• Title/Summary/Keyword: STDP

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Silicon Based STDP Pulse Generator for Neuromorphic Systems (뉴로모픽 시스템을 위한 실리콘 기반의 STDP 펄스 발생 회로)

  • Lim, Jung Hoon;Kim, Kyung Ki
    • Journal of Sensor Science and Technology
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    • v.27 no.1
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    • pp.64-67
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    • 2018
  • A new CMOS neuron circuit for implementing bistable synapses with spike-timing-dependent plasticity (STDP) properties has been proposed. In neuromorphic systems using STDP properties, the short-term dynamics of the synaptic efficacies are governed by the relative timing of the pre- and post-synaptic spikes, and the efficacies tend asymptotically to either a potentiated state or to a depressed one on long time scales. The proposed circuit consists of a negative shifter, a current starved inverter and a schmitt trigger designed using 0.18um CMOS technology. The simulation result shows that the proposed circuit can reduce the total size of neurons, and the spike energy of the proposed circuit is much less compared to the conventional circuits.

A Comparative Study between Five Minds Mutual Restriction Therapy and Short-Term Dynamic Psychotherapy (STDP) (오지상승요법과 단기역동 정신치료에 대한 비교 연구)

  • Jeong, Seon-Yeong;Kim, Jae-Yeong;Cho, Myoung-Ui;Kho, Young-Tak
    • Journal of Oriental Neuropsychiatry
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    • v.27 no.2
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    • pp.57-65
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    • 2016
  • Objectives The aim of this study was to develop a new Korean psychotherapeutic model in terms of emotion.Methods We compared the five minds mutual restriction therapy with short-term dynamic psychotherapy (STDP). We summarized 4 similarities and 4 differences of these two models of psychotherapy.Results 1. Short-term dynamic psychotherapy (STDP) needs active intervention of the therapist, with a restricted therapeutic focus and session. It blends with the present state of oriental neuropsychiatric clinics, and is suitable for Korean medical psychiatrists to apply short-term dynamic psychotherapy (STDP) to their clinical settings. 2. Short-term dynamic psychotherapy (STDP) and five minds mutual restriction therapy are similar, in that they both mainly use the emotions, needing restricted therapeutic focus and sessions, and active intervention of the therapist. 3. Short-term dynamic psychotherapy (STDP) and five minds mutual restriction therapy are different in their methods of arousing therapeutic emotion, the necessity of the patient being unconscious, the standard of patient selection, and the importance of follow up.Conclusions It is necessary to develop a new Korean psychotherapeutic model, which amalgamates the advantages of both methods of psychotherapy, and considers the present state of clinic. It is necessary that the Korean medical psychiatrists introspect themselves, since they are not merely therapists but also a role model for the patient.

Implementation of Neuromorphic System with Si-based Floating-body Synaptic Transistors

  • Park, Jungjin;Kim, Hyungjin;Kwon, Min-Woo;Hwang, Sungmin;Baek, Myung-Hyun;Lee, Jeong-Jun;Jang, Taejin;Park, Byung-Gook
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.17 no.2
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    • pp.210-215
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    • 2017
  • We have developed the neuromorphic system that can work with the four-terminal Si-based synaptic devices and verified the operation of the system using simulation tool and printed-circuit-board (PCB). The symmetrical current mirrors connected to the n-channel and p-channel synaptic devices constitute the synaptic integration part to express the excitation and the inhibition mechanism of neurons, respectively. The number and the weight of the synaptic devices affect the amount of the current reproduced from the current mirror. The double-stage inverters controlling delay time and the NMOS with large threshold voltage ($V_T$) constitute the action-potential generation part. The generated action-potential is transmitted to next neuron and simultaneously returned to the back gate of the synaptic device for changing its weight based on spike-timing-dependent-plasticity (STDP).

CMOS Analog Integrate-and-fire Neuron Circuit for Driving Memristor based on RRAM

  • Kwon, Min-Woo;Baek, Myung-Hyun;Park, Jungjin;Kim, Hyungjin;Hwang, Sungmin;Park, Byung-Gook
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.17 no.2
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    • pp.174-179
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    • 2017
  • We designed the CMOS analog integrate and fire (I&F) neuron circuit for driving memristor based on resistive-switching random access memory (RRAM). And we fabricated the RRAM device that have $HfO_2$ switching layer using atomic layer deposition (ALD). The RRAM device has gradual set and reset characteristics. By spice modeling of the synaptic device, we performed circuit simulation of synaptic device and CMOS neuron circuit. The neuron circuit consists of a current mirror for spatial integration, a capacitor for temporal integration, two inverters for pulse generation, a refractory part, and finally a feedback part for learning of the RRAM. We emulated the spike-timing-dependent-plasticity (STDP) characteristic that is performed automatically by pre-synaptic pulse and feedback signal of the neuron circuit. By STDP characteristics, the synaptic weight, conductance of the RRAM, is changed without additional control circuit.

Simulation Study on Silicon-Based Floating Body Synaptic Transistor with Short- and Long-Term Memory Functions and Its Spike Timing-Dependent Plasticity

  • Kim, Hyungjin;Cho, Seongjae;Sun, Min-Chul;Park, Jungjin;Hwang, Sungmin;Park, Byung-Gook
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.16 no.5
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    • pp.657-663
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    • 2016
  • In this work, a novel silicon (Si) based floating body synaptic transistor (SFST) is studied to mimic the transition from short-term memory to long-term one in the biological system. The structure of the proposed SFST is based on an n-type metal-oxide-semiconductor field-effect transistor (MOSFET) with floating body and charge storage layer which provide the functions of short- and long-term memories, respectively. It has very similar characteristics with those of the biological memory system in the sense that the transition between short- and long-term memories is performed by the repetitive learning. Spike timing-dependent plasticity (STDP) characteristics are closely investigated for the SFST device. It has been found from the simulation results that the connectivity between pre- and post-synaptic neurons has strong dependence on the relative spike timing among electrical signals. In addition, the neuromorphic system having direct connection between the SFST devices and neuron circuits are designed.

