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| 1 | Integration of data-intensive,machine learning and robotic experimental approaches for accelerated discovery of catalysts in renewable energy-related reactions显示文摘Technological advancements in recent decades have greatly transformed the field of material chemistry.Juxtaposing the accentuating energy demand with the pollution associated,urgent measures are required to ensure energy maximization,while reducing the extended experimental time cycle involved in energy production.In lieu of this,the prominence of catalysts in chemical reactions,particularly energy related reactions cannot be undermined,and thus it is critical to discover and design catalyst,towards the optimization of chemical processes and generation of sustainable energy.Most recently,artificial intelligence(AI)has been incorporated into several fields,particularly in advancing catalytic processes.The integration of intensive data set,machine learning models and robotics,provides a very powerful tool in modifying material synthesis and optimization by generating multifarious dataset amenable with machine learning techniques.The employment of robots automates the process of dataset and machine learning models integration in screening intermetallic surfaces of catalyst,with extreme accuracy and swiftness comparable to a number of human researchers.Although,the utilization of robots in catalyst discovery is still in its infancy,in this review we summarize current sway of artificial intelligence in catalyst discovery,briefly describe the application of databases,machine learning models and robots in this field,with emphasis on the consolidation of these monomeric units into a tripartite flow process.We point out current trends of machine learning and hybrid models of first principle calculations(DFT)for generating dataset,which is integrable into autonomous flow process of catalyst discovery.Also,we discuss catalyst discovery for renewable energy related reactions using this tripartite flow process with predetermined descriptors. | Oyawale Adetunji Moses Wei Chen Mukhtar Lawan Adam Zhuo Wang Kaili Liu Junming Shao Zhengsheng Li Wentao Li Chensu Wang Haitao Zhao Cheng Heng Pang Zongyou Yin Xuefeng Yu | 2021 | Materials Reports(Energy)2021，1，3： | 3 |
| 2 | Particle size distribution of bed materials in the sandy river bed of alluvial rivers显示文摘The particle size distribution of bed materials in the sandy river bed of alluvial rivers is important in the study of topics such as friction, river bed evolution, erosion, and siltation. It also can reflect the dependency relation between river bed sediment and flow intensity. In this paper, the critical pattern of sediment movement in the near-wall region of a sandy river bed was analyzed. According to the principle of momentum balance, the critical settling-rising condition of bed material in a sandy river bed was found to be instantaneous turbulent velocity equal to 2.7 times the sediment settling velocity in quiescent water. Based on a vertical instantaneous turbulent velocity with a Gaussian distribution, a theoretical relation for calculating the particle size distribution of bed materials in a sandy river bed without pre-known characteristic grain sizes was developed by solving a stochastic equation. The formula is verified using measured data, and the results show that the proposed formula was in accordance with the measured data. This study has theoretical significance and practical value for determining the bed material particle size distribution of the sandy bed of alluvial rivers. | Luohao Zhang Hongwu Zhang Hongwu Tang Chensu Zhao | 2017 | International Journal of Sediment Research2017，32，3： | 2 |
| 3 | Prostaglandins as endogenous mediators of interleukin production显示文摘 | Runkel S L Chensus S W Phan S H | 1985 | J Immunol1985，136，1： | 2 |
| 4 | Type1/type2 eytokine paradigm and the progression of pulmonary fibrosis显示文摘 | Lukacs N W Hogaboam C Chensue S W | 2001 | Chest2001，120，1： | 1 |
| 5 | Type1/Type2 cytokine paradigm and the progression of pulmonary fibrosis 显示文摘 | Lukacs N W Hogaboam C Chensue S W et 81 | 2001 | Chest2001，120，1： | 1 |
| 6 | Cytokine phenotypes serve as aparadigms for experimental immune-mediated lung diseases and remodeling显示文摘 | Kunkel S L Chensue S W Lukacs N | 2003 | Am J Respir Cell Mol Biol2003，29，3： | 1 |
| 7 | Cytokine phenotypes serve as a paradigms for experimental immune - mediated lung dis- eases and remodeling显示文摘 | Kunkel SL Chensue SW Lukacs N | 2003 | Am J Respir Cell Mol Biol2003，29，3： | 1 |
| 8 | Cytokine phenotypes serve as a paradigms for experimental immune - mediated lung diseases and remodeling显示文摘 | Kunkel S L Chensue S W Lukacs N | 2003 | Am J Respir Cell Mol Biol2003，29，3： | 1 |
| 9 | Novel rolesfor chemokines and fibroblasts in interstitial fibrosis显示文摘 | Hogaboam CM Steinhauser ML Chensue SW | 1998 | KidneyInt1998，54，6： | 1 |
| 10 | Endogenous norepinephrine regulates tumor necrosis factor-alpha production from maerophages in vitro显示文摘 | Robert N Spengler Stephen W Chensue Giacherio D A | 1994 | J lmmunol1994，152，6： | 1 |
| 11 | Monocyte chemoattractant protein-1 synthesis by murine lung fibroblasts modulates CD4 T cell activation 显示文摘 | Hogaboam CM Lukacs NW Chensue SW | 1998 | J Immunol1998，160，9： | 1 |
| 12 | Impaired monocyte migration and reduced type 1 (Th1) cytokine responses in C-C chemokine receptor 2 knockout mice显示文摘 | Boring L Gosling J Chensue SW | | 0，，10： | 1 |
| 13 | Mononuclear phagocytederived IL-10 suppresses the innate IL-12/IFN-gamma axis in lung-challenged aged mice 显示文摘 | Chiu BC Stolberg VR Chensue SW | 2008 | J Immunol2008，181，5： | 1 |
| 14 | Interleukin-4dependent pulmonary eosinophil infiltration in a murine model of asthma显示文摘 | Lukacs NW Stricter RM Chensue SW | 1994 | Am J Respir Cell Mol Biol1994，10，： | 1 |
| 15 | In vivo regulation of macrophage IL12 production during typel and type2 cytokine mediated granuloma for mation 显示文摘 | Chensue SW Ruth JH Warmington K | 1995 | J Immunol1995，155，： | 1 |
| 16 | Type 1/ type 2 cytokine paradigm and the progression of pulmonary fibrosis显示文摘 | Lukacs NW Hogaboam C Chensue SW | 2001 | Chest2001，120，1： | 1 |
| 17 | Type 1/type 2 cytokine paradigm and the progression of pul- monary fibrosis显示文摘 | Lukacs NW Hogaboam C Chensue SW | 2007 | Chest2007，120，1： | 1 |
| 18 | Cytokine phenotypes serve as a paradigms for experimental immune - mediated lung diseases and remodeling 显示文摘 | Kunkel SL Chensue SW Lukacs N | 2003 | Am J Respir Cell Mol Biol2003，29，3： | 1 |
| 19 | In vivo regulation of macrophage IL-12 production during type 1 and type 2 cytokine-mediated granuloma formation显示文摘 | Chensue SW Ruth JH Warmington K | 1995 | J Immunol1995，155，7： | 1 |
| 20 | Role of IL-4 and IFN gamma in Schistosoma mansoni egg-induced hypersensitivity granuloma formation显示文摘 | Chensue SW Terebuh PD Warmington KS etal | 1992 | J Immunol1992，148，： | 1 |
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