Development of an UWB Rescue Radar System - Detection of Survivors Using Fuzzy Reasoning -

Size: px
Start display at page:

Download "Development of an UWB Rescue Radar System - Detection of Survivors Using Fuzzy Reasoning -"

Transcription

1 Development of an UWB Rescue Radar System - Detecton of Survvors Usng Fuzzy Reasonng - Iwak Akyama Shonan Insttute of Technology Fujsawa Japan akyama@wak.org Masatosh Enokto Shonan Insttute of Technology Fujsawa Japan masa-420@akyama.elec.shonant.ac.jp Akhsa Ohya Graduate School of Systems and Informaton Engneerng, Unversty of Tsukuba Tsukuba Japan ohya@cs.tsukuba.ac.jp Abstract We are engaged n the development of an ultra-wdeband (UWB) rescue radar system for accurately and promptly rescung survvors bured under collapsed houses n cases of dsaster. Snce reflected waves from rubble and those from survvors are mxed n the sgnals receved, t s necessary to separate the two to extract the necessary sgnals. In ths study, fuzzy reasonng s used to classfy the receved sgnals nto the followng three classes: components of reflected waves from survvors, those from statc objects such as rubble, and components manly consttuted of other nose. In order to examne the target-sensng capablty of a radar system ncorporatng ths approach, we carred out experments wth a rubble model targetng subjects. Consequently, the actual poston of the subject matched the poston where the grade for the survvor class peaked, whle the grades for the other classes took small values. Keywords: rubble, tme fluctuaton. 1 Introducton We are engaged n the development of an ultra-wdeband (UWB) rescue radar system for accurately and promptly rescung survvors bured under collapsed houses n cases of dsaster[1]. CW radar systems for searchng human vctms were reported[2]. The radar system now under development s desgned to repeatedly transmt wdeband pulsed waves n frequency ranges from 3 GHz to 6 GHz nto collapsed houses and for searchng for survvors n need of help usng recepton of reflected waves. Snce reflected waves from rubble and those from survvors are mxed n the sgnals receved, t s necessary to separate the two to extract the necessary sgnals. In ths study, fuzzy reasonng s used to classfy the receved sgnals nto the followng three classes: components of reflected waves from survvors n need of help, those from statc objects such as rubble, etc., and components manly consttuted of other nose. The radar system transmts and receves pulses for approxmately 1 mnute, and can store receved sgnals n chronologcal order. Thus, the same delay tmes of the receved sgnals, that s, temporal varatons n reflected components from any object located at a certan dstance from the antenna, are used. Ths study utlzes, as fuzzy parameters, the followng three statstcs values for temporal varatons: mean value, standard devaton and average frequency obtaned from the spectrum. The membershp functons for these three parameters were defned and the grades for each class were deduced. For ths approach, whch we have already proposed for the dfferent applcaton[3], t was decded that the dstrbuton of grades for the three classes n range drectons would be dsplayed wthout makng a fnal classfcaton. Ths s because t was assumed that n a real stuaton n whch a survvor s sought, an overall decson would be made not only based on the radar system results but on other nformaton as well. In order to examne the target-sensng capablty of a radar system ncorporatng ths approach, we carred out experments wth a rubble model targetng subjects. Frst, wth plywood placed about 1 meter n front of an antenna, one subject stood about 1 meter behnd the board. Then, another subject stood further behnd the frst. We carred out experments by

