根の研究 第23巻 第3号

Size: px
Start display at page:

Download "根の研究 第23巻 第3号"

Transcription

1 Root Research ミニレビュー ImageJ を用いた画像解析による根長の評価 田島亮介東北大学大学院農学研究科附属複合生態フィールド教育研究センター 要旨 WinRHIZO ImageJ WinRHIZO ImageJ ImageJ キーワード ImageJ Estimation of root length using image analysis with ImageJ: Ryosuke TAJIMA (Field Science Center, Tohoku University) Abstract : Various root traits has been focused and root length is one of important traits for nutrient and water uptake from the soil. Estimation of root length has been dramatically improved by image analysis with image-processing software and image scanners. In estimation of root length, WinRHIZO, the special software for root analysis, has been often used but we proposed a novel method of estimating root length using open-source software ImageJ. The estimates by our proposed method using ImageJ closely corresponded to those estimated by WinRHIZO. Using this method, the high-thoroughput and completely automated estimation of root length could be performed by using ImageJ-plugins and ImageJ-macro. It is necessary to establish the standard protocol of root length measurement. The quantitative discussion of root length will be facilitated between many root researchers in the protocol. In addition, various plant traits can be evaluated with image analysis using ImageJ. Keywords : root length, image analysis, ImageJ. 1. はじめに Gewin, 2010 Henry et al., 2011 Kano et al., 2011 Le Bot et al., 2010 Kato et al., 2010 ImageJ 2014 年 8 月 19 日受付 2014 年 8 月 19 日受理 * 連絡先 宮城県大崎市鳴子温泉蓬田 Tel: tazy@m.tohoku.ac.jp 75

2 2. 画像解析を用いた根長の評価とその注意点 1 GT-X970 ES-G11000 A4 210mm 297mm A3 297mm 420mm A4 A

3 TIFF JPG TIFF DPI dots per inch dpi 400dpi WinRHIZO Regent Instruments Inc. Quebec, Canada, 2000 WinRHIZO WinRHIZO Bouma 2000 WinRHIZO WinRHIZO ImageJ Tajima and Kato, 2011, WinRHIZO ImageJ Tajima Kato ImageJ WinRHIZO Tajima and Kato, 2013 WinRHIZO ImageJ ImageJ ImageJ 3. ImageJ の利用とマクロおよびプラグイン ImageJ ImageJ ImageJ ImageJ NIH NIHImage NIHImage Apple Macintosh MacOS ImageJ Java MacOS Linux Windows OS NIH http //rsb.info.nih.gov/ij/index.html ImageJ 77

4 田島 根の研究 Root Research 第2図 ImageJ におけるマクロとプラグインの使用方法 A. マクロの記録方法 B. マクロの記録例 C. マクロのインストール D. マクロインストール後の画面 E. プラグインのコンパイルと使用方法 F. コンパイル後のプラグインの使用方法 78

5 ImageJ Fiji http //fiji.sc/main_ Page ImageJ NIH "Documentation" ImageJ User Guide ImageJ ImageJ Plugins macros Record... ImageJ 2 A, B Java Java ImageJ 1.2 ImageJ Plugins macros Install... 2 C Plugins macros 2 D ImageJ Plugins Compile and Run... 2 E ImageJ Plugins 2 F ImageJ html ImageJ 3 A. B. C. 2 79

6 400dpi 4. 画像解析の根長評価以外への応用例 ImageJ SmartRoot Lobet et al., 2011 Cornell Kochian RootReader Clark et al., Kumar et al., 2014 ImageJ 3 1 Tajima et al., A 2 ScanSnap FI-SV600 3 B 3 ImageJ RGB 3 C 5. おわりに ImageJ WinRHIZO ImageJ 謝辞 , , 引用文献 Bouma, T. J., Nielsen, K. L., Koutstaal, B Sample preparation and scanning protocol for computerized analysis of root length and diameter. Plant Soil 218: Clark, R. T., MacCurdy, R. B., Jung, J. K., Shaff, J. E., McCouch, S. R., Aneshansley, D. J., Kochian, L. V Three-dimensional root phenotyping with a novel imaging and software platform. Plant Physiol. 156: Gewin, V An underground revolution. Nature Henry, A., Gowda, V. R. P., Torres, R. O., McNally, K. L., Serraj, R., Variation in root system architecture and drought response in rice Oryza sativa phenotyping of the OryzaSNP panel in rainfed lowland fields. Field Crops Res. 120: Kano, M., Inukai, Y., Kitano, H., Yamauchi, A., Root plasticity as the key root trait for adaptation to various intensities of drought stress in rice. Plant Soil 342: Kato, Y., Okami, M., Tajima, R., Fujita, D., Kobayashi, N Root response to aerobic conditions in rice, estimated by Comair root length scanner and scanner-based image analysis. Field Crops Res. 118: Kumar, P., Huang, C., Cai, J., Miklavcic, S. J Root phenotyping by root tip detection and classification through 80

7 statistical learning. Plant Soil 380: Le Bot, J., Serra, V., Fabre, J., Draye, X., Adamowicz, S., Pagès, L DART a software to analyze root system architecture and development from captured images. Plant Soil 326: Lobet, G., Pagès, L., Draye, X A novel image-analysis toolbox enabling quantitative analysis of root system architecture. Plant Physiol. 157: Tajima, R., Kato, Y Comparison of threshold algorithms for automatic image processing of rice roots using freeware ImageJ. Field Crops Res. 121: Tajima, R., Kato, Y A quick method to estimate root length distribution in diameter classes by using freeware ImageJ. Plant Prod. Sci. 16: Tajima, R., Morita, S., Abe, J Distribution pattern of root nodules in relation to root architecture in two leading cultivars of peanut (Arachis hypogaea L.) in Japan. Plant Prod. Sci. 9:

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

Fig. 3 Flow diagram of image processing. Black rectangle in the photo indicates the processing area (128 x 32 pixels).

