches. At last, some concepts, computational issues and limi- tations of the proposed model were discussed. 展开更多
关键词 Input-output model · Energy consumption · Energy accounting · Embodied energy · Industrial production process · Integrated steelmaking process
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Analysis on Quality Control Strategy of Aseptic Control Production Process
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作者 HOU Youfang ZHANG Peixuan 《外文科技期刊数据库(文摘版)医药卫生》 2021年第4期669-672,共4页
This article will start from the current general situation of aseptic control pharmacy, elaborate the importance of controlling the quality of aseptic control pharmacy process, analyze and explore the main quality con... This article will start from the current general situation of aseptic control pharmacy, elaborate the importance of controlling the quality of aseptic control pharmacy process, analyze and explore the main quality control measures of aseptic control pharmacy process, hoping to provide some help and suggestions for relevant personnel, better carry out aseptic control pharmacy, and improve the level of aseptic control pharmacy of drugs. 展开更多
关键词 quality control production process aseptic control
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Research on Aseptic Control in the Production Process of Aseptic Drugs
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作者 ZHANG Peixuan MO Yajun 《外文科技期刊数据库(文摘版)医药卫生》 2021年第2期509-513,共5页
For pharmaceutical enterprises, the emphasis is on strengthening the production level of sterile drugs. The standard requirements for the production of sterile drugs are extremely strict and the standard requirements ... For pharmaceutical enterprises, the emphasis is on strengthening the production level of sterile drugs. The standard requirements for the production of sterile drugs are extremely strict and the standard requirements for sterility are relatively high. However, at present, there are still some non-standard behaviors in the actual production process of aseptic drugs, which need to be solved and improved by strengthening aseptic control. Based on this, this paper studies the aseptic control in the production process of aseptic drugs, first outlines the basic characteristics of aseptic drugs, then analyzes the non-standard behavior in the production process of aseptic drugs, and finally studies the aseptic control strategy. 展开更多
关键词 aseptic drugs production process aseptic control
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Refining the Production Process
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作者 Henry Neondo 《ChinAfrica》 2013年第11期34-34,共1页
WHILE much of Africa's oil production is exported in its crude form, Uganda is primed to build its own oil refinery. This ambition is set to be realized after the China National Offshore Oil Corp. (CNOOC) struck a ... WHILE much of Africa's oil production is exported in its crude form, Uganda is primed to build its own oil refinery. This ambition is set to be realized after the China National Offshore Oil Corp. (CNOOC) struck a $2-billion licensing deal to develop a vast petroleum field in Uganda. Signed in late September, it was the first oil production license to be issued in Uganda, 展开更多
关键词 Refining the production process
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Simulation of Preparation Process of Manufactured Sand Based on Discrete Element Method and Its Grading Influence on Pore Structure Distribution of Concrete
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作者 WANG Xi ZHANG Yunsheng +3 位作者 ZHANG Wenhua WANG Jinman QIAO Hongxia AN Baofeng 《Journal of Wuhan University of Technology(Materials Science)》 2025年第6期1702-1715,共14页
In order to clarify the preparation process parameters of manufactured sand,optimize its quality,and analyze the effect of its grading on the microstructure of concrete,the three-dimensional models of jaw crusher,vibr... In order to clarify the preparation process parameters of manufactured sand,optimize its quality,and analyze the effect of its grading on the microstructure of concrete,the three-dimensional models of jaw crusher,vibrating screen and conveyor belt were established by using SolidWorks 2016 software.Rocky DEM4.5 software was used to simulate the initial crushing,screening,and transportation stages of the manufactured sand preparation process,with Linear Spring Dashpot as the normal contact model and Coulomb as the tangential contact model;furthermore,the key process parameters were defined.The manufactured sand grading model was then proposed,thereby,the influence of the grading of manufactured sand on the distribution of pore structure in concrete and the interfacial transition zone(ITZ)was studied.The experimetal results show that the particle size of granite,after being crushed in the jaw crusher,is primarily concentrated between 80 and 130 mm,with a crushing energy consumption typically below 100000 J.However,certain instances of granite exhibit higher energy consumption due to undergoing multiple crushings within the chamber.At the same time,the granite causes significant wear on the jaw crusher plate.Furthermore,the tilt angle of the vibrating screen should be adjusted to between 10 and 15 degrees,while the layout angle of the conveyor belt needs to be set at 16 degrees.The proposed manufactured sand grading model is feasible,and the pore diameter distribution inside concrete increases with an increase in the fineness modulus of manufactured sand. 展开更多
关键词 GRANITE manufactured sand production process jaw crusher vibrating screen GRADING
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Call for Papers from Agricultural Products Processing and Storage
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《肉类研究》 北大核心 2025年第9期I0017-I0017,共1页
Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim ... Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim to offer a platform for the rapid dissemination of signifi cant,novel,and high-impact research in the fi elds of agricultural product processing science,technology,engineering,and nutrition.Additionally,supplemental issues are curated and published to facilitate in-depth discussions on special topics. 展开更多