2 settng the dstance between the two subjects at 1 m n one experment and 3 m n another experment. Then, an antenna was placed about 1 meter above a subject lyng face up, and waves were transmtted down and receved back. Further, we placed concrete blocks between the antenna and the subject, and checked that the waves transmtted through the rubble, reflected off the subject, and could be receved back We appled our approach to the tme-seres sgnals for one mnute that were obtaned from these experments, and calculated the grades for the three classes. Consequently, the actual poston of the subject matched the poston where the grade for the survvor class peaked, whle the grades for the other classes took small values. ths equpment. Both the transmtter and recever were connected to a personal computer through an Ethernet cable, so the personal computer could control wave transmsson and recepton. Table 1 lsts the specfcatons of the EVK system. 2 UWB Rescue Radar System As llustrated n Fgure 1, the UWB (ultrawdeband) radar system used n ths study repeatedly transmts nto and receves UWB pulses from rubble, searchng for a survvor who s present behnd or below t. radar equpment Fgure 1: The Basc prncple of the searchng for survvors usng UWB rescue radar system Personal Computer HUB PulsON 200 EVK transmtter PulsON 200 EVK recever Fgure 2: Block dagram of the expermental UWB rescue radar system Fgure 2 s a block dagram of the system that we prototyped n ths study. As a transmtter/ recever, we adopted the PulsON 200 EVK system of Tme Doman Corporaton n the Unted States[4]. We nstalled a horn antenna to Fgure 3: Horn antenna. Table 1: Specfcatons of PulsON 200 EVK Sze Weght Center frequency Bandwdth Pulse repetton frequency Power consumpton Supply voltage Approx cm Approx. 750g Approx. 4.7 GHz Approx 3.2GHz Approx. 9.6MHz Transmsson: 12.2 W Recepton: 11.9 W 7.5 VCD Images were generated by performng envelope detecton on receved sgnals and brghtness modulaton on ampltude, wth dstance beng set n the horzontal drecton and the passage of tme n the vertcal drecton. These mages are called M-mode mages. In such M-mode mages, snce the waves reflected from statc objects do not fluctuate, they are represented as parallel lnes, whle movng objects are seen as non-parallel lne patterns. However, n M-mode mages, f the sgnals receved have strong reflecton components from a statc object, fantly fluctuatng components cannot be observed. Thus, n order to remove any reflecton components due to

3 statc objects, the Mˆ (t), calculated wth the followng expresson, s dsplayed as an mage [1]. Mˆ (t) r (t) 1 N N r k k= 1 (t) (1) where s the number of pulse recurrences, t s the tme of the receved sgnal, and r (t) s the envelope of the -th (ordnal number) receved pulse wave. 3 Detecton wth the Ad of Fuzzy Reasonng of Reflecton Components from a Survvor In order to detect a survvor n need of help usng a radar system, the authors have nvented an approach usng fuzzy reasonng to detect reflecton components from survvors. Frst, the receved sgnals are dvded nto the followng classes: reflecton components from survvors n need of help (S), reflecton components from statc objects such as rubble (R), and reflecton components nvolvng temporal varatons n whch nose (N) s domnant. The characterstcs of the survvors class are some degree of recepton ntensty, large temporal varatons, and, n partcular, strong perodcty. Those of the rubble class are hgh ntensty and domnant slow fluctuatng components. Those of the nose class are low ntensty and temporal fluctuatons, but no observaton of perodcty. The followng three parameters are used to quantfy the characterstcs of each class: the average value (V m ) of temporal fluctuatons for one mnute at the receved voltage, standard devaton (V SD ), and the average frequency (f m ) obtaned from the spectrum of temporal fluctuatons. Fgure 4 shows the membershp functons for the fuzzy parameters for calculatng the grades for each class: Fgure 4: Membershp functons for the three fuzzy parameters; average value, Standard devaton, and average frequency. From the grades for each class as calculated by the membershp functons shown n Fgure 4, the correspondng mnmum value shall be the grade for that class. 4 Rubble Model Experment We construct a rubble model faclty to represent a collapsed wooden house. In ths rubble model experment, we carred out a lateral search experment and a lower search experment. Fgure 5 s a conceptual dagram of these experments. Lateral search experment Lower search experment Fgure 5 Conceptual dagram of rubble model experment 4.1 Lateral Search Experment In the experment, UWB pulses were transmtted and receved by an antenna facng the front of a pece of plywood. We placed the plywood at a poston about 1 meter from the antenna. In addton to one subject standng about 1 meter behnd the plywood, another subject stood further back at a poston dagonal to the frst subject. The dstance between the two subjects was set to 1 meter n one nstance as shown n Fgures 6 and 3 meters n another nstance as shown n Fgures 6. Fgure 7 shows the measurements for the sgnals receved n the cases of Fgures 6 and.

4 A dstance of 1 meter between the two persons A dstance of 3 meters between the two persons Fgure 7 Receved Sgnals A dstance of 3 meters between the two persons Fgure 6 Lateral search experment. M-mode mages. Mˆ (t) mages. A dstance of 1 meter between the two persons Fgure 8: M-mode mage and Mˆ (t) mage when the dstance between the two subjects was 1 meter. The dstance s expressed along the horzontal drecton, and the elapsed tme of repeated pulse transmsson s expressed along the vertcal drecton.