Fig. 3 Flow diagram of image processing. Black rectangle in the photo indicates the processing area (128 x 32 pixels). Fig. 1 The scheme of glottal area as a function of time Fig. 3 Flow diagram of image processing. Black rectangle in the photo indicates the processing area (128 x 32 pixels). Fig, 4 Parametric representation

More information

7,, i

7,, i 23 Research of the authentication method on the two dimensional code 1145111 2012 2 13 7,, i Abstract Research of the authentication method on the two dimensional code Karita Koichiro Recently, the two

More information

<95DB8C9288E397C389C88A E696E6462>

<95DB8C9288E397C389C88A E696E6462> 2011 Vol.60 No.2 p.138 147 Performance of the Japanese long-term care benefit: An International comparison based on OECD health data Mie MORIKAWA[1] Takako TSUTSUI[2] [1]National Institute of Public Health,

More information

IPSJ SIG Technical Report Vol.2014-EIP-63 No /2/21 1,a) Wi-Fi Probe Request MAC MAC Probe Request MAC A dynamic ads control based on tra

IPSJ SIG Technical Report Vol.2014-EIP-63 No /2/21 1,a) Wi-Fi Probe Request MAC MAC Probe Request MAC A dynamic ads control based on tra 1,a) 1 1 2 1 Wi-Fi Probe Request MAC MAC Probe Request MAC A dynamic ads control based on traffic Abstract: The equipment with Wi-Fi communication function such as a smart phone which are send on a regular

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

fiš„v8.dvi

fiš„v8.dvi (2001) 49 2 333 343 Java Jasp 1 2 3 4 2001 4 13 2001 9 17 Java Jasp (JAva based Statistical Processor) Jasp Jasp. Java. 1. Jasp CPU 1 106 8569 4 6 7; fuji@ism.ac.jp 2 106 8569 4 6 7; nakanoj@ism.ac.jp

More information

GIS GIS http : //gyokai-search.com/3-cafe.html

GIS GIS http : //gyokai-search.com/3-cafe.html GIS GIS GIS Abstract A geographic information system (GIS) can be used to digitize map information and statistical data onto a map and thus perform complex spatial analysis. In addition, GIS can be used

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

Optical Lenses CCD Camera Laser Sheet Wind Turbine with med Diffuser Pitot Tube PC Fig.1 Experimental facility. Transparent Diffuser Double Pulsed Nd:

Optical Lenses CCD Camera Laser Sheet Wind Turbine with med Diffuser Pitot Tube PC Fig.1 Experimental facility. Transparent Diffuser Double Pulsed Nd: *1 *2 *3 PIV Measurement of Field of the Wind Turbine with a med Diffuser Kazuhiko TOSHIMITSU *4, Koutarou NISHIKAWA and Yuji OHYA *4 Department of Mechanical Engineering, Matsue National Collage of Technology,

More information

第62巻 第1号 平成24年4月/石こうを用いた木材ペレット

第62巻 第1号 平成24年4月/石こうを用いた木材ペレット Bulletin of Japan Association for Fire Science and Engineering Vol. 62. No. 1 (2012) Development of Two-Dimensional Simple Simulation Model and Evaluation of Discharge Ability for Water Discharge of Firefighting

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

17 Proposal of an Algorithm of Image Extraction and Research on Improvement of a Man-machine Interface of Food Intake Measuring System

17 Proposal of an Algorithm of Image Extraction and Research on Improvement of a Man-machine Interface of Food Intake Measuring System 1. (1) ( MMI ) 2. 3. MMI Personal Computer(PC) MMI PC 1 1 2 (%) (%) 100.0 95.2 100.0 80.1 2 % 31.3% 2 PC (3 ) (2) MMI 2 ( ),,,, 49,,p531-532,2005 ( ),,,,,2005,p66-p67,2005 17 Proposal of an Algorithm of

More information

ÿþ

ÿþ Abstract In this paper, we analyze the mechanism of open-source development, in which anybody can join and leave to the collaboration to develop complex software system, as implausible phenomena. Here,

More information

Studies of Foot Form for Footwear Design (Part 9) : Characteristics of the Foot Form of Young and Elder Women Based on their Sizes of Ball Joint Girth

Studies of Foot Form for Footwear Design (Part 9) : Characteristics of the Foot Form of Young and Elder Women Based on their Sizes of Ball Joint Girth Studies of Foot Form for Footwear Design (Part 9) : Characteristics of the Foot Form of Young and Elder Women Based on their Sizes of Ball Joint Girth and Foot Breadth Akiko Yamamoto Fukuoka Women's University,

More information

e-learning station 1) 2) 1) 3) 2) 2) 1) 4) e-learning Station 16 e-learning e-learning key words: e-learning LMS CMS A Trial and Prospect of Kumamoto

e-learning station 1) 2) 1) 3) 2) 2) 1) 4) e-learning Station 16 e-learning e-learning key words: e-learning LMS CMS A Trial and Prospect of Kumamoto e-learning station 1) 2) 1) 3) 2) 2) 1) 4) e-learning Station 16 e-learning e-learning key words: e-learninglms CMS A Trial and Prospect of Kumamoto University e-learning Station Hiroshi Nakano 1) Kazuhisa

More information

IPSJ SIG Technical Report Vol.2014-CE-127 No /12/7 1,a) 2,3 2,3 3 Development of the ethological recording application for the understanding of

