• Title/Summary/Keyword: encoder-decoder

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Double Encoder-Decoder Model for Improving the Accuracy of the Electricity Consumption Prediction in Manufacturing (제조업 전력량 예측 정확성 향상을 위한 Double Encoder-Decoder 모델)

  • Cho, Yeongchang;Go, Byung Gill;Sung, Jong Hoon;Cho, Yeong Sik
    • KIPS Transactions on Software and Data Engineering
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    • v.9 no.12
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    • pp.419-430
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    • 2020
  • This paper investigated methods to improve the forecasting accuracy of the electricity consumption prediction model. Currently, the demand for electricity has continuously been rising more than ever. Since the industrial sector uses more electricity than any other sectors, the importance of a more precise forecasting model for manufacturing sites has been highlighted to lower the excess energy production. We propose a double encoder-decoder model, which uses two separate encoders and one decoder, in order to adapt both long-term and short-term data for better forecasts. We evaluated our proposed model on our electricity power consumption dataset, which was collected in a manufacturing site of Sehong from January 1st, 2019 to June 30th, 2019 with 1 minute time interval. From the experiment, the double encoder-decoder model marked about 10% reduction in mean absolute error percentage compared to a conventional encoder-decoder model. This result indicates that the proposed model forecasts electricity consumption more accurately on manufacturing sites compared to an encoder-decoder model.

New Encoder/Decoder with Wavelength/Time 2-D Codes for Optical CDMA Network (광 부호 분할 다중접속 네트워크를 위한 파장/시간 2차원 코드의 새로운 부호기/복호기)

  • Hwang, Hu-Mor
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.58 no.5
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    • pp.1035-1040
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    • 2009
  • We propose a new encoder/decoders based on an tune able wavelength converter(TWC) and an arrayed waveguide grating(AWG) router for large capacity optical CDMA networks. The proposed encoder/decoder treats codewords of wavelength/time 2-D code simultaneously using the dynamic code allocation property of the TWC and the cyclic property of the AWG router, and multiple subscribers can share the encoder/decoder in networks. Feasibility of the structure of the proposed encoder/decoder for dynamic code allocation is tested through simulations using two wavelength/time 2-D codes, which are the generalized multi-wavelength prime code(GMWPC) and the generalized multi-wavelength Reed-Solomon code(GMWRSC). Test results show that the proposed encoder/decoder can increase the channel efficiency not only by increasing the number of simultaneous users without any multiple-access interference but by using a relatively short length CDMA codes.

Shared-type Encoder/Decoder Based on 2-D Optical Codes for Large Capacity Optical CDMA Network (대용량 광 부호 분할 다중접속(Optical CDMA) 네트워크를 위한 2차원 코드의 공유형 부호기/복호기)

  • Ko Wonseok;Shin Seoyong;Hwang Humor;Chang Chulho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.5A
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    • pp.359-369
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    • 2005
  • For large capacity optical CDMA networks, we propose a shared-type encoder/decoders based on an tunable wavelength converter(TWC) and an arrayed waveguide grating (AWG) router. The proposed encoder/decoder treats codewords of wavelength/time 2-D code simultaneously using the dynamic code allocation property of the TWC and the cyclic property of the AWG router, and multiple subscribers can share the encoder/decoder in networks. Feasibility of the structure of the proposed encoder/decoder for dynamic code allocation is tested through simulations using two wavelength/time 2-D codes, which are the generalized multi-wavelength prime code(GMWPC) and the generalized multi-wavelength Reed-Solomon code(GMWRSC). Test results show that the proposed encoder/decoder can increase the channel efficiency not only by increasing the number of simultaneous users without any multiple-access interference but by using a relatively short length CDMA codes.

Implementation of Spread Spectrum FTS Encoder/Decoder (대역확산방식 FTS 인코더/디코더 구현)

  • Lim, You-Chol;Ma, Keun-Soo;Kim, Myung-Hwan;Lee, Jae-Deuk
    • Aerospace Engineering and Technology
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    • v.8 no.1
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    • pp.179-186
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    • 2009
  • This paper describes the design and implementation for spread spectrum FTS encoder and decoder. The FTS command format is defined by 64 bit encrypted packet that contains all required information relayed between the ground and the vehicle. Encryption is accomplished using the Tripple-DES encryption algorithm in block encryption form. The proposed FTS encoder and decoder is using the Convolution Encoding and Viterbi Decoding for forward error correction. The Spread Spectrum Modulation is done using a PN code, which is 256 bit gold code. The simulation result shows that the designed FTS decoder is compatible with the designed FTS encoder.

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Natural Language Generation Using SC-GRU Encoder-Decoder Model (SC-GRU encoder-decoder 모델을 이용한 자연어생성)

  • Kim, Geonyeong;Lee, Changki
    • Annual Conference on Human and Language Technology
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    • 2017.10a
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    • pp.167-171
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    • 2017
  • 자연어 생성은 특정한 조건들을 만족하는 문장을 생성하는 연구로, 이러한 조건들은 주로 표와 같은 축약되고 구조화된 의미 표현으로 주어지며 사용자가 자연어로 생성된 문장을 받아야 하는 어떤 분야에서든 응용이 가능하다. 본 논문에서는 SC(Semantically Conditioned)-GRU기반 encoder-decoder모델을 이용한 자연어 생성 모델을 제안한다. 본 논문에서 제안한 모델이 SF Hotel 데이터에서는 0.8645 BLEU의 성능을, SF Restaurant 데이터에서는 0.7570 BLEU의 성능을 보였다.

