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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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Production sharing contract: An analysis based on an oil price stochastic process 被引量:3
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作者 Liu Mingming Wang Zhen +2 位作者 Zhao Lin Pan Yanni Xiao Fei 《Petroleum Science》 SCIE CAS CSCD 2012年第3期408-415,共8页
Assuming that oil price follows the stochastic processes of Geometric Brownian Motion (GBM) or the Mean-Reverting Process (MRP), this paper takes the net present value (NPV) as an economic index and models the P... Assuming that oil price follows the stochastic processes of Geometric Brownian Motion (GBM) or the Mean-Reverting Process (MRP), this paper takes the net present value (NPV) as an economic index and models the PSC in 11 different scenarios by changing the value of each contract element (i.e. royalty, cost oil, profit oil as well as income tax). Then the NPVs are shown in probability density graphs to investigate the effect of different elements on contract economics. The results show that under oil price uncertainty the influence of profit oil and income tax on NPV are more significant than those of royalty and cost oil, while a tax holiday could improve the contractor's financial status remarkably. Results also show that MRP is more appropriate for cases with low future oil price volatility, and GBM is best for high future oil price volatility. 展开更多
关键词 production sharing Geometric Brownian motion Mean-Reverting process oil contract international petroleum cooperation
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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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ENTROPY PRODUCTION RATE OF THE MINIMAL DIFFUSION PROCESS 被引量:1
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作者 章复熹 钱敏 《Acta Mathematica Scientia》 SCIE CSCD 2007年第1期145-152,共8页
The entropy production rate of stationary minimal diffusion processes with smooth coefficients is calculated. As a byproduct, the continuity of paths of the minimal diffusion processes is discussed, and that the point... The entropy production rate of stationary minimal diffusion processes with smooth coefficients is calculated. As a byproduct, the continuity of paths of the minimal diffusion processes is discussed, and that the point at infinity is absorbing is proved. 展开更多
关键词 Minimal diffusion process entropy production rate continuous path
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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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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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Production of High-p_T Kaon and Pion in PP and Au-Au Collisions by Resolved Photoproduction Processes
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作者 蔡燕兵 杨海涛 李云德 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第8期44-47,共4页
Taking into account the effects of shadowing and jet quenching, the large transverse momentum distribution of K+, π+ and K+/π+ ratios at s = 200 GeV originating from resolved photoproduction processes is calcula... Taking into account the effects of shadowing and jet quenching, the large transverse momentum distribution of K+, π+ and K+/π+ ratios at s = 200 GeV originating from resolved photoproduction processes is calculated based on perturbative quantum chromodynamics. It is found that the contribution of K+ and π+ produced by photoproduction processes is evident. The K+ /π+ ratios in Au-Au collisions show an obvious enhancement compared with p p collisions. The numerical results indicate that the photoproduetion processes are good modification for kaon and pion production. 展开更多
关键词 production of High-p_T Kaon and Pion in PP and Au-Au Collisions by Resolved Photoproduction processes
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NEW BREAKTHROUGH OF HEAVY OIL UPGRADING TECHNOLOGY——INTEGRATION PROCESSES OF VRFCC/RMC FOR PRODUCTION OF HIGH VALUE PRODUCTS AND STEAM CRACKING FEED