5 Fgures 8 and 9 show M-mode mages and Mˆ (t) mages obtaned through envelope detecton of receved sgnals that were measured for one mnute at 2-second ntervals. In the M- mode mages, reflectons from the plywood were strong and expressed as vertcal parallel lnes. To the left of those lnes, we can see temporal fluctuatons correspondng to the subjects. Although we can observe the temporal fluctuatons of the subject standng n the back n the Mˆ (t) mage of Fgure 8, n Fgure 9 we cannot detect the back subject when standng 3 meters behnd the front subject. meter case and the 3-meter case, respectvely. As shown n the dstrbuton of V SD (Fgure 10 and Fgure 11 ), although we can see a peak at the poston where the subject was standng, there s also a peak at the locaton of the plywood, whch shows that complete separaton from statc objects has not yet been realzed. Arrows n Fgure 10 and Fgure 11 ndcate the poston of the plywood. Then, Fgures 12 and 13 show the determnatons of the grades for the classes as obtaned usng the membershp functons: s the dstrbuton of the grades for survvors, the dstrbuton of the grades for rubble, and the dstrbuton of the grades for nose. The dstrbuton of the mnmum values of the grades obtaned from the dstrbutons of, and are shown by (d) and thus represent the fnal grades for the three classes. M-mode mages Fgure 10: Dstrbuton of Fuzzy Parameters: In the 1-meter Case. s V m,, V SD, and f m. Mˆ (t) mages Fgure 9 M-mode mage and Mˆ (t) mage when the dstance between the two subjects was 3 meters. The dstance s expressed along the horzontal drecton, and the elapsed tme of repeated pulse transmsson s expressed along the vertcal drecton. Fgures 10 and 11 show the dstrbutons of the fuzzy parameters V m, V SD, and f m n the 1- Fgure 11: Dstrbuton of fuzzy Parameters: In the 3-meter Case. s V m,, V SD, and f m.

6 Fgure 12: Dstrbuton of grades for each class as determned by the membershp functons n the 1-meter case. s for survvors, for rubble, and for nose. V m s expressed as sold lne, V SD as dotted lne, and f m as dash-dot lne. (d) s the dstrbuton of the mnmum values obtaned from the each dstrbutons of grades. The dstrbuton of grades for survvors s expressed as dash-dot lne, for rubbles as dotted lne, and for nose as sold lne. (d) (d) poston as shown by arrows. In contrast, the grades for the other classes are small. Ths shows that t s most lkely that one survvor each exsts at the 2-meter poston and the 3- meter poston, whch matches the postons where the subjects were actually standng. As shown n Fgure 13 (d), we notce that n the survvor grade, there are peaks at the 3-meter poston, 4-meter poston and 5-meter poston, n addton to the 2-meter poston. However, at the 3-meter and 4-meter postons, the nose grade s also hgh, whch shows that t s most lkely that survvors are present at the 2-meter and 5-meter postons as shown by arrows, matchng the postons where subjects were actually standng. 4.2 Lower Search Experment We conducted a lower search experment assumng the case of a person bured under a collapsed house. We nstalled an antenna unt downward, wth a subject lyng underneath. Fgure 14 s a photograph showng how the experment was conducted. Fgure 15 shows M-mode mages and Mˆ ( t) mages. There were strong reflectons from the block and we were unable to observe reflectons from the subject who was beneath t. Fgure 16 shows the dstrbutons of the fuzzy parameters. Lookng at the dstrbuton for V SD, we cannot fnd a clear peak attrbutable to the subject because reflectons from the block are so strong. Fgure 13: Dstrbuton of grades for each class as determned by the membershp functons n the 3-meter case. s for survvors, for rubble, for nose. V m s expressed as sold lne, V SD as dotted lne, and f m as dash-dot lne. (d) s the dstrbuton of the mnmum values obtaned from the each dstrbutons of grades. The dstrbuton of grades for survvors s expressed as dash-dot lne, for rubbles as dotted lne, and for nose as sold lne As shown n Fgure 12 (d), we notce that n the grade for survvors n need help, peaks can be seen at the 2-meter poston and the 3-meter Fgure 14: Lower Search Experment Fgures 17, and show the grades for each class, and Fgure 17 (d) s the plot of the mnmum values of the grades. Fgure 17 (d) shows that n the survvor grade, there s a peak