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Natural Language Generation Using SC-GRU Encoder-Decoder Model (SC-GRU encoder-decoder 모델을 이용한 자연어생성)

  • Kim, Geonyeong;Lee, Changki
    • 한국어정보학회:학술대회논문집
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    • 2017.10a
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    • pp.167-171
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    • 2017
  • 자연어 생성은 특정한 조건들을 만족하는 문장을 생성하는 연구로, 이러한 조건들은 주로 표와 같은 축약되고 구조화된 의미 표현으로 주어지며 사용자가 자연어로 생성된 문장을 받아야 하는 어떤 분야에서든 응용이 가능하다. 본 논문에서는 SC(Semantically Conditioned)-GRU기반 encoder-decoder모델을 이용한 자연어 생성 모델을 제안한다. 본 논문에서 제안한 모델이 SF Hotel 데이터에서는 0.8645 BLEU의 성능을, SF Restaurant 데이터에서는 0.7570 BLEU의 성능을 보였다.

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Design and Performance Analysis of 2- Dimensional Optical CDMA Encoder/Decoder Using an Array of SSFBGs

  • Kim, Sung-Chul;Shin, Seo-Yong;Seo, Dong-Sun
    • Journal of the Optical Society of Korea
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    • v.9 no.3
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    • pp.95-98
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    • 2005
  • We propose a two-dimensional temporal/wavelength optical code division multiple access (OCDMA) encoder/decoder, which has an array of superstructured fiber Bragg gratings (SSFBGs). SSFBGs in an encoder/decoder have different wavelengths from each other and can be coded with the same OCDMA code or not. Simulation was performed to analyze the feasibility of the scheme.

Performance Evaluations on Shared-Type Encoder/Decoder with Wavelength/Time 2-D Codes for Optical CDMA Networks (파장/시간의 2차원 코드를 사용한 광 부호 분할 다중 접속 부호기/복호기의 성능 분석)

  • Hwang, Hu-Mor;Chang, Chul-Ho;Song, Jin-Ho
    • Proceedings of the KIEE Conference
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    • 2006.07d
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    • pp.2013-2014
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    • 2006
  • For large capacity optical CDMA networks, we propose a shared-type encoder/decoder based on an tunable wavelength conveter (TWC) and an arrayed waveguide grating (AWG) router. Feasibility of the structure of the proposed encoder/decoder for dynamic code allocation is tested through simulations using three types of wavelength/time 2-D codes, which are the generalized multi-wavelength prime code(GMWPC), the generalized multi-wavelength Reed-Solomon code(GMWRSC) and the matrix code. Test results show that the proposed encoder/decoder can increase the channel efficiency not only by increasing the number of simultaneous users without any multiple-access interference but by using a relatively short length CDMA codes.

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An area-efficient reed-solomon decoder/encoder architecture for digital VCRs (회로 크기면에서 효율적인 디지털 VCR용 리드-솔로몬 디코어/인코더 구조)

  • 권성훈;박동경
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.34C no.11
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    • pp.39-46
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    • 1997
  • In this paper, we propose an area-efficient architecture of a reed-solomon (RS) decoder/encoder for digital VCRs. The new architecture of the decoder/encoder targeted to reduce the circit size and decoding latency has the following two features. First, area-efficeincy has been significantly improved by sharing a functional block for encoding, modified syndrome computation, and erasure locator polynomial evaluation. Second, modified euclid's algorithms has been implemented by using a new architecture. Experimental results have showed that the decoder/encoder designed by using the proposed method has been implemented with 25% smaller sie over straight forware implementation based on the conventional method [1] and the decoding latency has been reduced.

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The Design and Implementation of Outer Encoder/Decoder for Terrestrial DMB (지상파 DMB용 Outer 인코더/리코더의 설계 및 구현)

  • Won, Ji-Yeon; Lee, Jae-Heung;Kim, Gun
    • The KIPS Transactions:PartA
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    • v.11A no.1
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    • pp.81-88
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    • 2004
  • In this paper, we designed the outer encoder/decoder for the terrestrial DMB that is an advanced digital broadcasting standard, implemented, and verified by using ALTERA FPGA. In the encoder part, it was created the parity bytes (16 bytes) from the input packet (188by1e) of MPEG-2 TS and the encoded data was distributed output by the convolutional interleaver for Preventing burst errors. In the decoder part, It was proposed the algorithm that detects synchronous character suitable to DMB in transmitted data from the encoder. The circuit complexity in RS decoder was reduced by applying a modified Euclid's algorithm. This system has a capability to correct error of the maximum 8 bytes in a packet. After the outer encoder/decoder algorithm was verified by using C language, described in VHDL and implemented in the ALTERA FPGA chips.