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作者 LI Da dong 1,ZHONG Xiao xiang 1,LI Zhi qiang 2,CAO Xiang hong 3 (1 RIPP SINOPEC,Beijing 100083,China 2 BDI SINOPEC,Beijing 100724,China 3 SINOPEC,Beijing 100029,China) 《石油学报(石油加工)》 EI CAS CSCD 北大核心 2000年第4期91-93,共3页
An integration process of vacuum residue FCC(VRFCC)and moderate pressure hydro cracking(RMC),developed by RIPP and BDI,opens a new route for maximizing production of both high value products and the feed for steam cra... An integration process of vacuum residue FCC(VRFCC)and moderate pressure hydro cracking(RMC),developed by RIPP and BDI,opens a new route for maximizing production of both high value products and the feed for steam cracking(SC).VRFCC technology has been put on stream at Yanshan Petrochemical Co (YPC)since November 1998.A 79 2%(mass percent)high value product(LPG+GSL+LCO)was surprisingly made on the test run from a resid feedstock of 85 0%(mass percent)Daqing crude VR content.No facility coking was found during the operation.RMC is a renovating moderate pressure hydrocracking technology,the end point of the heavy VGO feed is as high as 534 ℃,and the RMC catalyst performance shows high hydrodenitrogenation activity and high ring opening selectivity.The process highlights the flexibility of product slates——maximum premium mid distillates yield(38 0%(mass percent))and/or maximum hydro unconverted bottoms(Hydro BTMs)yield(50%~70%(mass percent)).Over 30%(mass percent)ethylene was produced from SC process based on Hydro BTMs feed. The application of VRFCC/RMC integration at YPC not only covers the shortages of SC feed for 660 kt/a ethylene production capacity,but also increases the total yield of premium fuel products. 展开更多
关键词 高附加值产品 石油产品 炼油技术
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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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Progress and Prospects of Hydrogen Production: Opportunities and Challenges 被引量:6
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作者 Bing Zhang Sui-Xin Zhang +2 位作者 Rui Yao Yong-Hong Wu Jie-Shan Qiu 《Journal of Electronic Science and Technology》 CAS CSCD 2021年第2期97-118,共22页
This study presents an overview of the current status of hydrogen production in relation to the global requirement for energy and resources.Subsequently,it symmetrically outlines the advantages and disadvantages of va... This study presents an overview of the current status of hydrogen production in relation to the global requirement for energy and resources.Subsequently,it symmetrically outlines the advantages and disadvantages of various production routes including fossil fuel/biomass conversion,water electrolysis,microbial fermentation,and photocatalysis(PC),in terms of their technologies,economy,energy consumption,and costs.Considering the characteristics of hydrogen energy and the current infrastructure issues,it highlights that onsite production is indispensable and convenient for some special occasions.Finally,it briefly summarizes the current industrialization situation and presents future development and research directions,such as theoretical research strengthening,renewable raw material development,process coupling,and sustainable energy use. 展开更多
关键词 ELECTROLYSIS FERMENTATION hydrogen production photocatalysis(PC) process integration renewable resource sustainable energy
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Trends and advances in the development of coal fly ash-based materials for application in hydrogen-rich gas production:A review 被引量:2
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作者 Kang Gao Maria C.Iliuta 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2022年第10期485-512,I0013,共29页