关键词 NUTRITION SCIENCE agricultural products open access journal agricultural products processing STORAGE technology engineering
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Call for Papers from Agricultural Products Processing and Storage
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《肉类研究》 北大核心 2025年第10期I0017-I0017,共1页
Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim ... Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim to offer a platform for the rapid dissemination of signifi cant,novel,and high-impact research in the fi elds of agricultural product processing science,technology,engineering,and nutrition.Additionally,supplemental issues are curated and published to facilitate in-depth discussions on special topics. 展开更多
关键词 NUTRITION SCIENCE agricultural products open access journal agricultural products processing STORAGE technology engineering
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Call for Papers from Agricultural Products Processing and Storage
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《肉类研究》 北大核心 2025年第11期I0017-I0017,共1页
Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim ... Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim to offer a platform for the rapid dissemination of signifi cant,novel,and high-impact research in the fi elds of agricultural product processing science,technology,engineering,and nutrition.Additionally,supplemental issues are curated and published to facilitate in-depth discussions on special topics. 展开更多
关键词 NUTRITION SCIENCE agricultural products open access journal agricultural products processing STORAGE technology engineering
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Call for Papers from Agricultural Products Processing and Storage
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《食品科学》 北大核心 2025年第20期I0022-I0022,共1页
Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim ... Agricultural Products Processing and Storage(ISSN 3059-4510,Owner:Hunan Academy of Agricultural Sciences,China.Production and hosting:Springer Nature)is an international,peer-reviewed open access journal with the aim to offer a platform for the rapid dissemination of signifi cant,novel,and high-impact research in the fi elds of agricultural product processing science,technology,engineering,and nutrition.Additionally,supplemental issues are curated and published to facilitate in-depth discussions on special topics. 展开更多
关键词 NUTRITION SCIENCE agricultural products open access journal agricultural products processing STORAGE technology engineering
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Genetic Algorithm Based Production Planning for Alternative Process Production
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作者 张发平 孙厚芳 SHAHID I.Butt 《Journal of Beijing Institute of Technology》 EI CAS 2009年第3期278-282,共5页
Production planning under flexible job shop environment is studied.A mathematic model is formulated to help improve alternative process production.This model,in which genetic algorithm is used,is expected to result in... Production planning under flexible job shop environment is studied.A mathematic model is formulated to help improve alternative process production.This model,in which genetic algorithm is used,is expected to result in better production planning,hence towards the aim of minimizing production cost under the constraints of delivery time and other scheduling conditions.By means of this algorithm,all planning schemes which could meet all requirements of the constraints within the whole solution space are exhaustively searched so as to find the optimal one.Also,a case study is given in the end to support and validate this model.Our results show that genetic algorithm is capable of locating feasible process routes to reduce production cost for certain tasks. 展开更多
关键词 alternative process production flexible job shop production planning genetic algorithm
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A Typical Production and Elimination Process of Particles in Beijing during Early 2008 Olympic Games
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作者 WANG Bei-bei CHENG Yi-zhen +1 位作者 LIU Hou-feng CHAI Fa-he 《Meteorological and Environmental Research》 CAS 2011年第2期70-73,共4页
[Objective] The aim was to discuss he produce and elimination rules of particles in Beijing during early 2008 Olympic Games. [Method] Based on the analysis of particulate matter online observation data and meteorologi... [Objective] The aim was to discuss he produce and elimination rules of particles in Beijing during early 2008 Olympic Games. [Method] Based on the analysis of particulate matter online observation data and meteorological data during the corresponding period in Chinese environmental science college, Hysplit Back trace model and Numerical weather prediction graphs, and combined with the different analytical methods on meteorological flow fields, a typical process of particles in Beijing during early 2008 Olympic Games was studied. [Result] The results indicated that during the ascent stage of PM2.5 concentration, the PM showed gradually aging phenomena; the process controlled by large scale synoptic system mainly. And the weak wind and the high humidity were not in favor of dispersion; the prolonged southerly air mass to bring the pollutant of Hebei, Taijin and Shandong to Beijing; mixing height and temperature curve took the importance role to the pollution. [Conclusion] The study provided theoretical basis for the discussion on factors influencing the production and elimination of particles in the air pollution process. 展开更多
关键词 Particles production and elimination process BEIJING Early period of Olympic Games China
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Research on Application of Big Data Technology in Agricultural Mechanization Production and Processing
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作者 MIAO Suocheng ZHU Changfeng 《外文科技期刊数据库(文摘版)自然科学》 2021年第5期001-003,共5页
