Fig. 1 Relative delay coding.

Size: px
Start display at page:

Download "Fig. 1 Relative delay coding."

Transcription

1 An Architecture of Small-scaled Neuro-hardware Using Probabilistically-coded Pulse Neurons Takeshi Kawashima, Non-member (DENSO CORPORATION), Akio Ishiguro, Member (Nagoya University), Shigeru Okuma, Member (Nagoya University, Nagoya Industrial Science Research Institute) In this paper, we present an architecture of a neuro-hardware that can be realized on by far a small-scaled circuit compared to the conventional approach. In order to reduce the scale of the circuits, the architecture employs a new method of computing the membrane potential and the sigmoidal function by encapsulating the probability properties into relative delay between two pulses. Proposed architecture enables to integrate more than one hundred of neurons on a latest FPGA chip, which means thirteen-fold miniaturization compared to conventional architecture. 586 T. IEE Japan, Vol. 121-C, No. 3, 2001

2 Fig. 1 Relative delay coding.

3 Fig.2 Approximation of sigmoidal function by normal distribution function. Fig.3 Principle of the calculation of a sigmoidal function. 588 T. IEE Japan, Vol. 121-C, No.3, 2001

4 p(t)=min(t+xm+1,xm) -max(t-x M,-xM-1)+1 c c c c c c c (13) S' `ƒ s1+x2=s'fi(x1)f2(x2) c c c c c c c (14) Fig.4 The normal distribution and an example of normal random numbers.

5 Fig. 5 Circuit diagram of the proposed pulse neuron. Fig. 6 Detailed circuit diagram of the proposed pulse neuron. 590 T. IEE Japan, Vol. 121-C, No. 3, 2001

6 Fig. 7 Quantitative comparison of the resultant hardware-scale between the proposed and conventional methods.

7 Fig. 8 NN for the EX-OR problem. (2) T. Schoenauer, A. Jahnke, U. Roth, and H. Klar: Digital Neurohardware: Principles and Perspectives, Neuronal Networks in Applications -NN'98, pp pp. 106 (1998) (3) Hammerstorm. D.: A highly parallel digital architecture for neural network emulation. In: Delgado-Frias, J. G. and Moore, W. R., VLSI for Artificial Intelligence and Neural Networks, Plenum Press (1991) (4) M. Marchesi, G. Orlandi, F. Piazza, L. Pollonara, and A. Uncini: Multi-layer Perceptrons with Discrete Weights, proceedings of IJCNN'90, Vol. 2, pp (1990) Fig. 9 An output of NN for the EX-OR problem by numerical calculation. (6) Wolfgang Maass, Christofer M. Bishop: Pulsed Neural Networks, The MIT Press (1999) (7) M. Yasunaga, N. Masuda, M. Asai, M. Yamada, A. Masaki, and Y. Hirai: A wefer scale integration neural network utilizing completely digital circuits, proceedings of IJCNN'89, Vo1. 2, pp (1989) (8) H. Eguchi, T. Furuta, H. Horiguchi, S. Oteki, and T. Kitaguchi: Neural network LSI chip with on-chip learning, proceedings of IJCNN'91, Vol. 1, pp (1991) (9) M. S. Tomlinson Jr., D. J. Walker, and M. A. Sivilotti: A Digital Neural Network Archiecture for VLSI, proceedings of IJCNN'90, Vol. 2, pp (1990) (10) A. F. Murray, "Pulse-Stream D. Del Corso, and VLSI Neural Networks LTarassenko, Mixing Analog and Digital Techniques", IEEE Trans. on Neural Networks, Vol. 2, No. 2,, pp (1991) (11) M. Chiaberge, E. Miranda Sologuren, L. M. Reyneri, "A Pulse Stream System for Low Power Neuro-Fuzzy Computation", IEEE Trans. on Circuits and Systems -I, Fig. 10 An output of proposed NN for the EX-OR Vol. 42, No. 11, pp (1995) problem. 592 T. IEE Japan, Vol. 121-C, No. 3, 2001

8 (13) H.Fujii, H. Ito, KAihara, N. Ichinose, and M. Tsukada: Dynamical Cell Assembly Hypothesis -Theoretical Possibility of Spatio-temporal Coding in the Cortex -, Neural Networks, Vol. 9, No. 8, pp (1996)

Table 1. Assumed performance of a water electrol ysis plant. Fig. 1. Structure of a proposed power generation system utilizing waste heat from factori

Table 1. Assumed performance of a water electrol ysis plant. Fig. 1. Structure of a proposed power generation system utilizing waste heat from factori Proposal and Characteristics Evaluation of a Power Generation System Utilizing Waste Heat from Factories for Load Leveling Pyong Sik Pak, Member, Takashi Arima, Non-member (Osaka University) In this paper,

More information

Fig, 1. Waveform of the short-circuit current peculiar to a metal. Fig. 2. Waveform of arc short-circuit current. 398 T. IEE Japan, Vol. 113-B, No. 4,

Fig, 1. Waveform of the short-circuit current peculiar to a metal. Fig. 2. Waveform of arc short-circuit current. 398 T. IEE Japan, Vol. 113-B, No. 4, Development of a Quick-Acting Type Fuses for Protection of Low Voltage Distribution Lines Terukazu Sekiguchi, Member, Masayuki Okazaki, Member, Tsuginori Inaba, Member (CRIEPI), Naoki Ikeda, Member, Toshiyuki

More information

Kochi University of Technology Aca Title 省 電 力 セルフタイム 回 路 に 関 する 研 究 Author(s) 岩 田, 誠, 宮 城, 桂, 三 宮, 秀 次, 西 川, 博 昭 Citation 高 知 工 科 大 学 紀 要, 10(1): 95-102 Date of 2013-07-20 issue URL http://hdl.handle.net/10173/1082