IPSJ SIG Technical Report Vol.2014-CE-127 No /12/7 1,a) 2,3 2,3 3 Development of the ethological recording application for the understanding of 1,a) 2,3 2,3 3 Development of the ethological recording application for the understanding of the zoo animals behavior Yoshida Nobuaki 1,a) Tanaka Masayuki 2,3 Wada Seitaro 2,3 Abstract: The authors are

More information

2 The Bulletin of Meiji University of Integrative Medicine 3, Yamashita 10 11

2 The Bulletin of Meiji University of Integrative Medicine 3, Yamashita 10 11 1-122013 1 2 1 2 20 2,000 2009 12 1 2 1,362 68.1 2009 1 1 9.5 1 2.2 3.6 0.82.9 1.0 0.2 2 4 3 1 2 4 3 Key words acupuncture and moxibustion Treatment with acupuncture, moxibustion and Anma-Massage-Shiatsu

More information

28 Horizontal angle correction using straight line detection in an equirectangular image

28 Horizontal angle correction using straight line detection in an equirectangular image 28 Horizontal angle correction using straight line detection in an equirectangular image 1170283 2017 3 1 2 i Abstract Horizontal angle correction using straight line detection in an equirectangular image

More information

IPSJ SIG Technical Report Secret Tap Secret Tap Secret Flick 1 An Examination of Icon-based User Authentication Method Using Flick Input for

IPSJ SIG Technical Report Secret Tap Secret Tap Secret Flick 1 An Examination of Icon-based User Authentication Method Using Flick Input for 1 2 3 3 1 Secret Tap Secret Tap Secret Flick 1 An Examination of Icon-based User Authentication Method Using Flick Input for Mobile Terminals Kaoru Wasai 1 Fumio Sugai 2 Yosihiro Kita 3 Mi RangPark 3 Naonobu

More information

013858,繊維学会誌ファイバー1月/報文-02-古金谷

013858,繊維学会誌ファイバー1月/報文-02-古金谷 Development of Non-Contact Measuring Method for Final Twist Number of Double Ply Staple Yarn Keizo Koganeya 1, Youichi Yukishita 1, Hirotaka Fujisaki 1, Yasunori Jintoku 2, Hironori Okuno 2, and Motoharu

More information

(MIRU2008) HOG Histograms of Oriented Gradients (HOG)

(MIRU2008) HOG Histograms of Oriented Gradients (HOG) (MIRU2008) 2008 7 HOG - - E-mail: katsu0920@me.cs.scitec.kobe-u.ac.jp, {takigu,ariki}@kobe-u.ac.jp Histograms of Oriented Gradients (HOG) HOG Shape Contexts HOG 5.5 Histograms of Oriented Gradients D Human

More information

(a) 1 (b) 3. Gilbert Pernicka[2] Treibitz Schechner[3] Narasimhan [4] Kim [5] Nayar [6] [7][8][9] 2. X X X [10] [11] L L t L s L = L t + L s

(a) 1 (b) 3. Gilbert Pernicka[2] Treibitz Schechner[3] Narasimhan [4] Kim [5] Nayar [6] [7][8][9] 2. X X X [10] [11] L L t L s L = L t + L s 1 1 1, Extraction of Transmitted Light using Parallel High-frequency Illumination Kenichiro Tanaka 1 Yasuhiro Mukaigawa 1 Yasushi Yagi 1 Abstract: We propose a new sharpening method of transmitted scene

More information

Influence of Material and Thickness of the Specimen to Stress Separation of an Infrared Stress Image Kenji MACHIDA The thickness dependency of the temperature image obtained by an infrared thermography

More information

kut-paper-template.dvi

kut-paper-template.dvi 26 Discrimination of abnormal breath sound by using the features of breath sound 1150313 ,,,,,,,,,,,,, i Abstract Discrimination of abnormal breath sound by using the features of breath sound SATO Ryo

More information

~S*i1~8BE~ (.:c(1)-)~ j]dgj1~f:g:~j, fff~~~ lli~ ~IPJ (.:c(1)=)j] j]dlli~~:thj, fff~~~tfj~ ~IPJ (.:c(1) =) ~ j]dgj~~:g:~j, fff~~~lliaa ij]ue~-a~*jbe, i"ij13'~~~f'ffjt lli~*~~~, 1987 j]dlli~j!!~ : ~Bft~1DJ:~~,

More information

Fig. 2 Signal plane divided into cell of DWT Fig. 1 Schematic diagram for the monitoring system

Fig. 2 Signal plane divided into cell of DWT Fig. 1 Schematic diagram for the monitoring system Study of Health Monitoring of Vehicle Structure by Using Feature Extraction based on Discrete Wavelet Transform Akihisa TABATA *4, Yoshio AOKI, Kazutaka ANDO and Masataka KATO Department of Precision Machinery

More information

,,.,.,,.,.,.,.,,.,..,,,, i

,,.,.,,.,.,.,.,,.,..,,,, i 22 A person recognition using color information 1110372 2011 2 13 ,,.,.,,.,.,.,.,,.,..,,,, i Abstract A person recognition using color information Tatsumo HOJI Recently, for the purpose of collection of

More information

Web Basic Web SAS-2 Web SAS-2 i

Web Basic Web SAS-2 Web SAS-2 i 19 Development of moving image delivery system for elementary school 1080337 2008 3 10 Web Basic Web SAS-2 Web SAS-2 i Abstract Development of moving image delivery system for elementary school Ayuko INOUE

More information

The Indirect Support to Faculty Advisers of die Individual Learning Support System for Underachieving Student The Indirect Support to Faculty Advisers of the Individual Learning Support System for Underachieving