Coal fly ash(FA),a valuable industrial solid residue generated from coal combustion,is composed of various metal oxides and has a high thermal stability.Given that the coal-based energy will continue to account for a ... Coal fly ash(FA),a valuable industrial solid residue generated from coal combustion,is composed of various metal oxides and has a high thermal stability.Given that the coal-based energy will continue to account for a significant portion of global electricity generation in the coming years,the lack of effective management strategies exacerbates the threat of FA wastes to the surrounding environment and human health.For a sustainable development,green and renewable hydrogen economy and CO_(2)capture efforts provide appealing opportunities to valorize FA as catalysts and/or sorbents due to their appealing physicochemical properties.Hydrogen applications along with carbon neutrality are potential strategies to mitigate climate change crisis,but high processing costs(catalysts/sorbents)are challenging to realize this purpose.In this context,the utilization of FA not only enhances industrial competitiveness(by reducing manufacturing costs),but also provides ecologically friendly approaches to minimizing this solid waste.This state-of-the-art review highlights a wide-ranging outlook on the valorization of FA as catalysts and sorbents for hydrogen-rich gas production via conventional/intensified processes(CO_(2)/H_(2)O reforming,ammonia decomposition,hydride hydrolysis).The fundamental physicochemical characterizations and hazards/utilization of FA,which significantly affect the FA's utilization in various fields,are first introduced.The influence of several factors(like FA types and catalysis/sorption operation conditions)on the activity performance of FA-based materials is then discussed in detail.This critical review aims to open the window to further innovative ideas regarding the application of different FA residues in other catalytic and sorption processes. 展开更多
关键词 Coal fly ash Catalyst/support High temperature CO_(2)sorbent Bifunctional material Hydrogen production Conventional/intensified process
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Composite materials for primary aircraft structures:from development phase to high volume production rate 被引量:4
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作者 LI Helen FIORE Lucien JIANG Zhen 《民用飞机设计与研究》 2020年第1期125-128,共4页
From 1980’s decade,the introduction of carbon composite materials in structural applications has been consistently increased in the successive generations of civil aircraft from Single Aisle to Middle-long Range to a... From 1980’s decade,the introduction of carbon composite materials in structural applications has been consistently increased in the successive generations of civil aircraft from Single Aisle to Middle-long Range to achieve a culminant point with more than 50%in structure weight in recent commercial civil aircraft.This evolution,done through successive iterations,has been possible by combining in the same time the improvement of intrinsic composite material performances and its transformation into prepreg production technologies together with the development of new manufacturing process for material lay-up automation at composite shop-floor manufacturer of aircraft composite parts.New challenges are still coming to continuously develop materials and technologies in order to pursue the production more cost-effective composite parts.Associated to higher aircraft production rate for single aisle,new challenges may force material and aircraft designers and producers to furthermore drive new products and processes introduction and new ways of transformation within in next decade of composite aircraft designs.We propose to illustrate these trends using past and recent developments and our return of experience from Hexcel on Civil Aircraft programs. 展开更多
关键词 composite materials structural applications PREPREG technology automatic LAY-UP processES high production VOLUME rate
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High density γ-ray emission and dense positron production via multi-laser driven circular target
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作者 Yajuan HOU Baisong XIE +5 位作者 Chong LV Feng WAN Li WANG Nureli YASEN Haibo SANG and Guoxing XIA 《Plasma Science and Technology》 SCIE EI CAS CSCD 2019年第8期34-42,共9页