More information

Fig. 1. Relation between magnetron anode current and anode-cathod voltage. Fig. 2. Inverter circuit for driving a magnetron. 448 T. IEE Japan, Vol. 11

Fig. 1. Relation between magnetron anode current and anode-cathod voltage. Fig. 2. Inverter circuit for driving a magnetron. 448 T. IEE Japan, Vol. 11 High Frequency Inverter for Microwave Oven Norikazu Tokunaga, Member, Yasuo Matsuda, Member, Kunio Isiyama, Non-member (Hitachi, Ltd.), Hisao Amano, Member (Hitachi Engineering, Co., Ltd.). Recently resonant

More information

258 5) GPS 1 GPS 6) GPS DP 7) 8) 10) GPS GPS 2 3 4 5 2. 2.1 3 1) GPS Global Positioning System

258 5) GPS 1 GPS 6) GPS DP 7) 8) 10) GPS GPS 2 3 4 5 2. 2.1 3 1) GPS Global Positioning System Vol. 52 No. 1 257 268 (Jan. 2011) 1 2, 1 1 measurement. In this paper, a dynamic road map making system is proposed. The proposition system uses probe-cars which has an in-vehicle camera and a GPS receiver.

More information

Table 1. Reluctance equalization design. Fig. 2. Voltage vector of LSynRM. Fig. 4. Analytical model. Table 2. Specifications of analytical models. Fig

Table 1. Reluctance equalization design. Fig. 2. Voltage vector of LSynRM. Fig. 4. Analytical model. Table 2. Specifications of analytical models. Fig Mover Design and Performance Analysis of Linear Synchronous Reluctance Motor with Multi-flux Barrier Masayuki Sanada, Member, Mitsutoshi Asano, Student Member, Shigeo Morimoto, Member, Yoji Takeda, Member

More information

人文学部研究年報12号.indb

人文学部研究年報12号.indb 制御理論を用いた在庫管理モデルの一解析 * リードタイムが変動する場合 西平直史 1 [1, 2, 3, 4] [1] [2, 3, 4] 1 1 3 2 [2] = +w(k) d(k) (1) 2014 12 1 1 制御理論を用いた在庫管理モデルの一解析 西平 k w(k) d(k) L k u(k) (2) (1) 2 w(k) =u(k L) (2) = +u(k L) d(k) (3)

More information

P2P P2P peer peer P2P peer P2P peer P2P i

P2P P2P peer peer P2P peer P2P peer P2P i 26 P2P Proposed a system for the purpose of idle resource utilization of the computer using the P2P 1150373 2015 2 27 P2P P2P peer peer P2P peer P2P peer P2P i Abstract Proposed a system for the purpose

More information

Mhij =zhij... (2) Đhij {1, 2,...,lMhij}... (3)

Mhij =zhij... (2) Đhij {1, 2,...,lMhij}... (3) An Autonomous Decentralized Algorithm for a Large Scale Scheduling Problem Approach Based on Backward Scheduling Ichimi Norihisa, Non-member (Toshiba Corporation), lima Hitoshi, Member, Sannomiya Nobuo,

More information

58 10

58 10 57 Multi-channel MAC Protocol with Multi-busytone in Ad-hoc Networks Masatoshi Fukushima*, Ushio Yamamoto* and Yoshikuni Onozato* Abstract Multi-channel MAC protocols for wireless ad hoc networks have

More information

2797 4 5 6 7 2. 2.1 COM COM 4) 5) COM COM 3 4) 5) 2 2.2 COM COM 6) 7) 10) COM Bonanza 6) Bonanza 6 10 20 Hearts COM 7) 10) 52 4 3 Hearts 3 2,000 4,000

2797 4 5 6 7 2. 2.1 COM COM 4) 5) COM COM 3 4) 5) 2 2.2 COM COM 6) 7) 10) COM Bonanza 6) Bonanza 6 10 20 Hearts COM 7) 10) 52 4 3 Hearts 3 2,000 4,000 Vol. 50 No. 12 2796 2806 (Dec. 2009) 1 1, 2 COM TCG COM TCG COM TCG Strategy-acquisition System for Video Trading Card Game Nobuto Fujii 1 and Haruhiro Katayose 1, 2 Behavior and strategy of computers

More information

2. 2.1 Lytro [11] The Franken Camera [12] 2.2 Creative Coding Community Creative Coding Community [13]-[19] Sketch Fork 2.3 [20]-[23] 3. ourcam 3.1 ou

2. 2.1 Lytro [11] The Franken Camera [12] 2.2 Creative Coding Community Creative Coding Community [13]-[19] Sketch Fork 2.3 [20]-[23] 3. ourcam 3.1 ou 情 報 処 理 学 会 インタラクション 2013 IPSJ Interaction 2013 2013-Interaction (3EXB-06) 2013/3/2 ourcam: 1 2 ourcam ourcam: On-Site Programming Environment for Digital Photography RYO OSHIMA 1 YASUAKI KAKEHI 2 In these

More information

特-3.indd

特-3.indd Development of Automation Technology for Precision Finishing Works Employing a Robot Arm There is demand for the automation of finishing processes that require technical skills in the manufacturing of

More information

22 2016 3 82 1 1

22 2016 3 82 1 1 : 81 1 2 3 4 1990 2015 22 2016 3 82 1 1 83 : 2 5 84 22 2016 3 6 3 7 8 2 : 85 1 S 12 S S S S S S S S S 86 22 2016 3 S S S S S S S S 2 S S : 87 S 9 3 2 1 10 S 11 22 2016 3 88 1 : 89 1 2 3 4 90 22 2016 3

