{"title":"听觉神经网络的CMOS硬件神经元模型","authors":"K. Saeki, R. Iidaka, Y. Sekine, K. Aihara","doi":"10.1109/ICONIP.2002.1202836","DOIUrl":null,"url":null,"abstract":"A number of studies have recently been made on hardware implementation of a neuron model for applications to information processing functions of neural networks. We previously proposed the transfer function which changes the threshold of a pulse-type hardware neuron model (hereafter, \"P-HNM\") in time according to an output that express feature-detecting cell and a universal-type hardware neuron model using depletion mode MOSFETs (hereafter \"D-MOSFETs\"), resistors, and capacitors. However, because it is difficult to make D-MOSFETs due to a complicated manufacturing process, they are not usually used in IC implementation. In this paper, we propose hardware neuron models with CMOS for feature-detecting cells of auditory neural network.","PeriodicalId":146553,"journal":{"name":"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.","volume":"14 2","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Hardware neuron models with CMOS for auditory neural networks\",\"authors\":\"K. Saeki, R. Iidaka, Y. Sekine, K. Aihara\",\"doi\":\"10.1109/ICONIP.2002.1202836\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A number of studies have recently been made on hardware implementation of a neuron model for applications to information processing functions of neural networks. We previously proposed the transfer function which changes the threshold of a pulse-type hardware neuron model (hereafter, \\\"P-HNM\\\") in time according to an output that express feature-detecting cell and a universal-type hardware neuron model using depletion mode MOSFETs (hereafter \\\"D-MOSFETs\\\"), resistors, and capacitors. However, because it is difficult to make D-MOSFETs due to a complicated manufacturing process, they are not usually used in IC implementation. In this paper, we propose hardware neuron models with CMOS for feature-detecting cells of auditory neural network.\",\"PeriodicalId\":146553,\"journal\":{\"name\":\"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.\",\"volume\":\"14 2\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2002-11-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICONIP.2002.1202836\",\"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 9th International Conference on Neural Information Processing, 2002. ICONIP '02.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICONIP.2002.1202836","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Hardware neuron models with CMOS for auditory neural networks
A number of studies have recently been made on hardware implementation of a neuron model for applications to information processing functions of neural networks. We previously proposed the transfer function which changes the threshold of a pulse-type hardware neuron model (hereafter, "P-HNM") in time according to an output that express feature-detecting cell and a universal-type hardware neuron model using depletion mode MOSFETs (hereafter "D-MOSFETs"), resistors, and capacitors. However, because it is difficult to make D-MOSFETs due to a complicated manufacturing process, they are not usually used in IC implementation. In this paper, we propose hardware neuron models with CMOS for feature-detecting cells of auditory neural network.