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公开(公告)号:US20220309326A1
公开(公告)日:2022-09-29
申请号:US17550530
申请日:2021-12-14
Inventor: Tae Wook KANG , Sung Eun KIM , Kwang IL OH , Jae-Jin LEE , Hyuk KIM , Hyung-IL PARK , Kyung Jin BYUN
Abstract: Disclosed is a learning method of a neural network which includes a first intermediate neuron layer and a second intermediate neuron layer. The method includes performing first learning, which is based on a first synaptic weight layer, with respect to input subjects and the first intermediate neuron layer, determining intermediate neurons, which will perform second learning, from among intermediate neurons of the first intermediate neuron layer, based on the number of spikes of each of spike output signals of the intermediate neurons of the first intermediate neuron layer, and performing the second learning, which is based on a second synaptic weight layer, with respect to the intermediate neurons determined to perform the second learning.
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42.
公开(公告)号:US20220253673A1
公开(公告)日:2022-08-11
申请号:US17538539
申请日:2021-11-30
Inventor: Kwang IL OH
Abstract: Disclosed is a spike neural network circuit according to an embodiment of the present disclosure, which includes a self-correcting control circuit that generates an input signal and a first control code, a bias voltage generation circuit that generates a first bias voltage based on the first control code, a synaptic circuit including a first synaptic column that performs an operation of the input signal and a first weight signal and generates a first operation signal, a neuron circuit including a first neuron that generates a first output signal based on a comparison of the first operation signal and a threshold voltage, and a spike comparison circuit that generates a first comparison signal corresponding to a difference between the first output signal and a reference number, and the self-correcting control circuit further generates a second control code for correcting the first bias voltage.
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公开(公告)号:US20220156556A1
公开(公告)日:2022-05-19
申请号:US17446685
申请日:2021-09-01
Inventor: Kwang IL OH , Tae Wook KANG , Sung Eun KIM , Hyuk KIM , Hyung-IL PARK , Jae-Jin LEE
Abstract: Disclosed is a spiking neural network circuit, which includes an axon circuit that generates an input spike signal, a first synapse zone and a second synapse zone each including one or more synapses, wherein each of the synapses is configured to perform an operation based on the input spike signal and each weight, and a neuron circuit that generates an output spike signal based on operation results of the synapses. The input spike signal is transferred to the first synapse zone and the second synapse zone through a tree structure, and each of branch nodes of the tree structure includes a driving buffer.
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公开(公告)号:US20210295511A1
公开(公告)日:2021-09-23
申请号:US17339574
申请日:2021-06-04
Inventor: Kwang IL OH , Tae Wook KANG , Sung Eun KIM , Mi Jeong PARK , Seong Mo PARK , Hyung-IL PARK , Jae-Jin LEE , In Gi LIM
IPC: G06T7/00 , A61B1/00 , A61B1/04 , A61B5/00 , G16H30/20 , G06N3/08 , G16H50/70 , G16H30/40 , G06N3/04
Abstract: Provided is a capsule endoscope. The capsule endoscope includes: an imaging device configured to perform imaging on a digestive tract in vivo to generate an image; an artificial neural network configured to determine whether there is a lesion area in the image; and a transmitter configured to transmit the image based on a determination result of the artificial neural network.
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45.
公开(公告)号:US20200160146A1
公开(公告)日:2020-05-21
申请号:US16688746
申请日:2019-11-19
Inventor: Kwang IL OH , Sung Eun KIM , Seong Mo PARK , Young Hwan BAE , Jae-Jin LEE , In Gi LIM
Abstract: Provided is a spike neural network circuit including a synapse configured to generate an operation signal based on an input spike signal and a weight, and a neuron configured to generate an output spike signal using a comparator configured to compare a voltage of a membrane signal generated based on the operation signal with a voltage of a threshold signal, wherein the comparator includes a bias circuit configured to conditionally supply a bias current of the comparator depending on the membrane signal.
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公开(公告)号:US20190245532A1
公开(公告)日:2019-08-08
申请号:US16262738
申请日:2019-01-30
Inventor: Tae Wook KANG , Jae-Jin LEE , Kwang IL OH , Sung Eun KIM , Sukho LEE , Kyuseung HAN
CPC classification number: H03K17/145 , H03K17/08 , H03K2017/0806 , H03K2217/0027
Abstract: The inventive concept relates to a semiconductor device including a CMOS circuit and an operation method thereof. A semiconductor device according to an embodiment of the inventive concept includes a semiconductor circuit, a controller, and a voltage generator. The semiconductor circuit operates at a drive voltage to reduce the delay time between input and output as the temperature increases. The controller determines the malfunction of the CMOS circuit based on the difference between the source-drain current of the PMOS transistor and the source-drain current of the NMOS transistor as the temperature changes. The voltage generator generates or adjusts a body-bias voltage applied to the PMOS transistor or the NMOS transistor based on a malfunction determination of the controller. According to the inventive concept, malfunctions and performance deterioration occurring in a CMOS circuit operating at a low voltage may be reduced.