More information

Title 社 会 化 教 育 における 公 民 的 資 質 : 法 教 育 における 憲 法 的 価 値 原 理 ( fulltext ) Author(s) 中 平, 一 義 Citation 学 校 教 育 学 研 究 論 集 (21): 113-126 Issue Date 2010-03 URL http://hdl.handle.net/2309/107543 Publisher 東 京

More information

914 Theory and Historical View ofindustrial Policy --Microscopic Instruction in Time ofwar-- Syosuke Takemura My role in this paper is to research into the theory and history of Japanese industral policy

More information

Vol. 23 No. 4 Oct. 2006 37 2 Kitchen of the Future 1 Kitchen of the Future 1 1 Kitchen of the Future LCD [7], [8] (Kitchen of the Future ) WWW [7], [3

Vol. 23 No. 4 Oct. 2006 37 2 Kitchen of the Future 1 Kitchen of the Future 1 1 Kitchen of the Future LCD [7], [8] (Kitchen of the Future ) WWW [7], [3 36 Kitchen of the Future: Kitchen of the Future Kitchen of the Future A kitchen is a place of food production, education, and communication. As it is more active place than other parts of a house, there

More information

ABSTRACT The Social Function of Boys' Secondary Schools in Modern Japan: From the Perspectives of Repeating and Withdrawal TERASAKI, Satomi (Graduate School, Ochanomizu University) 1-4-29-13-212, Miyamaedaira,

More information

60 90% ICT ICT [7] [8] [9] 2. SNS [5] URL 1 A., B., C., D. Fig. 1 An interaction using Channel-Oriented Interface. SNS SNS SNS SNS [6] 3. Processing S

60 90% ICT ICT [7] [8] [9] 2. SNS [5] URL 1 A., B., C., D. Fig. 1 An interaction using Channel-Oriented Interface. SNS SNS SNS SNS [6] 3. Processing S 1,a) 1 1,b) 1,c) 1,d) Interaction Design for Communication Between Older Adults and Their Families Using Channel-Oriented Interface Takeda Keigo 1,a) Ishiwata Norihiro 1 Nakano Teppei 1,b) Akabane Makoto

More information

平成○○年度知能システム科学専攻修士論文

平成○○年度知能システム科学専攻修士論文 A Realization of Robust Agents in an Agent-based Virtual Market Makio Yamashige 3 7 A Realization of Robust Agents in an Agent-based Virtual Market Makio Yamashige Abstract There are many people who try

More information

xx/xx Vol. Jxx A No. xx 1 Fig. 1 PAL(Panoramic Annular Lens) PAL(Panoramic Annular Lens) PAL (2) PAL PAL 2 PAL 3 2 PAL 1 PAL 3 PAL PAL 2. 1 PAL

xx/xx Vol. Jxx A No. xx 1 Fig. 1 PAL(Panoramic Annular Lens) PAL(Panoramic Annular Lens) PAL (2) PAL PAL 2 PAL 3 2 PAL 1 PAL 3 PAL PAL 2. 1 PAL PAL On the Precision of 3D Measurement by Stereo PAL Images Hiroyuki HASE,HirofumiKAWAI,FrankEKPAR, Masaaki YONEDA,andJien KATO PAL 3 PAL Panoramic Annular Lens 1985 Greguss PAL 1 PAL PAL 2 3 2 PAL DP

More information

DS0 0/9/ a b c d u t (a) (b) (c) (d) [].,., Del Barrio [], Pilato [], [].,,. [],.,.,,.,.,,.,, 0%,..,,, 0,.,.,. (variable-latency unit)., (a) ( DFG ).,

DS0 0/9/ a b c d u t (a) (b) (c) (d) [].,., Del Barrio [], Pilato [], [].,,. [],.,.,,.,.,,.,, 0%,..,,, 0,.,.,. (variable-latency unit)., (a) ( DFG )., DS0 0/9/,.,,.,,,.,.,.0%,.%.,,,, Speculative Execution in Distributed Controllers for High-Level Synthesis Shimizu iho Ishiura Nagisa bstract: This article proposes a method of incorporating speculative

More information

[2] 1. 2. 2 2. 1, [3] 2. 2 [4] 2. 3 BABOK BABOK(Business Analysis Body of Knowledge) BABOK IIBA(International Institute of Business Analysis) BABOK 7

[2] 1. 2. 2 2. 1, [3] 2. 2 [4] 2. 3 BABOK BABOK(Business Analysis Body of Knowledge) BABOK IIBA(International Institute of Business Analysis) BABOK 7 32 (2015 ) [2] Projects of the short term increase at present. In order to let projects complete without rework and delays, it is important that request for proposals (RFP) are written by reflecting precisely

More information

Table 1 Experimental conditions Fig. 1 Belt sanded surface model Table 2 Factor loadings of final varimax criterion 5 6

Table 1 Experimental conditions Fig. 1 Belt sanded surface model Table 2 Factor loadings of final varimax criterion 5 6 JSPE-54-04 Factor Analysis of Relationhsip between One's Visual Estimation and Three Dimensional Surface Roughness Properties on Belt Sanded Surface Motoyoshi HASEGAWA and Masatoshi SHIRAYAMA This paper

More information

Vol. 42 No MUC-6 6) 90% 2) MUC-6 MET-1 7),8) 7 90% 1 MUC IREX-NE 9) 10),11) 1) MUCMET 12) IREX-NE 13) ARPA 1987 MUC 1992 TREC IREX-N

Vol. 42 No MUC-6 6) 90% 2) MUC-6 MET-1 7),8) 7 90% 1 MUC IREX-NE 9) 10),11) 1) MUCMET 12) IREX-NE 13) ARPA 1987 MUC 1992 TREC IREX-N Vol. 42 No. 6 June 2001 IREX-NE F 83.86 A Japanese Named Entity Extraction System Based on Building a Large-scale and High-quality Dictionary and Pattern-matching Rules Yoshikazu Takemoto, Toshikazu Fukushima