A diamond-like carbon circular target is proposed to improve γ-ray emission and pair production with a laser intensity of 8×1022 W cm-2by using 2D particle-in-cell simulations with quantum electrodynamics.It is ... A diamond-like carbon circular target is proposed to improve γ-ray emission and pair production with a laser intensity of 8×1022 W cm-2by using 2D particle-in-cell simulations with quantum electrodynamics.It is found that the circular target can enhance the density of γ-photons significantly more than a plane target, when two colliding circularly polarized lasers irradiate the target.By multi-laser irradiating the circular target, the optical trap of lasers can prevent the high energy electrons accelerated by laser radiation pressure from escaping.Hence, γ-photons with a high density of beyond 5000 ncare obtained through nonlinear Compton backscattering.Meanwhile, 2.7×1011 positrons with an average energy of 230 MeV are achieved via the multiphoton Breit-Wheeler process.Such an ultrabright γ-ray source and dense positron source can be useful in many applications.The optimal target radius and laser mismatching deviation parameters are also discussed in detail. 展开更多
关键词 e+e-pairs production Γ-RAY EMISSION Breit-Wheeler(BW) process Compton backscattering(NCBS) process particle-in-cell(PIC)
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Multi-subpulse process of large time-bandwidth product chirp signal
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作者 张洪纲 范花玉 +1 位作者 何少华 刘泉华 《Journal of Beijing Institute of Technology》 EI CAS 2015年第4期501-507,共7页
To prevent the long-time coherent integration and limited range window stumbling blocks of stretch processing and reduce computational complexity, a novel method called multi-subpulse process of large time-bandwidth p... To prevent the long-time coherent integration and limited range window stumbling blocks of stretch processing and reduce computational complexity, a novel method called multi-subpulse process of large time-bandwidth product linear frequency modulating ( LFM ) signal ( i. e. chirp ) is proposed in this paper. The wideband chirp signal is split up into several compressed subpulses. Then the fast Fourier transform (FFT) is used to reconstruct the high resolution range profile ( HR- RP) in a relative short computation time. For multi-frame, pulse Doppler (PD) process is performed to obtain the two-dimension range-Doppler (R-D) high resolution profile. Simulations and field ex- perimental results show that the proposed method can provide high-quality target profile over a large range window in a short computation time and has the promising potential for long-time coherent in- tegration. 展开更多
关键词 multi-subpulse process large time-bandwidth product chirp signal COMPUTATIONALCOMPLEXITY coherent integration
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Characterization of oxygen initiation process in the autothermic pyrolysis in-situ conversion of Huadian oil shale
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作者 Shao-Tao Xu Xiao-Shu Lü +5 位作者 Han Wang You-Hong Sun Shi-Jie Kang Zhen-Dong Wang Wei Guo Sun-Hua Deng 《Petroleum Science》 CSCD 2024年第6期4481-4496,共16页
The oxygen initiation process,one of the key processes in the early stage of the autothermic pyrolysis insitu conversion technology,has not been deeply investigated,which seriously limits its development.In this study... The oxygen initiation process,one of the key processes in the early stage of the autothermic pyrolysis insitu conversion technology,has not been deeply investigated,which seriously limits its development.In this study,the reaction behaviors,kinetic parameters,heat and product release characteristics during the isothermal oxygen initiation process of Huadian oil shale in O2/N2mixtures with different oxygen concentrations and initiation temperatures were investigated via TG/DSC-FTIR.The results show that the samples exhibit three different reaction behaviors