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公开(公告)号:US20180232635A1
公开(公告)日:2018-08-16
申请号:US15804912
申请日:2017-11-06
Inventor: Kwang IL OH , Sung Eun KIM , Seong Mo PARK , Hyung-IL PARK , Jae-Jin LEE , Joo Hyun LEE
CPC classification number: G06N3/0635 , G06F5/01 , G06F7/68 , H03K19/20
Abstract: The present disclosure relates to a neuromorphic arithmetic device. The neuromorphic arithmetic device may include first and second synapse circuits, a charging/discharging circuit, a comparator, and a counter. The first synapse circuit may generate a first current by performing a first multiplication operation on a first PWM signal and a first weight, and the second synapse circuit may generate a second current by performing a second multiplication operation on a second PWM signal and a second weight. The charging/discharging circuit may store charges induced by the first current and the second current in a charging period, and may discharge the charges in a discharging period. The comparator may compare a voltage level of the charges discharged in the discharging period and a level of a reference voltage. The counter may count output pulses of an oscillator on the basis of a result of the comparison by the comparator.
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公开(公告)号:US20180006734A1
公开(公告)日:2018-01-04
申请号:US15590652
申请日:2017-05-09
Inventor: Kwang IL OH , Tae Wook KANG , Sung Eun KIM , Hyung-IL PARK , Sung Weon KANG , In Gi LIM
CPC classification number: H04B13/005 , B60R25/24 , G06F19/00 , G06F19/30 , G16H50/20 , H04B5/0012 , H04B5/0031 , H04B5/0062 , H04B7/0619
Abstract: The reception device includes a base member, a first electrode, a second electrode, a differential amplifier, and a circuit board. The base member includes a first surface and a second surface. The first electrode is provided on the first surface and configured to receive a reception signal. The second electrode is provided on the second surface and configured to receive a reference voltage. The differential amplifier is configured to amplify a potential difference between the reception signal and the reference voltage. The circuit board is configured to provide a power voltage and a reference ground to the differential amplifier. A distance between the circuit board and the first electrode is smaller than a distance between the circuit board and the second electrode. According to an embodiment of the inventive concept, the amplification performance of the reception device using a human body as a medium is improved.
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公开(公告)号:US20170264374A1
公开(公告)日:2017-09-14
申请号:US15419871
申请日:2017-01-30
Inventor: Kwang IL OH , Tae Wook KANG , Sung Eun KIM , Hyung-IL PARK , Sung Weon KANG , In Gi LIM
CPC classification number: H04B13/005 , H04B15/005
Abstract: Provided is a receiver for human body communication, the receiver including a comparator, a clock and data recovery circuit, and resistors or passive elements having a resistance property in power supply and ground connection units of other digital operation components and a power supply and ground connection unit of a printed circuit board (PCB) to remove or suppress a digital noise reflowed into a human body in the receiver and to raise reception performance by amplifying, with a high gain, a very small transmission signal transmitted through the human body causing a very high loss.
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50.
公开(公告)号:US20170149599A1
公开(公告)日:2017-05-25
申请号:US15349214
申请日:2016-11-11
Inventor: Tae Wook KANG , Sung Weon KANG , Hyung-IL PARK , Sung Eun KIM , Jung Bum KIM , Kyung Hwan PARK , Kwang IL OH , In Gi LIM , Byounggun CHOI
CPC classification number: H04L1/203 , H04B1/69 , H04B1/707 , H04B13/005 , H04J11/00
Abstract: Provided is a method for generating a preamble of a transmission signal for human body communication, the method including using a frequency shift code (FSC) of which a length is adjusted according to an operating clock frequency or a transmission rate and a first pseudo random binary sequence (PRBS) code of p chips where p is a natural number to generate a first preamble unit block of n chips where n is a natural number, using the FSC and a second PRBS code of p′ chips to generate a second preamble unit block of n′ chips, and arraying the first preamble unit block consecutively and repeatedly and disposing the second preamble unit block at a next stage to form the preamble of the transmission signal.
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