More information

日本感性工学会論文誌

日本感性工学会論文誌 pp.343-351 2013 Changes in Three Attributes of Color by Reproduction of Memorized Colors Hiroaki MIYAKE, Takeshi KINOSHITA and Atsushi OSA Graduate School of Science and Engineering, Yamaguchi University,

More information

untitled

untitled ---------------------------------------------------------------------------------------------------------- -------------------------------------------------------------------------------------------------------------------------

More information

Microsoft Word - deim2011_new-ichinose-20110325.doc

Microsoft Word - deim2011_new-ichinose-20110325.doc DEIM Forum 2011 B7-4 252-0882 5322 E-mail: {t08099ai, kurabaya, kiyoki}@sfc.keio.ac.jp A Music Search Database System with a Selector for Impressive-Sections of Continuous Data Aya ICHINOSE Shuichi KURABAYASHI

More information

Grund.dvi

Grund.dvi 24 24 23 411M133 i 1 1 1.1........................................ 1 2 4 2.1...................................... 4 2.2.................................. 6 2.2.1........................... 6 2.2.2 viterbi...........................

More information

16_.....E...._.I.v2006

16_.....E...._.I.v2006 55 1 18 Bull. Nara Univ. Educ., Vol. 55, No.1 (Cult. & Soc.), 2006 165 2002 * 18 Collaboration Between a School Athletic Club and a Community Sports Club A Case Study of SOLESTRELLA NARA 2002 Rie TAKAMURA

More information

06’ÓŠ¹/ŒØŒì

06’ÓŠ¹/ŒØŒì FD. FD FD FD FD FD FD / Plan-Do-See FD FD FD FD FD FD FD FD FD FD FD FD FD FD JABEE FD A. C. A B .. AV .. B Communication Space A FD FD ES FD FD The approach of the lesson improvement in Osaka City University

More information

16

16 Empirical Analysis of the Efficiency of the Broadcasting Industry: Verification of Regionalism and a Proposal ABSTRACT Reforms in the broadcasting industry have recently been discussed and proposed, and

More information

1., 1 COOKPAD 2, Web.,,,,,,.,, [1]., 5.,, [2].,,.,.,, 5, [3].,,,.,, [4], 33,.,,.,,.. 2.,, 3.., 4., 5., ,. 1.,,., 2.,. 1,,

1., 1 COOKPAD 2, Web.,,,,,,.,, [1]., 5.,, [2].,,.,.,, 5, [3].,,,.,, [4], 33,.,,.,,.. 2.,, 3.., 4., 5., ,. 1.,,., 2.,. 1,, THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE.,, 464 8601 470 0393 101 464 8601 E-mail: matsunagah@murase.m.is.nagoya-u.ac.jp, {ide,murase,hirayama}@is.nagoya-u.ac.jp,

More information

DPA,, ShareLog 3) 4) 2.2 Strino Strino STRain-based user Interface with tacticle of elastic Natural ObjectsStrino 1 Strino ) PC Log-Log (2007 6)

DPA,, ShareLog 3) 4) 2.2 Strino Strino STRain-based user Interface with tacticle of elastic Natural ObjectsStrino 1 Strino ) PC Log-Log (2007 6) 1 2 1 3 Experimental Evaluation of Convenient Strain Measurement Using a Magnet for Digital Public Art Junghyun Kim, 1 Makoto Iida, 2 Takeshi Naemura 1 and Hiroyuki Ota 3 We present a basic technology

More information

39-3/2.論説:藤井・戸前・山本・井上

39-3/2.論説:藤井・戸前・山本・井上 Porter a b!! a b JIS cm cm OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM OEM NTT OEM OEM OEM OEM OEM OEM OEM OEM OEM a b VolNo Porter, M. E. (1990a) The Competitive Advantage of Nations

More information

1 2 4 5 9 10 12 3 6 11 13 14 0 8 7 15 Iteration 0 Iteration 1 1 Iteration 2 Iteration 3 N N N! N 1 MOPT(Merge Optimization) 3) MOPT 8192 2 16384 5 MOP

1 2 4 5 9 10 12 3 6 11 13 14 0 8 7 15 Iteration 0 Iteration 1 1 Iteration 2 Iteration 3 N N N! N 1 MOPT(Merge Optimization) 3) MOPT 8192 2 16384 5 MOP 10000 SFMOPT / / MOPT(Merge OPTimization) MOPT FMOPT(Fast MOPT) FMOPT SFMOPT(Subgrouping FMOPT) SFMOPT 2 8192 31 The Proposal and Evaluation of SFMOPT, a Task Mapping Method for 10000 Tasks Haruka Asano

More information

Fig. 4. Configuration of fatigue test specimen. Table I. Mechanical property of test materials. Table II. Full scale fatigue test conditions and test

Fig. 4. Configuration of fatigue test specimen. Table I. Mechanical property of test materials. Table II. Full scale fatigue test conditions and test (J. Soc. Mat. Sci., Japan), Vol. 52, No. 11, pp. 1351-1356, Nov. 2003 Fatigue Life Prediction of Coiled Tubing by Takanori KATO*, Miyuki YAMAMOTO*, Isao SAWAGUCHI** and Tetsuo YONEZAWA*** Coiled tubings,

More information

MmUm+FopX m Mm+Mop F-Mm(Fop-Mopum)M m+mop MSuS+FX S M S+MOb Fs-Ms(Mobus-Fex)M s+mob Fig. 1 Particle model of single degree of freedom master/ slave sy