More information

28 TCG SURF Card recognition using SURF in TCG play video

28 TCG SURF Card recognition using SURF in TCG play video 28 TCG SURF Card recognition using SURF in TCG play video 1170374 2017 3 2 TCG SURF TCG TCG OCG SURF Bof 20 20 30 10 1 SURF Bag of features i Abstract Card recognition using SURF in TCG play video Haruka

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

Accuracy check of grading of XCT Report Accuracy check of grading and calibration of CT value on the micro-focus XCT system Tetsuro Hirono Masahiro Ni

Accuracy check of grading of XCT Report Accuracy check of grading and calibration of CT value on the micro-focus XCT system Tetsuro Hirono Masahiro Ni JAMSTEC Rep. Res. Dev., Volume 8, November 2008, 29 36 X CTm/pixel X CT X CT. -. mol/l KI KI CT CT X CT CT ; - - +- -- hirono@ess.sci.osaka-u.ac.jp Accuracy check of grading of XCT Report Accuracy check

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

,,,,., C Java,,.,,.,., ,,.,, i

,,,,., C Java,,.,,.,., ,,.,, i 24 Development of the programming s learning tool for children be derived from maze 1130353 2013 3 1 ,,,,., C Java,,.,,.,., 1 6 1 2.,,.,, i Abstract Development of the programming s learning tool for children

More information

<30315F985F95B65F90B490852E696E6464>

<30315F985F95B65F90B490852E696E6464> Modeling for Change by Latent Difference Score Model: Adapting Process of the Student of Freshman at Half Year Intervals Kazuaki SHIMIZU and Norihiro MIHO Abstract The purpose of this paper is to present

More information

chisq.test corresp plot

chisq.test corresp plot Research and Analysis about Study Time using R MIYOSHI Yoshihiko In Saitama W. J. College, we have implemented many surveys which are the freshman questionnaire, the graduate satisfaction questionnaire,

More information

28 Docker Design and Implementation of Program Evaluation System Using Docker Virtualized Environment

28 Docker Design and Implementation of Program Evaluation System Using Docker Virtualized Environment 28 Docker Design and Implementation of Program Evaluation System Using Docker Virtualized Environment 1170288 2017 2 28 Docker,.,,.,,.,,.,. Docker.,..,., Web, Web.,.,.,, CPU,,. i ., OS..,, OS, VirtualBox,.,

More information

Visual Evaluation of Polka-dot Patterns Yoojin LEE and Nobuko NARUSE * Granduate School of Bunka Women's University, and * Faculty of Fashion Science,

Visual Evaluation of Polka-dot Patterns Yoojin LEE and Nobuko NARUSE * Granduate School of Bunka Women's University, and * Faculty of Fashion Science, Visual Evaluation of Polka-dot Patterns Yoojin LEE and Nobuko NARUSE * Granduate School of Bunka Women's University, and * Faculty of Fashion Science, Bunka Women's University, Shibuya-ku, Tokyo 151-8523

More information

DEIM Forum 2010 A3-3 Web Web Web Web Web. Web Abstract Web-page R

DEIM Forum 2010 A3-3 Web Web Web Web Web. Web Abstract Web-page R DEIM Forum 2010 A3-3 Web Web 305 8550 1 2 305 8550 1 2 E-mail: s0813167@u.tsukuba.ac.jp, satoh@slis.tsukuba.ac.jp Web Web Web. Web Abstract Web-page Recommendation System based on the Keyword transitions

More information

0801391,繊維学会ファイバ12月号/報文-01-西川

0801391,繊維学会ファイバ12月号/報文-01-西川 Pattern Making Method and Evaluation by Dots of Monochrome Shigekazu Nishikawa 1,MarikoYoshizumi 1,andHajime Miyake 2 1 Miyagi University of Education, 149, Aramaki-aza-Aoba, Aoba-ku, Sendai-shi, Miyagi

More information

1 Fig. 1 Extraction of motion,.,,, 4,,, 3., 1, 2. 2.,. CHLAC,. 2.1,. (256 ).,., CHLAC. CHLAC, HLAC. 2.3 (HLAC ) r,.,. HLAC. N. 2 HLAC Fig. 2

1 Fig. 1 Extraction of motion,.,,, 4,,, 3., 1, 2. 2.,. CHLAC,. 2.1,. (256 ).,., CHLAC. CHLAC, HLAC. 2.3 (HLAC ) r,.,. HLAC. N. 2 HLAC Fig. 2 CHLAC 1 2 3 3,. (CHLAC), 1).,.,, CHLAC,.,. Suspicious Behavior Detection based on CHLAC Method Hideaki Imanishi, 1 Toyohiro Hayashi, 2 Shuichi Enokida 3 and Toshiaki Ejima 3 We have proposed a method for

More information

塗装深み感の要因解析

塗装深み感の要因解析 17 Analysis of Factors for Paint Depth Feeling Takashi Wada, Mikiko Kawasumi, Taka-aki Suzuki ( ) ( ) ( ) The appearance and quality of objects are controlled by paint coatings on the surfaces of the objects.