7 at the 1.5-meter poston as shown by an arrow. Ths poston matches the actual poston of the subject. (d) Fgure 17: Dstrbuton of grades for each class as determned by the membershp functons. s for survvors, for rubble, for nose. V m s expressed as sold lne, V SD as dotted lne, and f m as dash-dot lne. (d) s the dstrbuton of the mnmum values obtaned from the each dstrbutons of grades. The dstrbuton of grades for survvors s expressed as dash-dot lne, for rubbles as dotted lne, and for nose as sold lne. Fgure 15: M-Mode Image and ˆ ( t) mage. M Fgure 16: Dstrbuton of fuzzy parameters. s V m,, V SD, and f m. Fgures 18 to 20 show the results for the case n whch the subject took a deep breath n the experment shown n Fgure 14. Fgure 18 shows the M-mode mage and Mˆ ( t) mage. Fgure 18: M-Mode Image and Mˆ ( t) Image.

8 Fgure 19: Dstrbuton of fuzzy parameters. s V m,, V SD, and f m. (d) 5 Concluson Wth the ad of receved sgnals usng the fuzzy reasonng of a UWB rescue radar system, we establshed an approach to separate reflecton components of rubble and other obstructons and extracted the reflecton components of persons posng as survvors. Usng ths approach, we conducted rubble model experments and examned the target-sensng capablty of the radar system. As a result, we were able to successfully dstngush a subject standng 1 meter behnd plywood and another subject standng 3 meters as well as 1 meter behnd the frst subject. When we appled ths approach n condtons n whch a subject lyng on hs back was breathng quetly as well as breathng deeply, we succeeded to detect the poston of the subject. Acknowledgements We conducted part of ths study wth assstance from the Specal Project for Earthquake Dsaster Mtgaton n Urban Areas of the Mnstry of Educaton, Culture, Sports, Scence and Technology. References Fgure 20: Dstrbutons of Grades for Each Class. s for survvors, for rubble, for nose. V m s expressed as sold lne, V SD as dotted lne, and f m as dash-dot lne. (d) s the dstrbuton of the mnmum values obtaned from the each dstrbutons of grades. The dstrbuton of grades for survvors s expressed as dash-dot lne, for rubbles as dotted lne, and for nose as sold lne. Fgure 19 shows the dstrbutons of the fuzzy parameters, and Fgure 20 shows the dstrbutons of the grades for each class. In the Mˆ ( t) mage of Fgure 18, we can see temporal fluctuatons at the poston where the subject was lyng. Among the fuzzy parameters shown n Fgure 19, the V SD value s hgh. As shown n Fgure 20, we see a peak grade value for the survvor class at about the 1-meter poston as shown by an arrow. Ths poston matches the actual poston of the subject. [1] I. Akyama, Y. Arak, M. Isozak, M. Ohk, A. Ohya (2004): UWB Radar System Sensng of Human Beng Bured n Rubbles for Earthquake Dsaster, Abstract of EUROEM2004, , July [2] K-M.Chen, Y.Huang, J. Zhang and A.Norman: Mcrowave lfe-detecton systems for searchng human subjects under earthquake rubble or behnd barrer, IEEE Trans. on Bomedcal Engneerng, Vol.27, No.1, , [3] I.Akyama, Y.Kawahara, G.Ohash, K.Omoto, K.Itoh, X.Cheng, and A.Ohya (2000) Dagnostc system for screenng of breast cancer usng the most traned neural network and partally traned neural network, Proceedngs of the conference IPMU'2000, volume 1, pages 13-18, Madrd, Span July [4] P200EVK.pdf

Research of Dispatching Method in Elevator Group Control System Based on Fuzzy Neural Network. Yufeng Dai a, Yun Du b

Research of Dispatching Method in Elevator Group Control System Based on Fuzzy Neural Network. Yufeng Dai a, Yun Du b 2nd Internatonal Conference on Computer Engneerng, Informaton Scence & Applcaton Technology (ICCIA 207) Research of Dspatchng Method n Elevator Group Control System Based on Fuzzy Neural Network Yufeng

More information

Phasor Representation of Sinusoidal Signals

Phasor Representation of Sinusoidal Signals Phasor Representaton of Snusodal Sgnals COSC 44: Dgtal Communcatons Instructor: Dr. Amr Asf Department of Computer Scence and Engneerng York Unversty Handout # 6: Bandpass odulaton Usng Euler dentty e