MmUm+FopX m Mm+Mop F-Mm(Fop-Mopum)M m+mop MSuS+FX S M S+MOb Fs-Ms(Mobus-Fex)M s+mob Fig. 1 Particle model of single degree of freedom master/ slave sy Analysis and Improvement of Digital Control Stability for Master-Slave Manipulator System Koichi YOSHIDA* and Tetsuro YABUTA* Some bilateral controls of master-slave system have been designed, which can

More information

1 DHT Fig. 1 Example of DHT 2 Successor Fig. 2 Example of Successor 2.1 Distributed Hash Table key key value O(1) DHT DHT 1 DHT 1 ID key ID IP value D

1 DHT Fig. 1 Example of DHT 2 Successor Fig. 2 Example of Successor 2.1 Distributed Hash Table key key value O(1) DHT DHT 1 DHT 1 ID key ID IP value D P2P 1,a) 1 1 Peer-to-Peer P2P P2P P2P Chord P2P Chord Consideration for Efficient Construction of Distributed Hash Trees on P2P Systems Taihei Higuchi 1,a) Masakazu Soshi 1 Tomoyuki Asaeda 1 Abstract:

More information

Vol. 28 No. 2 Apr. 2011 173 1. 1 Web Twitter/Facebook UI 4 1. 2. 3. 4. Twitter Web Twitter/Facebook e.g., Web Web UI 1 2 SNS 1, 2 2

Vol. 28 No. 2 Apr. 2011 173 1. 1 Web Twitter/Facebook UI 4 1. 2. 3. 4. Twitter Web Twitter/Facebook e.g., Web Web UI 1 2 SNS 1, 2 2 172 SNS Web Web As social web sites such as blog and SNS(Social Network System) became popular, many people have communicated with their friends on the Web. Meanwhile, several problems of social web sites

More information

07九州工業大学.indd

07九州工業大学.indd 1 1 Journal of Multimedia Aided Education Research, 2004, No. 1, 45 58 e-learning e-learning e-learning Video On Demand e-learning e-learning e-learning e-learning 2004 e-learning e-learning OLU SCS 2

More information

, PDD ASD p.,.,..,..,.,..,.,..,.,.,.,, 146

, PDD ASD p.,.,..,..,.,..,.,..,.,.,.,, 146 Study on the System of the Chinese Autistic in Japan Xiaotong Ro abstract This study note is mainly introduced the research of China s autistic child treatment in Japan. There is not very much research

More information

Vol. 43 No. SIG 6(HPS 5) PNN 207 PNN / PNN PNN 2 PNN 3 4 5 2. 2. PNN 3 PNN Kernel Layer Summation Layer Decision Layer X =(x,x 2,..., x n ) S i j C i

Vol. 43 No. SIG 6(HPS 5) PNN 207 PNN / PNN PNN 2 PNN 3 4 5 2. 2. PNN 3 PNN Kernel Layer Summation Layer Decision Layer X =(x,x 2,..., x n ) S i j C i Vol. 43 No. SIG 6(HPS 5) Sep. 2002 PNN: Probabilistic Neural Network PNN PNN 33.3 ms 0 An Architecture for Parallelized High-speed Probabilistic-Neural- Network Calculation and Its Application to Image

More information

learning of life long , Community Centers and Lifelong Learning: Contemporary Challenges in Lifelong Education and Learning IIDA Tetsuya : In Japan, great importance is being placed on

More information

Vol.171 2004.9.15 14 100 5 10 15 52 53 55 1 7 55 58 63 3 26 53 3 6 9 2 3 6 9 6 52 53 55 3 9 5 1 7 10 14 4 12 8 11

Vol.171 2004.9.15 14 100 5 10 15 52 53 55 1 7 55 58 63 3 26 53 3 6 9 2 3 6 9 6 52 53 55 3 9 5 1 7 10 14 4 12 8 11 Vol.170 2004.9.9 9 17 9 17 1000 8 10 9 17 14:00 17:00 30 28 Vol.171 2004.9.15 14 100 5 10 15 52 53 55 1 7 55 58 63 3 26 53 3 6 9 2 3 6 9 6 52 53 55 3 9 5 1 7 10 14 4 12 8 11 9.17 10 15 38 51 53 55 6 2

More information

01_梅村佳代_紀要_2007最終

01_梅村佳代_紀要_2007最終 Bull. Nara Univ. Educ., Vol., No. (Cult. & Soc.), An Historical Study of Education in the Tajima Province, from the Late Early-Modern Times until the Early Meiji Era UMEMURA Kayo (Department of School

More information

Abstract The purpose of this study is to show the new possibility of the teaching methods regarding Karadahogusi exercise. The author examined the pleasure and the technique attached to the exercise and

More information

00.\...ec5

00.\...ec5 Yamagata Journal of Health Science, Vol. 6, 23 Kyoko SUGAWARA, Junko GOTO, Mutuko WATARAI Asako HIRATUKA, Reiko ICHIKAWA Recently in Japan, there has been a gradual decrease in the practice of community

More information

untitled

untitled ADSLFTTH P2P CDN(Contents Delivery Network) 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55

More information

企業内システムにおけるA j a x 技術の利用

企業内システムにおけるA j a x 技術の利用 Utilization of Ajax in Enterprise Intranet Systemsby Tetsuo Yamashita, Takeshi Kuroe and Kazuhisa Ikeda Enterprise 2.0 refers to the recent trend of applying the web technologies widely deployed in Internet

More information

Kyushu Communication Studies 第2号

Kyushu Communication Studies 第2号 Kyushu Communication Studies. 2004. 2:1-11 2004 How College Students Use and Perceive Pictographs in Cell Phone E-mail Messages IGARASHI Noriko (Niigata University of Health and Welfare) ITOI Emi (Bunkyo

