{"title":"基于CUDA的复杂结构大型神经网络γ振荡再生","authors":"Xiaochun Gu, Xia Peng, Fang Han, Zhijie Wang","doi":"10.1145/3432291.3432304","DOIUrl":null,"url":null,"abstract":"Gamma oscillations have been not only found in many biology experiments but also regenerated in many small neural network models. However, whether gamma oscillations can be regenerated in large-scale neural network with complicated structure is still an open problem. In order to deal with this problem, this paper constructs a large-scale neural network model with multi-layer columns. Based on the existing CUDA parallel algorithm and a synapse optimization algorithm, we design a novel parallel algorithm for simulation of the large-scale complicated neural network with multi-layer column structure. The simulation results verify that gamma oscillations can be regenerated in large-scale neural network with complicated structure.","PeriodicalId":126684,"journal":{"name":"Proceedings of the 2020 3rd International Conference on Signal Processing and Machine Learning","volume":"50 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Regeneration of Gamma Oscillations in Large-scale Neural Network with Complicated Structure Based on CUDA\",\"authors\":\"Xiaochun Gu, Xia Peng, Fang Han, Zhijie Wang\",\"doi\":\"10.1145/3432291.3432304\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Gamma oscillations have been not only found in many biology experiments but also regenerated in many small neural network models. However, whether gamma oscillations can be regenerated in large-scale neural network with complicated structure is still an open problem. In order to deal with this problem, this paper constructs a large-scale neural network model with multi-layer columns. Based on the existing CUDA parallel algorithm and a synapse optimization algorithm, we design a novel parallel algorithm for simulation of the large-scale complicated neural network with multi-layer column structure. The simulation results verify that gamma oscillations can be regenerated in large-scale neural network with complicated structure.\",\"PeriodicalId\":126684,\"journal\":{\"name\":\"Proceedings of the 2020 3rd International Conference on Signal Processing and Machine Learning\",\"volume\":\"50 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-10-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2020 3rd International Conference on Signal Processing and Machine Learning\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3432291.3432304\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2020 3rd International Conference on Signal Processing and Machine Learning","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3432291.3432304","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Regeneration of Gamma Oscillations in Large-scale Neural Network with Complicated Structure Based on CUDA
Gamma oscillations have been not only found in many biology experiments but also regenerated in many small neural network models. However, whether gamma oscillations can be regenerated in large-scale neural network with complicated structure is still an open problem. In order to deal with this problem, this paper constructs a large-scale neural network model with multi-layer columns. Based on the existing CUDA parallel algorithm and a synapse optimization algorithm, we design a novel parallel algorithm for simulation of the large-scale complicated neural network with multi-layer column structure. The simulation results verify that gamma oscillations can be regenerated in large-scale neural network with complicated structure.