More information

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation

Rejection of PSK Interference in DS-SS/PSK System Using Adaptive Transversal Filter with Conditional Response Recalculation SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol., No., November 23, 3-9 Rejecton of PSK Interference n DS-SS/PSK System Usng Adaptve Transversal Flter wth Condtonal Response Recalculaton Zorca Nkolć, Bojan

More information

Calculation of the received voltage due to the radiation from multiple co-frequency sources

Calculation of the received voltage due to the radiation from multiple co-frequency sources Rec. ITU-R SM.1271-0 1 RECOMMENDATION ITU-R SM.1271-0 * EFFICIENT SPECTRUM UTILIZATION USING PROBABILISTIC METHODS Rec. ITU-R SM.1271 (1997) The ITU Radocommuncaton Assembly, consderng a) that communcatons

More information

Control Chart. Control Chart - history. Process in control. Developed in 1920 s. By Dr. Walter A. Shewhart

Control Chart. Control Chart - history. Process in control. Developed in 1920 s. By Dr. Walter A. Shewhart Control Chart - hstory Control Chart Developed n 920 s By Dr. Walter A. Shewhart 2 Process n control A phenomenon s sad to be controlled when, through the use of past experence, we can predct, at least

More information

MASTER TIMING AND TOF MODULE-

MASTER TIMING AND TOF MODULE- MASTER TMNG AND TOF MODULE- G. Mazaher Stanford Lnear Accelerator Center, Stanford Unversty, Stanford, CA 9409 USA SLAC-PUB-66 November 99 (/E) Abstract n conjuncton wth the development of a Beam Sze Montor

More information

DETERMINATION OF WIND SPEED PROFILE PARAMETERS IN THE SURFACE LAYER USING A MINI-SODAR

DETERMINATION OF WIND SPEED PROFILE PARAMETERS IN THE SURFACE LAYER USING A MINI-SODAR DETERMINATION OF WIND SPEED PROFILE PARAMETERS IN THE SURFACE LAYER USING A MINI-SODAR A. Coppalle, M. Talbaut and F. Corbn UMR 6614 CORIA, Sant Etenne du Rouvray, France INTRODUCTION Recent mprovements

More information

antenna antenna (4.139)

antenna antenna (4.139) .6.6 The Lmts of Usable Input Levels for LNAs The sgnal voltage level delvered to the nput of an LNA from the antenna may vary n a very wde nterval, from very weak sgnals comparable to the nose level,

More information

Learning Ensembles of Convolutional Neural Networks

Learning Ensembles of Convolutional Neural Networks Learnng Ensembles of Convolutonal Neural Networks Lran Chen The Unversty of Chcago Faculty Mentor: Greg Shakhnarovch Toyota Technologcal Insttute at Chcago 1 Introducton Convolutonal Neural Networks (CNN)

More information

Th P5 13 Elastic Envelope Inversion SUMMARY. J.R. Luo* (Xi'an Jiaotong University), R.S. Wu (UC Santa Cruz) & J.H. Gao (Xi'an Jiaotong University)

Th P5 13 Elastic Envelope Inversion SUMMARY. J.R. Luo* (Xi'an Jiaotong University), R.S. Wu (UC Santa Cruz) & J.H. Gao (Xi'an Jiaotong University) -4 June 5 IFEMA Madrd h P5 3 Elastc Envelope Inverson J.R. Luo* (X'an Jaotong Unversty), R.S. Wu (UC Santa Cruz) & J.H. Gao (X'an Jaotong Unversty) SUMMARY We developed the elastc envelope nverson method.

More information

Research on Peak-detection Algorithm for High-precision Demodulation System of Fiber Bragg Grating

Research on Peak-detection Algorithm for High-precision Demodulation System of Fiber Bragg Grating , pp. 337-344 http://dx.do.org/10.1457/jht.014.7.6.9 Research on Peak-detecton Algorthm for Hgh-precson Demodulaton System of Fber ragg Gratng Peng Wang 1, *, Xu Han 1, Smn Guan 1, Hong Zhao and Mngle

More information

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION

NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION NOVEL ITERATIVE TECHNIQUES FOR RADAR TARGET DISCRIMINATION Phaneendra R.Venkata, Nathan A. Goodman Department of Electrcal and Computer Engneerng, Unversty of Arzona, 30 E. Speedway Blvd, Tucson, Arzona