고리 2호기 노심분석 모형 및 통계적 열설계 방법론 적용성 평가

  • 김강훈;김홍주;양승근;전경락
    • Proceedings of the Korean Nuclear Society Conference
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    • 1996.11a
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    • pp.270-275
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    • 1996
  • 국내 WH 형 발전소의 노심 DNB 분석에 사용되고 있는 THINC-W 코드에 대한 이해와 분석체제에 대한 개선의 일환으로 고리 2호기를 대상으로 하여 노심 분석모형에 대한 민감도 조사 및 이에 따른 설계 한계 DNBR의 변화를 각 열설계 방법론에 대하여 평가하였다. 적용된 열설계 방법론은 웨스팅하우스사의 STDP, ITDP. RTDP, 그리고 Mini-RTDP 등이며, 노심분석 모형은 경계면에서의 대칭을 가정하고 있는 기존모델(Old Model)과 개선된 모델(Improved Model)을 비교분석 하였다. 평가결과 두 분석모형은 부수로내 질량유속 거동과 통계적 열설계 방법론의 설계한계 DNBR에서 유사한 결과를 보여주었으며, 고출력 영역에서는 개선된 분석모형의 적용이 보다 타당한 것으로 평가되었다. 따라서 운전영역 전반에 걸친 제한적 조건에 대한 민감도 분석을 수행할 경우, 원자로 출력증강이나 첨두치의 증가, 운전전략의 변경등으로 발생할 수 있는 여러가지 불리한 조건에 대하여 열적 여유도를 확보할 수 있을 것으로 판단된다.

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Memristors based on Al2O3/HfOx for Switching Layer Using Single-Walled Carbon Nanotubes (단일 벽 탄소 나노 튜브를 이용한 스위칭 레이어 Al2O3/HfOx 기반의 멤리스터)

  • DongJun, Jang;Min-Woo, Kwon
    • Journal of IKEEE
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    • v.26 no.4
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    • pp.633-638
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    • 2022
  • Rencently, neuromorphic systems of spiking neural networks (SNNs) that imitate the human brain have attracted attention. Neuromorphic technology has the advantage of high speed and low power consumption in cognitive applications and processing. Resistive random-access memory (RRAM) for SNNs are the most efficient structure for parallel calculation and perform the gradual switching operation of spike-timing-dependent plasticity (STDP). RRAM as synaptic device operation has low-power processing and expresses various memory states. However, the integration of RRAM device causes high switching voltage and current, resulting in high power consumption. To reduce the operation voltage of the RRAM, it is important to develop new materials of the switching layer and metal electrode. This study suggested a optimized new structure that is the Metal/Al2O3/HfOx/SWCNTs/N+silicon (MOCS) with single-walled carbon nanotubes (SWCNTs), which have excellent electrical and mechanical properties in order to lower the switching voltage. Therefore, we show an improvement in the gradual switching behavior and low-power I/V curve of SWCNTs-based memristors.

Analysis of Medical Records of Korean Medicine based Psychotherapy (한방정신요법의 의안 분석)

  • Jeong, Seon-Yeong;Kim, Jae-Yeong;Cho, Myoung-Ui;Kho, Young-Tak
    • Journal of Oriental Neuropsychiatry
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    • v.27 no.2
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    • pp.43-55
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    • 2016
  • Objectives The aim of this systemic review was to summarize medical records of Korean medicine based psychotherapy and investigate its therapeutic mechanism.Methods We searched articles on Korean neuropsychiatry in Korean databases. Subsequently, we selected and analyzed medical records on Korean medicine based-psychotherapy that met inclusion criteria.Results Fifty-five medical records were included. They were classified into the following 5 categories. Five minds mutual restriction therapy in 19 medical records; counseling and persuading therapy in 12 medical records; moving essence and changing Qi therapy in 10 medical records; Kyungjapyungji psychotherapy in 2 medical records; and suggestion psychotherapy in 11 medical records.Conclusions The results indicated that emotion is mainly used for cure. Buddhism affects Korean medicine based psychotherapy. Korean medicine based psychotherapy corresponds to western psychotherapy such as short-term dynamic psychotherapy (STDP), supportive psychotherapy, cognitive therapy, behavior therapy, and guided imagery.

Integrate-and-Fire Neuron Circuit and Synaptic Device using Floating Body MOSFET with Spike Timing-Dependent Plasticity

  • Kwon, Min-Woo;Kim, Hyungjin;Park, Jungjin;Park, Byung-Gook
    • JSTS:Journal of Semiconductor Technology and Science
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    • v.15 no.6
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    • pp.658-663
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    • 2015
  • In the previous work, we have proposed an integrate-and-fire neuron circuit and synaptic device based on the floating body MOSFET [1-3]. Integrate-and-Fire(I&F) neuron circuit emulates the biological neuron characteristics such as integration, threshold triggering, output generation, refractory period using floating body MOSFET. The synaptic device has short-term and long-term memory in a single silicon device. In this paper, we connect the neuron circuit and the synaptic device using current mirror circuit for summation of post synaptic pulses. We emulate spike-timing-dependent-plasticity (STDP) characteristics of the synapse using feedback voltage without controller or clock. Using memory device in the logic circuit, we can emulate biological synapse and neuron with a small number of devices.