during the initiation stage,consisting of two main parts,i.e.,the oxidative weight-gain and the oxidative reaction phases.The former phase is mainly characterized by the oxygen addition reaction that produces oxidizing groups which increase the sample mass.And the latter stage consists of two main subreactions.The first subreaction involves the oxidative cracking and pyrolysis of oxidizing groups and kerogen to produce fuel deposits such as residual carbon,while the second subreaction focuses on the oxidation of the resulting fuels.Furthermore,increasing the oxygen concentration significantly promotes the above reactions,leading to an increase in the reaction intensity and reaction rate.Owing to the combined effect of oxygen concentration and residual organic matter content,the total heat release increases with the increasing initiation temperature and reaches its maximum at 330-370℃.In addition,the preheating stage primarily produces hydrocarbon gases,while the initiation stage predominantly generates CO_(2).As the preheating temperature increases,the CO_(2)output intensifies,the required reaction time shortens,and the release becomes more concentrated.Based on these findings,a reaction mechanism for the oxygen initiation process of Huadian oil shale was proposed,and recommendations were provided for optimizing the construction process. 展开更多
关键词 Oil shale Oxygen initiation process Isothermal kinetic analysis Heat release product release characteristics
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Low Temperature Processing for Meat products
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作者 WANG Panpan 《肉类研究》 2009年第4期85-90,共6页
关键词 低温处理 肉类产品 最优处理方法 贮藏时间
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我国水产品加工标准体系的构建 被引量:1
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作者 朱文嘉 郭莹莹 +3 位作者 李娜 姚琳 江艳华 王联珠 《食品安全质量检测学报》 2025年第1期67-73,共7页
水产品作为优质动物蛋白的重要来源,对我国渔业经济至关重要。我国水产品加工产业不仅推动了渔业经济的繁荣,还促进了相关产业的发展,对渔业整体发展具有桥梁作用。水产品加工标准体系是保障我国渔业高质量发展的基础制度,加强水产品加... 水产品作为优质动物蛋白的重要来源,对我国渔业经济至关重要。我国水产品加工产业不仅推动了渔业经济的繁荣,还促进了相关产业的发展,对渔业整体发展具有桥梁作用。水产品加工标准体系是保障我国渔业高质量发展的基础制度,加强水产品加工体系建设,健全标准体系,促进水产加工业健康发展,对于保障我国水产品质量安全具有重要意义。本文分析了我国水产品加工标准体系的建设现状,并提出了构建该体系的思路、原则和框架。建议以全产业链加工标准体系配套发展为核心,以水产品品质评价为重点,加快构建基础通用、产品质量分级检测方法、加工质量控制管理和追溯规范、仓储保鲜、冷链物流等标准,以促进产业链上下游标准的有效衔接,为我国水产加工业的健康发展提供标准化支撑。 展开更多
关键词 水产品加工 标准体系 体系构建
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柳宝诒治疗伏温病的学术思想及用药特色
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作者 朱慧 郑琳玉 +4 位作者 魏晨旭 陈国宝 黄玉宇 李伟东 花海兵 《南京中医药大学学报》 北大核心 2025年第1期52-57,共6页
柳宝诒是晚清著名温病学家,对伏温病学说进行了创新。柳氏提出肾精先虚、正气不足是寒邪伏藏的前提条件,外感寒邪为发病之诱因,主张基于六经辨治伏温病,总以祛邪、扶正两意为提纲,泄热、养阴、托邪为其治疗总则。遣方重视药食同调,善用... 柳宝诒是晚清著名温病学家,对伏温病学说进行了创新。柳氏提出肾精先虚、正气不足是寒邪伏藏的前提条件,外感寒邪为发病之诱因,主张基于六经辨治伏温病,总以祛邪、扶正两意为提纲,泄热、养阴、托邪为其治疗总则。遣方重视药食同调,善用鲜药,重视药物炮制,讲究以药制药,随证化裁,临证喜用“同打”特色炮制品。研究柳氏治疗伏温病的学术思想及用药特色,对现今多种具有发热性质的传染性与流行性疾病的施治用药具有重要指导价值。 展开更多
关键词 柳宝诒 伏温病 治疗特色 用药特点 同打特色炮制品
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木薯副产物饲料化研究进展
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作者 夏敏 李付强 +1 位作者 肖正中 肖定福 《中国饲料》 北大核心 2025年第7期182-186,共5页
木薯是我国南部地区的重要作物之一,具有淀粉含量、可食用纤维、微量元素含量高等特点。近年来,随着木薯种植面积与产量的持续增长,木薯副产物作为饲料开发也越来越受饲料生产企业与养殖户重视。本文综述了木薯副产物饲料化加工技术及... 木薯是我国南部地区的重要作物之一,具有淀粉含量、可食用纤维、微量元素含量高等特点。近年来,随着木薯种植面积与产量的持续增长,木薯副产物作为饲料开发也越来越受饲料生产企业与养殖户重视。本文综述了木薯副产物饲料化加工技术及其在动物生产上的应用,并对木薯副产物的用途及其对动物、环境和人类的益处进行分析,以期为我国木薯副产物饲料化利用提供一定参考。 展开更多
关键词 木薯 木薯副产物 饲料加工 饲料化
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液压冷榨大豆饼粕蛋白提取工艺优化及其应用现状分析
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作者 蒋林斌 黄广君 《中国调味品》 北大核心 2025年第3期125-128,共4页
随着消费者对植物蛋白的需求不断增加,在植物蛋白市场中,大豆蛋白由于其营养价值和功能特性而被广泛应用。然而,工业生产的大豆饼粕中含有机溶剂,严重制约着大豆蛋白在绿色食品和有机食品领域中的应用。大豆的压榨方式主要为螺旋压榨法... 随着消费者对植物蛋白的需求不断增加,在植物蛋白市场中,大豆蛋白由于其营养价值和功能特性而被广泛应用。然而,工业生产的大豆饼粕中含有机溶剂,严重制约着大豆蛋白在绿色食品和有机食品领域中的应用。大豆的压榨方式主要为螺旋压榨法和液压冷榨压榨法,两种压榨方法对大豆饼粕中蛋白的品质均会产生影响。该研究基于此,对比螺旋压榨法和液压冷榨压榨法对大豆饼粕蛋白提取率和品质的影响,最终确定采用液压冷榨压榨法压榨大豆,获得的大豆饼粕中蛋白提取率和品质均更高。以液压冷榨压榨法压榨的大豆饼粕为原材料,对其蛋白和脂质的提取工艺进行研究和优化。结果表明,最佳的大豆饼粕蛋白和脂质提取工艺为pH值10、提取时间45 min和料液比例1∶20。 展开更多
关键词 液压冷榨法 大豆蛋白 副产物 工艺优化
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