More information

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel

To: Professor Avitabile Date: February 4, 2003 From: Mechanical Student Subject: Experiment #1 Numerical Methods Using Excel To: Professor Avtable Date: February 4, 3 From: Mechancal Student Subject:.3 Experment # Numercal Methods Usng Excel Introducton Mcrosoft Excel s a spreadsheet program that can be used for data analyss,

More information

A Novel UWB Imaging System Setup for Computer- Aided Breast Cancer Diagnosis

A Novel UWB Imaging System Setup for Computer- Aided Breast Cancer Diagnosis A Novel UWB Imagng System Setup for Computer- Aded Breast Cancer Dagnoss Xang He, Ja L, Chenxng Wu Electrcal and Computer Engneerng Oakland Unversty, OU Rochester, I 48309, U.S.A xhe2@oakland.edu, l4@oakland.edu,

More information

Space Time Equalization-space time codes System Model for STCM

Space Time Equalization-space time codes System Model for STCM Space Tme Eualzaton-space tme codes System Model for STCM The system under consderaton conssts of ST encoder, fadng channel model wth AWGN, two transmt antennas, one receve antenna, Vterb eualzer wth deal

More information

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate

Comparative Analysis of Reuse 1 and 3 in Cellular Network Based On SIR Distribution and Rate Comparatve Analyss of Reuse and 3 n ular Network Based On IR Dstrbuton and Rate Chandra Thapa M.Tech. II, DEC V College of Engneerng & Technology R.V.. Nagar, Chttoor-5727, A.P. Inda Emal: chandra2thapa@gmal.com

More information

Evaluate the Effective of Annular Aperture on the OTF for Fractal Optical Modulator

Evaluate the Effective of Annular Aperture on the OTF for Fractal Optical Modulator Global Advanced Research Journal of Management and Busness Studes (ISSN: 2315-5086) Vol. 4(3) pp. 082-086, March, 2015 Avalable onlne http://garj.org/garjmbs/ndex.htm Copyrght 2015 Global Advanced Research

More information

High Speed ADC Sampling Transients

High Speed ADC Sampling Transients Hgh Speed ADC Samplng Transents Doug Stuetzle Hgh speed analog to dgtal converters (ADCs) are, at the analog sgnal nterface, track and hold devces. As such, they nclude samplng capactors and samplng swtches.

More information

The Performance Improvement of BASK System for Giga-Bit MODEM Using the Fuzzy System

The Performance Improvement of BASK System for Giga-Bit MODEM Using the Fuzzy System Int. J. Communcatons, Network and System Scences, 10, 3, 1-5 do:10.36/jcns.10.358 Publshed Onlne May 10 (http://www.scrp.org/journal/jcns/) The Performance Improvement of BASK System for Gga-Bt MODEM Usng

More information

熊本大学学術リポジトリ. Kumamoto University Repositor

熊本大学学術リポジトリ. Kumamoto University Repositor 熊本大学学術リポジトリ Kumamoto Unversty Repostor Ttle Wreless LAN Based Indoor Poston and Its Smulaton Author(s) Ktasuka, Teruak; Nakansh, Tsune CtatonIEEE Pacfc RIM Conference on Comm Computers, and Sgnal Processng

More information

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht

PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION. Evgeny Artyomov and Orly Yadid-Pecht 68 Internatonal Journal "Informaton Theores & Applcatons" Vol.11 PRACTICAL, COMPUTATION EFFICIENT HIGH-ORDER NEURAL NETWORK FOR ROTATION AND SHIFT INVARIANT PATTERN RECOGNITION Evgeny Artyomov and Orly

More information

A Preliminary Study on Targets Association Algorithm of Radar and AIS Using BP Neural Network

A Preliminary Study on Targets Association Algorithm of Radar and AIS Using BP Neural Network Avalable onlne at www.scencedrect.com Proceda Engneerng 5 (2 44 445 A Prelmnary Study on Targets Assocaton Algorthm of Radar and AIS Usng BP Neural Networ Hu Xaoru a, Ln Changchuan a a Navgaton Insttute

More information

ANNUAL OF NAVIGATION 11/2006

ANNUAL OF NAVIGATION 11/2006 ANNUAL OF NAVIGATION 11/2006 TOMASZ PRACZYK Naval Unversty of Gdyna A FEEDFORWARD LINEAR NEURAL NETWORK WITH HEBBA SELFORGANIZATION IN RADAR IMAGE COMPRESSION ABSTRACT The artcle presents the applcaton

More information

RECOMMENDATION ITU-R P Multipath propagation and parameterization of its characteristics

