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  Department of Electrical Engineering and Computer Science Theses Master

PLL-Based Reconfigurable IF-to-LIF Neurons and Its Application in Liquid State Machine

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dc.contributor.advisor 이정협 -
dc.contributor.author Jiho Kim -
dc.date.accessioned 2026-09-01T19:32:51Z -
dc.date.available 2026-09-01T19:32:51Z -
dc.date.issued 2026 -
dc.identifier.uri https://scholar.dgist.ac.kr/handle/20.500.11750/60808 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200001019283 -
dc.description Spiking Neural Network （SNN）, Spiking Neuron, Phase Locked Loop （PLL）, Liquid State Machine （LSM）, Neuromorphic System -
dc.description.tableofcontents Abstract
List of Contents
List of Figures
List of Tables

I. Introduction
1.1 Research Motivation
1.2 Conventional Neurons
1.3 Backgrounds

II. Proposed VCO-based Neurons
2.1 VCO-based Neuron with Conductive Synapse
2.1.1 Overall Architecture ·
2.1.2 Differential Body-driven VCOs
2.1.3 Resistor-based Tunable Weighting Module for Synapse
2.1.4 Reset Logic for Thresholding and Clamping
2.2 VCO-based Neuron with Capacitive Synapse
2.2.1 Overall Architecture
2.2.2 Self-Biased Pseudo-Differential Body-Driven VCOs
2.2.3 Phase Frequency Detector and Comparator
2.2.4 Leak Driver
2.2.5 Spike Generator
2.2.6 Synapse Circuit
2.3 Liquid State Machine （LSM） for Spoken-digit Recognition

III. Experiment Results
3.1 VCO-based Neuron with Conductive Synapse
3.2 VCO-based Neuron with Capacitive Synapse
3.3 Liquid State Machine （LSM） for Spoken-digit Recognition

IV. Conclusion

V. Appendix

VI. References		 -
dc.format.extent 39 -
dc.language eng -
dc.publisher DGIST -
dc.title PLL-Based Reconfigurable IF-to-LIF Neurons and Its Application in Liquid State Machine -
dc.title.alternative 위상 고정 루프 기반 재구성 가능한 IF-to-LIF 뉴런 및 리퀴드 상태 머신 응용 -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200001019283 -
dc.description.degree Master -
dc.contributor.department Department of Electrical Engineering and Computer Science -
dc.date.awarded 2026-08-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.IM 김78 202608 -
dc.date.accepted 2026-07-21 -
dc.contributor.alternativeDepartment 전기전자컴퓨터공학과 -
dc.subject.keyword Spiking Neural Network （SNN）, Spiking Neuron, Phase Locked Loop （PLL）, Liquid State Machine （LSM）, Neuromorphic System -
dc.contributor.affiliatedAuthor Jiho Kim -
dc.contributor.affiliatedAuthor Junghyup Lee -
dc.contributor.alternativeName 김지호 -
dc.contributor.alternativeName Junghyup Lee -
dc.rights.embargoReleaseDate 2027-08-31 -
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