More information

The Bulletin of the Institute of Human Sciences, Toyo University, No.14 Ikai in ancient Japanese literature : Theroleofwaka in visits to and fro other worlds Kaori NORO The aim of this paper is elucidate

More information

( )

( ) NAIST-IS-MT1051071 2012 3 16 ( ) Pustejovsky 2 2,,,,,,, NAIST-IS- MT1051071, 2012 3 16. i Automatic Acquisition of Qualia Structure of Generative Lexicon in Japanese Using Learning to Rank Takahiro Tsuneyoshi

More information

橡最終原稿.PDF

橡最終原稿.PDF GIS Simulation analysis of disseminate of disaster information using GIS * ** *** Toshitaka KATADAJunsaku ASADA and Noriyuki KUWASAWA GIS GIS AbstractWe have developed the simulation model expressing the

More information

Hiroshi OSAWA A Study of Nutrition and Behavior With Particular Reference to Functional Hypoglycemia In order to understand causes of various kinds of problem behavior in the present time, it is assumed

More information

ディスプレイと携帯端末間の通信を実現する映像媒介通信技術

ディスプレイと携帯端末間の通信を実現する映像媒介通信技術 Data Transfer Technology to Enable Communication between Displays and Smart Devices 倉木健介 中潟昌平 田中竜太 阿南泰三 あらまし Abstract Recently, the chance to see videos in various places has increased due to the speedup

More information

Webster's New World Dictionary of the American Language, College Edition. N. Y. : The World Publishing Co., 1966. [WNWD) Webster 's Third New International Dictionary of the English Language-Unabridged.

More information

NINJAL Research Papers No.8

NINJAL Research Papers No.8 (NINJAL Research Papers) 8: 177 196 (2014) ISSN: 2186-134X print/2186-1358 online 177 3 3 3 1940 3 late adoption real time 3 apparent time * 1. 1 2 3 1.1 3 1 1953 * 2014 3 18 2014 5 13 109 NINJAL 2012

More information

3 - i

3 - i ISSN 1346-2121 JOURNAL OF MITSUBISHI RESEARCH INSTITUTE No.39 2001 3 - i Current Situation of Project Finance in Japan Research Paper Current Situation of Project Finance in Japan Hitoshi Wakamatsu Summary

More information

Clustering in Time and Periodicity of Strong Earthquakes in Tokyo Masami OKADA Kobe Marine Observatory (Received on March 30, 1977) The clustering in time and periodicity of earthquake occurrence are investigated

More information

Fig. 1. Example of characters superimposed on delivery slip.

Fig. 1. Example of characters superimposed on delivery slip. Extraction of Handwritten Character String Superimposed on Delivery Slip Data Ken-ichi MATSUO, Non-member, Katsuhiko UEDA, Non-member (Nara National College of Technology), Michio UMEDA, Member (Osaka

More information

2 DS SS (SS+DS) Fig. 2 Separation algorithm for motorcycle sound by combining DS and SS (SS+DS). 3. [3] DS SS 2 SS+DS 1 1 B SS SS 4. NMF 4. 1 (NMF) Y

2 DS SS (SS+DS) Fig. 2 Separation algorithm for motorcycle sound by combining DS and SS (SS+DS). 3. [3] DS SS 2 SS+DS 1 1 B SS SS 4. NMF 4. 1 (NMF) Y a) Separation of Motorcycle Sound by Near Field Microphone Array and Nonnegative Matrix Factorization Chisaki YOSHINAGA, Nonmember, Yosuke TATEKURA a), Member, Kazuaki HAMADA, and Tetsuya KIMURA, Nonmembers

More information

Social Intelligence []... [] ( ) ( ) 一 般 の 情 報 他 人 の 情 報 人 コンテキスト 付 与 ソーシャル メディアの 普 及 により 受 け 手 は 自 分 の 認 識 を 発 信 機 械 コンテキスト 分 析 私 の 情 報 神 沼 靖 子, 内 木

Social Intelligence []... [] ( ) ( ) 一 般 の 情 報 他 人 の 情 報 人 コンテキスト 付 与 ソーシャル メディアの 普 及 により 受 け 手 は 自 分 の 認 識 を 発 信 機 械 コンテキスト 分 析 私 の 情 報 神 沼 靖 子, 内 木 THE 一 INSTITUTE 般 社 団 法 人 OF ELECTRONICS, 電 子 情 報 通 信 学 会 信 IEICE 学 技 Technical 報 Report INFORMATION THE INSTITUTE ANDOF COMMUNICATION ELECTRONICS, ENGINEERS IEICE Technical Report INFORMATION AND COMMUNICATION

More information

I 9 1 11 1.1..................................... 11 1.1.1 (linear transformation) (matrix) (vector)................................. 11 1.1.2 (column

I 9 1 11 1.1..................................... 11 1.1.1 (linear transformation) (matrix) (vector)................................. 11 1.1.2 (column I 9 1 11 1.1..................................... 11 1.1.1 (linear transformation) (matrix) (vector)................................. 11 1.1.2 (column vector) (row vector)....... 12 1.1.3..............................