RECOMMENDATION ITU-R P Multipath propagation and parameterization of its characteristics Rec. ITU-R P.47-3 RECOMMEDATIO ITU-R P.47-3 Multpath propagaton and parameterzaton of ts characterstcs (Queston ITU-R 3/3) (999-3-5-7) Scope Recommendaton ITU-R P.47 descrbes the nature of multpath propagaton

More information

A Comparison of Two Equivalent Real Formulations for Complex-Valued Linear Systems Part 2: Results

A Comparison of Two Equivalent Real Formulations for Complex-Valued Linear Systems Part 2: Results AMERICAN JOURNAL OF UNDERGRADUATE RESEARCH VOL. 1 NO. () A Comparson of Two Equvalent Real Formulatons for Complex-Valued Lnear Systems Part : Results Abnta Munankarmy and Mchael A. Heroux Department of

More information

Network Application Engineering Laboratories Ltd., Japan

Network Application Engineering Laboratories Ltd., Japan A Study of Pedestran Observaton System wth Ultrasonc Dstance Sensor Shohe MINOMI, Hrosh YAMAMOTO, Katsuch NAKAMURA, Katsuyuk YAMAZAKI Nagaoka Unversty of Technology, Japan e-mal:mnom@stn.nagaokaut.ac.jp

More information

Passive Filters. References: Barbow (pp ), Hayes & Horowitz (pp 32-60), Rizzoni (Chap. 6)

Passive Filters. References: Barbow (pp ), Hayes & Horowitz (pp 32-60), Rizzoni (Chap. 6) Passve Flters eferences: Barbow (pp 6575), Hayes & Horowtz (pp 360), zzon (Chap. 6) Frequencyselectve or flter crcuts pass to the output only those nput sgnals that are n a desred range of frequences (called

More information

A High-Sensitivity Oversampling Digital Signal Detection Technique for CMOS Image Sensors Using Non-destructive Intermediate High-Speed Readout Mode

A High-Sensitivity Oversampling Digital Signal Detection Technique for CMOS Image Sensors Using Non-destructive Intermediate High-Speed Readout Mode A Hgh-Senstvty Oversamplng Dgtal Sgnal Detecton Technque for CMOS Image Sensors Usng Non-destructve Intermedate Hgh-Speed Readout Mode Shoj Kawahto*, Nobuhro Kawa** and Yoshak Tadokoro** *Research Insttute

More information

Performance Testing of the Rockwell PLGR+ 96 P/Y Code GPS receiver

Performance Testing of the Rockwell PLGR+ 96 P/Y Code GPS receiver Performance Testng of the Rockwell PLGR+ 96 P/Y Code GPS recever By Santago Mancebo and Ken Chamberlan Introducton: The Rockwell PLGR (Precson Lghtweght GPS Recever) + 96 s a Precse Postonng Servce P/Y

More information

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University

Dynamic Optimization. Assignment 1. Sasanka Nagavalli January 29, 2013 Robotics Institute Carnegie Mellon University Dynamc Optmzaton Assgnment 1 Sasanka Nagavall snagaval@andrew.cmu.edu 16-745 January 29, 213 Robotcs Insttute Carnege Mellon Unversty Table of Contents 1. Problem and Approach... 1 2. Optmzaton wthout

More information

RC Filters TEP Related Topics Principle Equipment

RC Filters TEP Related Topics Principle Equipment RC Flters TEP Related Topcs Hgh-pass, low-pass, Wen-Robnson brdge, parallel-t flters, dfferentatng network, ntegratng network, step response, square wave, transfer functon. Prncple Resstor-Capactor (RC)

More information

POLYTECHNIC UNIVERSITY Electrical Engineering Department. EE SOPHOMORE LABORATORY Experiment 1 Laboratory Energy Sources

POLYTECHNIC UNIVERSITY Electrical Engineering Department. EE SOPHOMORE LABORATORY Experiment 1 Laboratory Energy Sources POLYTECHNIC UNIERSITY Electrcal Engneerng Department EE SOPHOMORE LABORATORY Experment 1 Laboratory Energy Sources Modfed for Physcs 18, Brooklyn College I. Oerew of the Experment Ths experment has three

More information

Beam quality measurements with Shack-Hartmann wavefront sensor and M2-sensor: comparison of two methods