More information

20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow

20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow 20 Method for Recognizing Expression Considering Fuzzy Based on Optical Flow 1115084 2009 3 5 3.,,,.., HCI(Human Computer Interaction),.,,.,,.,.,,..,. i Abstract Method for Recognizing Expression Considering

More information

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

橡最新卒論

橡最新卒論 Research of improving of recognition ability in Face recognition system Abstract The age when baiometrics was used as a password came today. Because various baiometrics such as a voice, a fingerprint,

More information

25 (2), Available online at 原著論文 サトウキビ育種のための系譜情報管理システムの開発 * 要旨 Web キーワード はじめに * Correspon

25 (2), Available online at   原著論文 サトウキビ育種のための系譜情報管理システムの開発 * 要旨 Web キーワード はじめに * Correspon 25 (2), 2016. 68 78 Available online at www.jstage.jst.go.jp/ 原著論文 サトウキビ育種のための系譜情報管理システムの開発 * 891-3102 1742-1 要旨 Web キーワード はじめに 2009 12 3 * Corresponding Author E-mail: yusuke@affrc.go.jp 2004 2014 1887

More information

陶 磁 器 デ ー タ ベ ー ス ソ リ ュ ー シ ョ ン 図1 中世 陶 磁 器 デ ー タベ ー ス 109 A Database Solution for Ceramic Data OGINO Shigeharu Abstract This paper describes various aspects of the development of a database

More information

0801297,繊維学会ファイバ11月号/報文-01-青山

0801297,繊維学会ファイバ11月号/報文-01-青山 Faculty of Life Environment, Kinjogakuin University, Moriyama-ku, Nagoya 463-8521, Japan Faculty of Home Economics, Japan Women s University, Bunkyo-ku, Tokyo 112-8681, Japan AStudy on Easing by a Variable

More information

GPGPU

GPGPU GPGPU 2013 1008 2015 1 23 Abstract In recent years, with the advance of microscope technology, the alive cells have been able to observe. On the other hand, from the standpoint of image processing, the

More information

& Vol.5 No (Oct. 2015) TV 1,2,a) , Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Ro

& Vol.5 No (Oct. 2015) TV 1,2,a) , Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Ro TV 1,2,a) 1 2 2015 1 26, 2015 5 21 Augmented TV TV AR Augmented Reality 3DCG TV Estimation of TV Screen Position and Rotation Using Mobile Device Hiroyuki Kawakita 1,2,a) Toshio Nakagawa 1 Makoto Sato

More information

(2003)

(2003) A discussion of research with questionnaires as psychological study through a comparison with clinical interview MOTONAGA, Takuro This study discusses underlying issues and viewpoints to administrate researches

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

Introduction ur company has just started service to cut out sugar chains from protein and supply them to users by utilizing the handling technology of

Introduction ur company has just started service to cut out sugar chains from protein and supply them to users by utilizing the handling technology of Standard PA-Sugar Chain Catalogue Masuda Chemical Industries Co., LTD. http://www.mc-ind.co.jp Introduction ur company has just started service to cut out sugar chains from protein and supply them to users

More information

MDD PBL ET 9) 2) ET ET 2.2 2), 1 2 5) MDD PBL PBL MDD MDD MDD 10) MDD Executable UML 11) Executable UML MDD Executable UML

MDD PBL ET 9) 2) ET ET 2.2 2), 1 2 5) MDD PBL PBL MDD MDD MDD 10) MDD Executable UML 11) Executable UML MDD Executable UML PBL 1 2 3 4 (MDD) PBL Project Based Learning MDD PBL PBL PBL MDD PBL A Software Development PBL for Beginners using Project Facilitation Tools Seiko Akayama, 1 Shin Kuboaki, 2 Kenji Hisazumi 3 and Takao

More information

Web Web Web Web i

Web Web Web Web i 28 Research of password manager using pattern lock and user certificate 1170369 2017 2 28 Web Web Web Web i Abstract Research of password manager using pattern lock and user certificate Takuya Mimoto In

More information

2007-Kanai-paper.dvi

2007-Kanai-paper.dvi 19 Estimation of Sound Source Zone using The Arrival Time Interval 1080351 2008 3 7 S/N 2 2 2 i Abstract Estimation of Sound Source Zone using The Arrival Time Interval Koichiro Kanai The microphone array

More information

評論・社会科学 98号(P)☆/1.鰺坂

評論・社会科学 98号(P)☆/1.鰺坂 1 1 1 1 2 2 2 1 2 2 3 3 1 3 2 3 3 4 4 1 4 2 4 3 5 2011 5 17 2011 10 19 1 1 1 2011 2010 2008 α 100 125 230 1 2 2 2 1 2008 92 1 2 3 93 1 2 1 2 1 2 2 1992, p.40 1960 1992, p.40 3 2008, p.32 3 3 1 4 4 3 2

More information

fiš„v5.dvi

fiš„v5.dvi (2001) 49 2 293 303 VRML 1 2 3 2001 4 12 2001 10 16 Web Java VRML (Virtual Reality Modeling Language) VRML Web VRML VRML VRML VRML Web VRML VRML, 3D 1. WWW (World Wide Web) WWW Mittag (2000) Web CGI Java

More information

13....*PDF.p

13....*PDF.p 36 2005 2006 3 237 250 1 1990 2 3 4 5 6 239 10 90 1993 1997 1998a 10 10 1 90 1 2 3 4 5 1990 1 1990 201 2004 141 108 105 2 54 75 1970 1980 1990 49 2 2004 59 8 25 42 1980 1993 25 4 2004 10 6 1994 14 2004

More information

植物23巻2号

植物23巻2号 (J.SHITA)23(2):37-43. 2011. 37 520-0531 1-13-15 Operation Should be Automated and not so in Plant Factory for Leafy Vegetables Touichi OGURA Goodgoal Inc, 1-13-15 Suimei Otsu-shi, Shiga 520-0531, Japan

More information

_念3)医療2009_夏.indd

_念3)医療2009_夏.indd Evaluation of the Social Benefits of the Regional Medical System Based on Land Price Information -A Hedonic Valuation of the Sense of Relief Provided by Health Care Facilities- Takuma Sugahara Ph.D. Abstract

More information

J No J. J

J No J. J 教育科学と教育実践 2 Science of Education and Educational Practice - A Perspective on the Controversy on the Science of Education in Post-War Japan Part Takeo TANAKA 1950 E. J. E. J. E. J. Abstract In the latter