More information

ICT Web Web ICT Web 2. 新 学 習 指 導 要 領 の 理 念 と 教 育 の 情 報 化 の 意 義 2-1 新 学 習 指 導 要 領 の 理 念 20 3 23 1 ICT 2

ICT Web Web ICT Web 2. 新 学 習 指 導 要 領 の 理 念 と 教 育 の 情 報 化 の 意 義 2-1 新 学 習 指 導 要 領 の 理 念 20 3 23 1 ICT 2 30 2012 Web キーワード Web CIRRI Educational Method and Technology, Elementary School, School Library Website, Information Literacy, CIRRI Contents Model 1.はじめに ICTInformation and Communication Technology :

More information

Fig. 1. Horizontal displacement of the second and third order triangulation points accompanied with the Tottori Earthquake of (after SATO, 1973)

Fig. 1. Horizontal displacement of the second and third order triangulation points accompanied with the Tottori Earthquake of (after SATO, 1973) Journal of the Geodetic Society of Japan Vol. 27, No. 3, (1981), pp. 183-191 Research on Fault Movement by means of Aero-Triangulation ( T) (An experiment on the earthquake fault of the Izu-Oshima Kinkai

More information

untitled

untitled E- Blended Learning * ** Maritime English Training for Practical Communicative Competence ~Blended Learning of Onboard Training through English and E-Learning~ Masahiro SUGIMOTO, Fumio YOSHIDOME Abstract

More information

Research into the child rearing behavior of mothers I Correlation with methods of their mothers Hiroko HARADA Kaiser-Meyer-Olkin α α α α Kaiser-Meyer-Olkin α α α α P P P P P P P P P P P P P P P P

More information

The Transformation of Educational Competition in Japan Conceptual Framework and Problems OWAKI Yasuhirc School of Education, Osaka Kyoiku University, Kashiwara, Osaka 582-8582, JAPAN I intend to compose

More information

Author Workshop 20111124 Henry Cavendish 1731-1810 Biot-Savart 26 (1) (2) (3) (4) (5) (6) Priority Proceeding Impact factor Full paper impact factor Peter Drucker 1890-1971 1903-1989 Title) Abstract

More information

論文9.indd

論文9.indd Recent topics in surround sound audio Masaki Sawaguchi Summary This paper will describe the recent trends in surround sound system based on the results of various investigations on this topic. According

More information

プラズマ核融合学会誌11月【81‐11】/小特集5

プラズマ核融合学会誌11月【81‐11】/小特集5 Japan Atomic Energy Agency, Ibaraki 311-0193, Japan 1) Kyoto University, Uji 611-0011, Japan 2) National Institute of Advanced Industrial Science and Technology, Tsukuba 305-8569, Japan 3) Central Research

More information

<4D F736F F D20D2E5E7E8F1FB E3EEE45FE8F1EFF0>

<4D F736F F D20D2E5E7E8F1FB E3EEE45FE8F1EFF0> 13 1 71 71 71 71 7 1 7 1 7 1 7 1 71 71 71 71 71 71 7 (1 71 71 71 7 1 71 7) 1 7 1 71 71 71 71 71 71 7 1 71 7 1 7 1 71 71 71 71 7 1 71 71 71 71 71 71 71 7 1 71 71 71 71 7, 1 71 71 71 71 71 71 7 1 7 1 71

More information

光学

光学 Fundamentals of Projector-Camera Systems and Their Calibration Methods Takayuki OKATANI To make the images projected by projector s appear as desired, it is e ective and sometimes an only choice to capture

More information

ICT a) Caption Presentation Method with Speech Expression Utilizing Speech Bubble Shapes for Video Content Yuko KONYA a) and Itiro SIIO 1. Graduate Sc

ICT a) Caption Presentation Method with Speech Expression Utilizing Speech Bubble Shapes for Video Content Yuko KONYA a) and Itiro SIIO 1. Graduate Sc VOL. J98-A NO. 1 JANUARY 2015 本 PDFの 扱 いは 電 子 情 報 通 信 学 会 著 作 権 規 定 に 従 うこと なお 本 PDFは 研 究 教 育 目 的 ( 非 営 利 )に 限 り 著 者 が 第 三 者 に 直 接 配 布 すること ができる 著 者 以 外 からの 配 布 は 禁 じられている ICT a) Caption Presentation Method

More information

* * 2

* * 2 * * Study on Fire Resistance of Reinforced Concrete Columns with Ultra High Strength Material Munehiro UMEMOTO * Shigemi KIKUTA * The reinforced concrete column made with the high-strength concrete has

More information

Steel Construction Engineering Vol.3 No.12(December 1996)

Steel Construction Engineering Vol.3 No.12(December 1996) Applicability of Notinal Load - Plastic Hinge Analysis to Structural Design of Steel Frames ABSTRACT ; Plastic hinge method inherently assumes the elastic-perfectly plastic momentcurvature relation which

More information

% 95% 2002, 2004, Dunkel 1986, p.100 1

% 95% 2002, 2004, Dunkel 1986, p.100 1 Blended Learning 要 旨 / Moodle Blended Learning Moodle キーワード:Blended Learning Moodle 1 2008 Moodle e Blended Learning 2009.. 1994 2005 1 2 93% 95% 2002, 2004, 2011 2011 1 Dunkel 1986, p.100 1 Blended Learning

More information

4 8 6 1 1 4 8 2001, 3 2 Marshall [1890]1920, 240 19 1 2001 2008 1990 1997 2007 2 Marshall [1890]1920

4 8 6 1 1 4 8 2001, 3 2 Marshall [1890]1920, 240 19 1 2001 2008 1990 1997 2007 2 Marshall [1890]1920 8 2011. 3 199 213 D. H. D. H. 1877-1953 The Evolution of Industry 1911 1904 1908 1919 1922 45 1906 Industrial Combination 2009 20 4 8 6 1 1 4 8 2001, 3 2 Marshall [1890]1920, 240 19 1 2001 2008 1990 1997

More information

ï\éÜA4*

ï\éÜA4* Feature Article Imaging of minuscule amounts of chemicals, Scannimg Chemical Microscope --- Increasing analysis information through imaging --- Abstract We have developed a Scanning Chemical Microscope