The progress of science and technology has promoted the process of agricultural mechanization. As one of the traditional basic industries and pillar industries in our country, agriculture is closely related to the pro... The progress of science and technology has promoted the process of agricultural mechanization. As one of the traditional basic industries and pillar industries in our country, agriculture is closely related to the production, life and social stability of our people. In order to improve the level of China's agricultural mechanization more effectively and achieve better and faster development, the combination of big data technology and agricultural mechanization production and processing is implemented. In this paper, the characteristics of big data technology are analyzed at first, then the problems in the combination of big data technology and agricultural mechanization production and processing are explained, the application examples of big data technology in agricultural mechanization production and processing are given, and finally the development prospect of the application of big data technology in agricultural mechanization production and processing is prospected. 展开更多
关键词 big data technology agricultural machinery production and processing application research
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An Energy Saving Glass Deep Processing Line Put into Production in Hubei
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《China's Refractories》 CAS 2013年第3期22-22,共1页
On July 16, 2013, the first low-E energy saving glass deep processing line of Hubei Zhongyi Glass Co., Ltd. was put into production in Changyang County of Hubei Province. Low-E glass is a kind of new glass featured wi... On July 16, 2013, the first low-E energy saving glass deep processing line of Hubei Zhongyi Glass Co., Ltd. was put into production in Changyang County of Hubei Province. Low-E glass is a kind of new glass featured with good lighting, thermal insulation, and ultraviolet radiation resistance. So far contracts worth about CNY 50 million have been signed. 展开更多
关键词 An Energy Saving Glass Deep processing Line Put into production in Hubei
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On Structure,production,and market of bamboo-based panels in China 被引量:23
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作者 蒋身学 张齐生 姜树海 《Journal of Forestry Research》 SCIE CAS CSCD 2002年第2期151-156,165,共6页
Since bamboo has the advantages of straight grain, beautiful color, high strength and toughness, and excellent abrasion resistance, bamboo-based panels have been widely used in the fields of vehicle, construction, shi... Since bamboo has the advantages of straight grain, beautiful color, high strength and toughness, and excellent abrasion resistance, bamboo-based panels have been widely used in the fields of vehicle, construction, ship building, furniture, and decoration to partly take the place of wood, steel, plastic etc in China. This paper briefly described the basic component units, including strip, sliver, and particle, of bamboo-based panel and pointed out that to design the structure of bamboo-based panels should follow the principle of symmetric structure, surface forming method, and structuring principle of equalizing stress. According to the processing methods and formation of component units, the authors classified the bamboo-based panels in China into 13 types and presented the manufacturing technique and uses of the bamboo products, such as plybamboo, bamboo flooring, and bamboo-wood composite products in detail. In the last part of the paper, much information were offered on the output, market, and selling prospect of each type of bamboo-based panels. 展开更多
关键词 Bamboo-based panel Component units STRUCTURE production process MARKET
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Study on the Influence of Different Processing Methods on the Volatile Components of Alisma Purpurei
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作者 Weiwei Zhou Haiping Guo +2 位作者 Xiaoyu Cao Jie Liu Zhixuan Wang 《Journal of Advances in Medicine Science》 2024年第2期15-18,共4页
Objective:To establish a gas chromatography-mass spectrometry(GC-MS)method for the determination of volatile components in different prepared products of Alisma purpurea.Methods:The volatile components were determined... Objective:To establish a gas chromatography-mass spectrometry(GC-MS)method for the determination of volatile components in different prepared products of Alisma purpurea.Methods:The volatile components were determined by GC-MS,and the types and relative contents of volatile components were compared in 4 kinds of processed products.Result:The main volatile components of 30 kinds of different products from Zelica were analyzed and identified,which were mainly sesquiterpenes,ketones and alcohols,mainly Pogostol,olive,guaiacene,caryophyllene and so on.Conclusion:There are differences in the types and relative contents of volatile components in different products of Alisma platyphylla,in order to provide a basis for improving the quality standards of different products of Alisma platyphylla. 展开更多
关键词 Alisma alisma processed products Gas chromatography-mass spectrometry Volatile components Relative content
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About Asian Agricultural Research
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《Asian Agricultural Research》 2025年第4期39-39,共1页
Asian Agricultural Research(ISSN 1943-9903),founded in 2009,is a monthly comprehensive agricultural academic journal published and approved by the Library of Congress of the United States of America.Asian Agricultural... Asian Agricultural Research(ISSN 1943-9903),founded in 2009,is a monthly comprehensive agricultural academic journal published and approved by the Library of Congress of the United States of America.Asian Agricultural Research is devoted to the study of Economic Management,Land Science,Resource and Environment,Agronomy and Horticulture,Animal Science,Biotechnology,Food Science,and Agro-product Processing,Agricultural Engineering,Agricultural Information Science,Rural Tourism,Agricultural Education,and Agricultural History. 展开更多
关键词 BIOTECHNOLOGY land science agro product processing resource environment economic management agronomy horticulture agricultural engineering food science
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