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

Web ( ) [1] Web Shibboleth SSO Web SSO Web Web Shibboleth SAML IdP(Identity Provider) Web Web (SP:ServiceProvider) ( ) IdP Web Web MRA(Mail Retrieval

Web ( ) [1] Web Shibboleth SSO Web SSO Web Web Shibboleth SAML IdP(Identity Provider) Web Web (SP:ServiceProvider) ( ) IdP Web Web MRA(Mail Retrieval SAML PAM SSO Web 1,a) 1 1 1 Shibboleth SAML Web IMAPS Web SAML PAM IMAPS SSO Web Shibboleth Web SSO, Shibboleth, SAML, Web, Web-based mail system with SSO authentication through SAML supporting PAM Makoto

More information

, : GUI Web Java 2.1 GUI GUI GUI 2 y = x y = x y = x

, : GUI Web Java 2.1 GUI GUI GUI 2 y = x y = x y = x J.JSSAC (2005) Vol. 11, No. 3,4, pp. 77-88 Noda2005 MathBlackBoard MathBlackBoard is a Java program based on the blackboard applet. We can use the blackboard applet with GUI operations. The blackboard

More information

大学における原価計算教育の現状と課題

大学における原価計算教育の現状と課題 1 1.1 1.2 1.3 2 2.1 2.2 3 3.1 3.2 3.3 2014a 50 ABC Activity Based Costing LCC Lifecycle Costing MFCA Material Flow Cost Accounting 2 2 2016 9 1 2 3 2014b 2005 2014b 2000 1 2 1962 5 1 3 2 3 4 5 50 2012

More information

;~ (Summary) The Study on the Effects of Foot Bathing on Urination Kumiko Toyoda School of Human Nursing, University of Shiga Prefecture Background Foot bathing is one of the important nursing care for

More information

’ÓŠ¹/‰´„û

’ÓŠ¹/‰´„û Core Ethics Vol. transition from school to work [][] [] Core Ethics Vol. [], pp.- [], p. [a], p.ojt OJT. [] OJT [] [] [], p. OJTOffJTp. [] p. [], pp.- [] [] [] [] [a] [], p. Core Ethics Vol. [], p. []

More information

HP cafe HP of A A B of C C Map on N th Floor coupon A cafe coupon B Poster A Poster A Poster B Poster B Case 1 Show HP of each company on a user scree

HP cafe HP of A A B of C C Map on N th Floor coupon A cafe coupon B Poster A Poster A Poster B Poster B Case 1 Show HP of each company on a user scree LAN 1 2 3 2 LAN WiFiTag WiFiTag LAN LAN 100% WiFi Tag An Improved Determination Method with Multiple Access Points for Relative Position Estimation Using Wireless LAN Abstract: We have proposed a WiFiTag

More information

untitled

untitled 2009 57 2 393 411 c 2009 1 1 1 2009 1 15 7 21 7 22 1 1 1 1 1 1 1 1. 1 1 1 2 3 4 12 2000 147 31 1 3,941 596 1 528 1 372 1 1 1.42 350 1197 1 13 1 394 57 2 2009 1 1 19 2002 2005 4.8 1968 5 93SNA 6 12 1 7,

More information

Vol. 48 No. 4 Apr LAN TCP/IP LAN TCP/IP 1 PC TCP/IP 1 PC User-mode Linux 12 Development of a System to Visualize Computer Network Behavior for L

Vol. 48 No. 4 Apr LAN TCP/IP LAN TCP/IP 1 PC TCP/IP 1 PC User-mode Linux 12 Development of a System to Visualize Computer Network Behavior for L Vol. 48 No. 4 Apr. 2007 LAN TCP/IP LAN TCP/IP 1 PC TCP/IP 1 PC User-mode Linux 12 Development of a System to Visualize Computer Network Behavior for Learning to Associate LAN Construction Skills with TCP/IP

More information

2017 (413812)

2017 (413812) 2017 (413812) Deep Learning ( NN) 2012 Google ASIC(Application Specific Integrated Circuit: IC) 10 ASIC Deep Learning TPU(Tensor Processing Unit) NN 12 20 30 Abstract Multi-layered neural network(nn) has

More information

Core Ethics Vol.

Core Ethics Vol. Core Ethics Vol. Core Ethics Vol. . % % % Core Ethics Vol. %, Core Ethics Vol. % % % -. %. Core Ethics Vol. a b : Core Ethics Vol. pp... pp.. pp... pp. pp.. pp...pp.... pp. pp. pp.. pp.. Vol.. pp... pp..

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

udc-2.dvi

udc-2.dvi 13 0.5 2 0.5 2 1 15 2001 16 2009 12 18 14 No.39, 2010 8 2009b 2009a Web Web Q&A 2006 2007a20082009 2007b200720082009 20072008 2009 2009 15 1 2 2 2.1 18 21 1 4 2 3 1(a) 1(b) 1(c) 1(d) 1) 18 16 17 21 10

More information

untitled

untitled 総研大文化科学研究第 6 号 (2010) 65 ... 66 佐貫 丘浅次郎の 進化論講話 における変化の構造 67 68 佐貫丘浅次郎の 進化論講話 における変化の構造 69 E 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 70 佐貫 丘浅次郎の 進化論講話 における変化の構造 71 72 佐貫丘浅次郎の 進化論講話 における変化の構造 73 74 佐貫丘浅次郎の 進化論講話

More information

IPSJ SIG Technical Report Vol.2016-CE-137 No /12/ e β /α α β β / α A judgment method of difficulty of task for a learner using simple

IPSJ SIG Technical Report Vol.2016-CE-137 No /12/ e β /α α β β / α A judgment method of difficulty of task for a learner using simple 1 2 3 4 5 e β /α α β β / α A judgment method of difficulty of task for a learner using simple electroencephalograph Katsuyuki Umezawa 1 Takashi Ishida 2 Tomohiko Saito 3 Makoto Nakazawa 4 Shigeichi Hirasawa

More information

THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE.

THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE. THE INSTITUTE OF ELECTRONICS, INFORMATION AND COMMUNICATION ENGINEERS TECHNICAL REPORT OF IEICE. E-mail: {ytamura,takai,tkato,tm}@vision.kuee.kyoto-u.ac.jp Abstract Current Wave Pattern Analysis for Anomaly

More information

29 jjencode JavaScript

29 jjencode JavaScript Kochi University of Technology Aca Title jjencode で難読化された JavaScript の検知 Author(s) 中村, 弘亮 Citation Date of 2018-03 issue URL http://hdl.handle.net/10173/1975 Rights Text version author Kochi, JAPAN http://kutarr.lib.kochi-tech.ac.jp/dspa

More information

0401489‐工芸‐医用画像22‐1/12[論文]柳田

0401489‐工芸‐医用画像22‐1/12[論文]柳田 364-8501 6-100 321-3292 20-2 XR 277-0804 2-1 2004 10 3 2004 12 6 Effectiveness of Mobile Flat Panel Detector system Satoshi YANAGITA, Masako HITACHI, Tomoyuki SAKURAI, Yoshihiro SUZAKI, Takashi OGURA Eiji

More information

25 Removal of the fricative sounds that occur in the electronic stethoscope

25 Removal of the fricative sounds that occur in the electronic stethoscope 25 Removal of the fricative sounds that occur in the electronic stethoscope 1140311 2014 3 7 ,.,.,.,.,.,.,.,,.,.,.,.,,. i Abstract Removal of the fricative sounds that occur in the electronic stethoscope

More information

100 SDAM SDAM Windows2000/XP 4) SDAM TIN ESDA K G G GWR SDAM GUI

100 SDAM SDAM Windows2000/XP 4) SDAM TIN ESDA K G G GWR SDAM GUI 30 99 112 2006 SDAM SDAM SDAM SDAM 1950 1960 1970 SPSS SAS Microsoft Excel ArcView GIS 2002 ArcExplorer 1) MANDARA 2) GIS 2000 TNTLite 3) GIS 100 SDAM SDAM Windows2000/XP 4) SDAM TIN ESDA K G G GWR SDAM

More information

7_matsumoto.indd

7_matsumoto.indd Gengo Kenkyu 142: 143 154 2012 要 旨 2009 native speaker 1960 1970 80 1990 1960 1970 80 1990 * キーワード 1. 2009 ¹ * ¹ 144 2. 1960 1952 145 1 S 1950 1960 1959 1965 2 6 1947 5 1948 4 1949 3000 3 2000 146 3 4

More information

..,,,, , ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i

..,,,, , ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i 25 Feature Selection for Prediction of Stock Price Time Series 1140357 2014 2 28 ..,,,,. 2013 1 1 12 31, ( ) 3.,., 3.,., 500, 233.,, 3,,.,, i Abstract Feature Selection for Prediction of Stock Price Time

More information

3_23.dvi

3_23.dvi Vol. 52 No. 3 1234 1244 (Mar. 2011) 1 1 mixi 1 Casual Scheduling Management and Shared System Using Avatar Takashi Yoshino 1 and Takayuki Yamano 1 Conventional scheduling management and shared systems

More information

Validation of a Food Frequency Questionnaire Based on Food Groups for Estimating Individual Nutrient Intake Keiko Takahashi *', Yukio Yoshimura *', Ta

Validation of a Food Frequency Questionnaire Based on Food Groups for Estimating Individual Nutrient Intake Keiko Takahashi *', Yukio Yoshimura *', Ta Validation of a Food Frequency Questionnaire Based on Food Groups for Estimating Individual Nutrient Intake Keiko Takahashi *', Yukio Yoshimura *', Tae Kaimoto *', Daisuke Kunii *', Tatsushi Komatsu *2

More information

2 2 1 2 1 2 1 2 2 Web Web Web Web 1 1,,,,,, Web, Web - i -

2 2 1 2 1 2 1 2 2 Web Web Web Web 1 1,,,,,, Web, Web - i - 2015 Future University Hakodate 2015 System Information Science Practice Group Report Project Name Improvement of Environment for Learning Mathematics at FUN C (PR ) Group Name GroupC (PR) /Project No.

More information

PC PDA SMTP/POP3 1 POP3 SMTP MUA MUA MUA i

PC PDA SMTP/POP3 1 POP3 SMTP MUA MUA MUA i 21 The private mailers synchronization operation for plural terminals 1125083 2010 3 1 PC PDA SMTP/POP3 1 POP3 SMTP MUA MUA MUA i Abstract The private mailers synchronization operation for plural terminals

More information

Microsoft Word - mitomi_v06.doc

Microsoft Word - mitomi_v06.doc MSS mitomi@edm.bosai.go.jp matsuoka@edm.bosai.go.jp yamazaki@edm.bosai.go.jp taniguchi@manage.nitech.ac.jp 1 MSS MSS 2 2 1 m MSS CCT CCT Fig.1 CCT b02-b0 b0-b0b-b b-b1 CCT Landsat/TM MSS S/N 21x21 21x21

More information

根の研究 第22巻 第1号

根の研究 第22巻 第1号 Root Research 22 1 9 17 2013 オピニオン 根系の形態を 見る 森田茂紀 * 関谷信人 阿部淳東京大学大学院農学生命科学研究科 要旨 キーワード Grasping root system morphology: Shigenori MORITA*, Nobuhito SEKIYA, and Jun ABE (Graduate School of Agricultural and