More information

Research on interactive development between Liaoning Five Points, One Line coastal economic belt and hinterland CAO, Zhilai It is an important approach to promote harmonious development of Liaoning economy,

More information

1: 2: 3: 4: 2. 1 Exploratory Search [4] Exploratory Search 2. 1 [7] [8] [9] [10] Exploratory Search

1: 2: 3: 4: 2. 1 Exploratory Search [4] Exploratory Search 2. 1 [7] [8] [9] [10] Exploratory Search DEIM Forum 2013 D2-1 112 8610 2-1-1 E-mail: {aco,itot}@itolab.is.ocha.ac.jp, chiemi@is.ocha.ac.jp Exploratory Search A product Search System for women adjusting amount of browsed items Abstract Eriko KOIKE,

More information

Test IV, March 22, 2016 6. Suppose that 2 n a n converges. Prove or disprove that a n converges. Proof. Method I: Let a n x n be a power series, which converges at x = 2 by the assumption. Applying Theorem

More information

Web Hashtag Hashtag Twitter Hashtag Twitter Hashtag Hashtag Hashtag Twitter Hashtag Twitter Hashtag contexthashtag contexthashtag Hashtag contexthasht

Web Hashtag Hashtag Twitter Hashtag Twitter Hashtag Hashtag Hashtag Twitter Hashtag Twitter Hashtag contexthashtag contexthashtag Hashtag contexthasht DEIM Forum 2011 F5-4 contexthashtag Twitter 525 8577 1 1 1 525 8577 1 1 1 E-mail: kaieda@coms.ics.ritsumei.ac.jp, huang@fc.ritsumei.ac.jp, kawagoe@is.ritsumei.ac.jp contexthashtag Twitter Twitter Twitter

More information

6_27.dvi

6_27.dvi Vol. 49 No. 6 1932 1941 (June 2008) RFID 1 2 RFID RFID RFID 13.56 MHz RFID A Experimental Study for Measuring Human Activities in A Bathroom Using RFID Ryo Onishi 1 and Shigeyuki Hirai 2 A bathroom is

More information

08-特集04.indd

08-特集04.indd 5 2 Journal of Multimedia Aided Education Research 2008, Vol. 5, No. 2, 3543 ICT ICT ICT 2 ICT ICT 1100 2008 ICT ICT 2007 ICT ICT ICT ICT IPtalk2008 2006 LAN TCP/IP 1 35 5 22008 1 Enter 1 IPtalk 2 2 2IPtalk

More information

6 ibid., p. 50 20 2

6 ibid., p. 50 20 2 研 究 論 文 : 田 山 花 袋 蒲 団 にみる 日 本 の 近 代 化 とジェンダー 5 Research paper: Gender and modernization in Japan: An analysis of Tayama Katai s The Quilt 1 1 20, 2004/2008, pp. 47-50 6 ibid., p. 50 20 2 研 究 論 文 : 田 山

More information

22SPC4報告書

22SPC4報告書 Practicing Persona Method to Clarify the Target User - Investigating Utilization of a Blog Service for Communities - UCD(User-Centered Design) UCD UCD UCD () UCD Abstract User-centered design (UCD) is

More information

untitled

untitled 11-19 2012 1 2 3 30 2 Key words acupuncture insulated needle cervical sympathetick trunk thermography blood flow of the nasal skin Received September 12, 2011; Accepted November 1, 2011 I 1 2 1954 3 564-0034

More information

76_01ver3.p65

76_01ver3.p65 GLOCOM Review 8:4 (76-1) 2003 Center for Global Communications 1 2 GLOCOM Review 8:4 (76-1) Recent research has been providing more support for the idea that Internet layers are formed along Power Law

More information

March 2011

March 2011 Title 中 野 貞 一 郎 名 誉 教 授 に 聞 く : 大 阪 大 学 の 思 い 出 Author(s) 中 尾, 敏 充 ; 菅, 真 城 ; 阿 部, 武 司 Citation 大 阪 大 学 経 済 学. 60(4) P.111-P.127 Issue 2011-03 Date Text Version publisher URL http://hdl.handle.net/11094/51330

More information

地域総合研究第40巻第1号

地域総合研究第40巻第1号 * abstract This paper attempts to show a method to estimate joint distribution for income and age with copula function. Further, we estimate the joint distribution from National Survey of Family Income

More information

空力騒音シミュレータの開発

空力騒音シミュレータの開発 41 COSMOS-V, an Aerodynamic Noise Simulator Nariaki Horinouchi COSMOS-V COSMOS-V COSMOS-V 3 The present and future computational problems of the aerodynamic noise analysis using COSMOS-V, our in-house

More information

<4D6963726F736F667420576F7264202D203033918190EC959F90B781758BA38B5A82A982E982BD82CC897282DD82C982A882AF82E983748348838B837D839383678EFC9467909482CC93C192A5817630322033372D34392E646F63>

<4D6963726F736F667420576F7264202D203033918190EC959F90B781758BA38B5A82A982E982BD82CC897282DD82C982A882AF82E983748348838B837D839383678EFC9467909482CC93C192A5817630322033372D34392E646F63> (Research in Experimental Phonetics and Linguistics) 4: 37-49 (2012) * 1 2 2 1 2 1 3 1. 1 500 1 1 1 2 3 1 * 2010 2 1 2 1 7 1 1 2 3 3 2 37 1 3 1 4-3-1-5 4 1 1 4 5 2 1 4-3-1-5 2 6 2 7 SUGI Speech Analyzer

More information

The Annual Report of Educational Psychology in Japan 2008, Vol.47, 148-158 Qualitative Research in Action:Reflections on its Implications for Educational Psychology Yuji MORO (GRADUATE SCHOOL OF COMPREHENSIVE

More information