Global Journal of Researches in Engineering最新文献

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Analysis of the Influence of Biomass Addition in Coal Mixture for Metallurgical Coke Production 生物质添加对炼焦混合煤的影响分析
Global Journal of Researches in Engineering Pub Date : 1900-01-01 DOI: 10.34257/gjreevol21is2pg1
A. Campos, P. Assis
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引用次数: 0
Implementation of an Associative Memory using a Restricted Hopfield Network 基于受限Hopfield网络的联想记忆实现
Global Journal of Researches in Engineering Pub Date : 1900-01-01 DOI: 10.34257/gjrefvol21is2pg1
T. Yeap
{"title":"Implementation of an Associative Memory using a Restricted Hopfield Network","authors":"T. Yeap","doi":"10.34257/gjrefvol21is2pg1","DOIUrl":"https://doi.org/10.34257/gjrefvol21is2pg1","url":null,"abstract":"A trainable analog restricted Hopfield Network is presented in this paper. It consists of two layers of nodes, visible and hidden nodes, connected by weighted directional paths forming a bipartite graph with no intralayer connection. An energy or Lyapunov function was derived to show that the proposed network will converge to stable states. The proposed network can be trained using either the modified SPSA or BPTT algorithms to ensure that all the weights are symmetric. Simulation results show that the presence of hidden nodes increases the network’s memory capacity. Using EXOR as an example, the network can be trained to be a dynamic classifier. Using A, U, T, S as training characters, the network was trained to be an associative memory. Simulation results show that the network can perform perfect re-creation of noisy images. Its recreation performance has higher noise tolerance than the standard Hopfield Network and the Restricted Boltzmann Machine. Simulation results also illustrate the importance of feedback iteration in implementing associative memory to re-create from noisy images.","PeriodicalId":342934,"journal":{"name":"Global Journal of Researches in Engineering","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125211027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improvement on Planar Mechanism Composition Principle 平面机构组成原理的改进
Global Journal of Researches in Engineering Pub Date : 1900-01-01 DOI: 10.34257/gjreavol21is1pg1
Ji-Chao Li, Ji-Qiang Li
{"title":"Improvement on Planar Mechanism Composition Principle","authors":"Ji-Chao Li, Ji-Qiang Li","doi":"10.34257/gjreavol21is1pg1","DOIUrl":"https://doi.org/10.34257/gjreavol21is1pg1","url":null,"abstract":"By investigation of movement of the Assur groups in normal connecting condition, and by inspection of the kinematic pair concept, the conclusions were found that “The freedom of Assur group is zero” in the Planar Mechanism Composition Principle conflicts with the fact that Assur group can move, and the external kinematic pairs of Assur group are inconsistent with the kinematic pair concept. Proposals were put forward then that the motion characteristics of Assur group should be studied in normal connecting conditions, Grade I Linkage Group should be introduced, and the PPP Type Linkage Group existence as an example was provided. Some new views were put forward in discussion of Planar Mechanism Composition Principle. And then an example of mechanism analysis was given to show that the correct statement of the Mechanism Composition Principle is helpful to solve mechanism analysis problems.","PeriodicalId":342934,"journal":{"name":"Global Journal of Researches in Engineering","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131378265","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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