More information

1. Precise Determination of BaAl2O4 Cell and Certification of the Formation of Iron Bearing Solid Solution. By Hiroshi UCHIKAWA and Koichi TSUKIYAMA (

1. Precise Determination of BaAl2O4 Cell and Certification of the Formation of Iron Bearing Solid Solution. By Hiroshi UCHIKAWA and Koichi TSUKIYAMA ( 1. Precise Determination of BaAl2O4 Cell and Certification of the Formation of Iron Bearing Solid Solution. By Hiroshi UCHIKAWA and Koichi TSUKIYAMA (Central Research Laboratory, Onoda Cement Co., Ltd.,

More information

304 Nippon Shokuhin Kagaku Kogaku Kaishi Vol. /., No.0, -*. -*3 (,**1) 58 * ** *** : * : ** *** Development of Sorting System Based on Potato Starch C

304 Nippon Shokuhin Kagaku Kogaku Kaishi Vol. /., No.0, -*. -*3 (,**1) 58 * ** *** : * : ** *** Development of Sorting System Based on Potato Starch C 304 Nippon Shokuhin Kagaku Kogaku Kaishi Vol. /., No.0, -*. -*3 (,**1) 58 * ** *** : * : ** *** Development of Sorting System Based on Potato Starch Content Using Visible and Near-Infrared Spectroscopy

More information

IPSJ SIG Technical Report Vol.2010-CVIM-170 No /1/ Visual Recognition of Wire Harnesses for Automated Wiring Masaki Yoneda, 1 Ta

IPSJ SIG Technical Report Vol.2010-CVIM-170 No /1/ Visual Recognition of Wire Harnesses for Automated Wiring Masaki Yoneda, 1 Ta 1 1 1 1 2 1. Visual Recognition of Wire Harnesses for Automated Wiring Masaki Yoneda, 1 Takayuki Okatani 1 and Koichiro Deguchi 1 This paper presents a method for recognizing the pose of a wire harness

More information

LAGUNA LAGUNA 8 p Saline wedge at River Gonokawa, Shimane Pref., Japan Saline water intrusion at estuary r

LAGUNA LAGUNA 8 p Saline wedge at River Gonokawa, Shimane Pref., Japan Saline water intrusion at estuary r LAGUNA8 67 78 2001 3 LAGUNA 8 p.67 78 2001 1 1 2 3 4 5 6 7 8 Saline wedge at River Gonokawa, Shimane Pref., Japan Saline water intrusion at estuary river and its relation to the underground water Observation

More information

Vol.55 No (Jan. 2014) saccess 6 saccess 7 saccess 2. [3] p.33 * B (A) (B) (C) (D) (E) (F) *1 [3], [4] Web PDF a m

Vol.55 No (Jan. 2014) saccess 6 saccess 7 saccess 2. [3] p.33 * B (A) (B) (C) (D) (E) (F) *1 [3], [4] Web PDF   a m Vol.55 No.1 2 15 (Jan. 2014) 1,a) 2,3,b) 4,3,c) 3,d) 2013 3 18, 2013 10 9 saccess 1 1 saccess saccess Design and Implementation of an Online Tool for Database Education Hiroyuki Nagataki 1,a) Yoshiaki

More information

01津行篤士ほか.indd

01津行篤士ほか.indd Biosphere Sci. 55 1-6 (2016) 耳石 Sr:Ca 比によって推定した利根川産大型ヤマメの回遊履歴 1) 2) 3) 1) * 1) 739 8528 1-4-4 2) 375-0011 3) 371-0036 13 要旨 8 Sr:Ca 3 5 4 243km キーワード : Sr:Ca 緒 言 Oncorhynchus masou masou 1980 2014 4 2014

More information

Lite 2 45 ECHONET Lite ECHONET Lite [2], [3], [4], [5], [6], [7] IoT WoT Web [8] HEMS [9] ECHONET Lite ECHONET Lite ECHONET Lite ECHONET Lite ECHONET

Lite 2 45 ECHONET Lite ECHONET Lite [2], [3], [4], [5], [6], [7] IoT WoT Web [8] HEMS [9] ECHONET Lite ECHONET Lite ECHONET Lite ECHONET Lite ECHONET ECHONET Lite,a),b),c) 2,d) 2,e) 2,f),g),2,h) IoT WoT Web 20 2 6 HEMS ECHONET Lite ECHONET Lite 4 ECHONET Lite ECHONET Lite Arduino Raspberry Pi JavaScript Ruby HEMS,,,, ECHONET Lite Development of Educational

More information

Modal Phrase MP because but 2 IP Inflection Phrase IP as long as if IP 3 VP Verb Phrase VP while before [ MP MP [ IP IP [ VP VP ]]] [ MP [ IP [ VP ]]]

Modal Phrase MP because but 2 IP Inflection Phrase IP as long as if IP 3 VP Verb Phrase VP while before [ MP MP [ IP IP [ VP VP ]]] [ MP [ IP [ VP ]]] 30 4 2016 3 pp.195-209. 2014 N=23 (S)AdvOV (S)OAdvV 2 N=17 (S)OAdvV 2014 3, 2008 Koizumi 1993 3 MP IP VP 1 MP 2006 2002 195 Modal Phrase MP because but 2 IP Inflection Phrase IP as long as if IP 3 VP Verb

More information

2

2 2011 8 6 2011 5 7 [1] 1 2 i ii iii i 3 [2] 4 5 ii 6 7 iii 8 [3] 9 10 11 cf. Abstracts in English In terms of democracy, the patience and the kindness Tohoku people have shown will be dealt with as an exception.

More information