Beam quality measurements with Shack-Hartmann wavefront sensor and M2-sensor: comparison of two methods Beam qualty measurements wth Shack-Hartmann wavefront sensor and M-sensor: comparson of two methods J.V.Sheldakova, A.V.Kudryashov, V.Y.Zavalova, T.Y.Cherezova* Moscow State Open Unversty, Adaptve Optcs

More information

Parameter Free Iterative Decoding Metrics for Non-Coherent Orthogonal Modulation

Parameter Free Iterative Decoding Metrics for Non-Coherent Orthogonal Modulation 1 Parameter Free Iteratve Decodng Metrcs for Non-Coherent Orthogonal Modulaton Albert Gullén Fàbregas and Alex Grant Abstract We study decoder metrcs suted for teratve decodng of non-coherently detected

More information

High Speed, Low Power And Area Efficient Carry-Select Adder

High Speed, Low Power And Area Efficient Carry-Select Adder Internatonal Journal of Scence, Engneerng and Technology Research (IJSETR), Volume 5, Issue 3, March 2016 Hgh Speed, Low Power And Area Effcent Carry-Select Adder Nelant Harsh M.tech.VLSI Desgn Electroncs

More information

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme

Performance Analysis of Multi User MIMO System with Block-Diagonalization Precoding Scheme Performance Analyss of Mult User MIMO System wth Block-Dagonalzaton Precodng Scheme Yoon Hyun m and Jn Young m, wanwoon Unversty, Department of Electroncs Convergence Engneerng, Wolgye-Dong, Nowon-Gu,

More information

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985

NATIONAL RADIO ASTRONOMY OBSERVATORY Green Bank, West Virginia SPECTRAL PROCESSOR MEMO NO. 25. MEMORANDUM February 13, 1985 NATONAL RADO ASTRONOMY OBSERVATORY Green Bank, West Vrgna SPECTRAL PROCESSOR MEMO NO. 25 MEMORANDUM February 13, 1985 To: Spectral Processor Group From: R. Fsher Subj: Some Experments wth an nteger FFT

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

THE PERFORMANCE ANALYSIS OF STFT-ANFIS CLASSIFICATION METHOD ON PULSED RADAR TARGET CATEGORIZATION

THE PERFORMANCE ANALYSIS OF STFT-ANFIS CLASSIFICATION METHOD ON PULSED RADAR TARGET CATEGORIZATION ISTABUL UIVERSITY JOURAL OF ELECTRICAL & ELECTROICS EGIEERIG YEAR VOLUME UMBER : 006 : 6 : 1 (97-105) THE PERFORMACE AALYSIS OF STFT-AFIS CLASSIFICATIO METHOD O PULSED RADAR TARGET CATEGORIZATIO Engn AVCI

More information

Correlation Analysis of Multiple-Input Multiple-Output Channels with Cross-Polarized Antennas

Correlation Analysis of Multiple-Input Multiple-Output Channels with Cross-Polarized Antennas Correlaton Analyss of Multple-Input Multple-Output Channels wth Cross-Polarzed Antennas Le Jang, Volker Jungnckel, Stephan Jaeckel, Lars Thele and Armn Brylka Fraunhofer Insttute for Telecommuncatons,

More information

* wivecrest Corporation 1715 Technology Dr., Suite 400 Saq Jose, CA w avecrestcorp. corn

* wivecrest Corporation 1715 Technology Dr., Suite 400 Saq Jose, CA w avecrestcorp. corn A New 'Method for Jtter Decomposton Through ts Dstrbuton Tal Fttng Mke P. L*, Jan Wlstrup+, Ross Jessen+, Denns Petrch* Abstract * wvecrest Corporaton 75 Technology Dr., Sute 400 Saq Jose, CA 95 0 mp,eng@

More information

Fast Code Detection Using High Speed Time Delay Neural Networks

Fast Code Detection Using High Speed Time Delay Neural Networks Fast Code Detecton Usng Hgh Speed Tme Delay Neural Networks Hazem M. El-Bakry 1 and Nkos Mastoraks 1 Faculty of Computer Scence & Informaton Systems, Mansoura Unversty, Egypt helbakry0@yahoo.com Department

More information

Model mismatch and systematic errors in an optical FMCW distance measurement system

Model mismatch and systematic errors in an optical FMCW distance measurement system Model msmatch and systematc errors n an optcal FMCW dstance measurement system ROBERT GROSCHE ept. of Electrcal Engneerng Ruhr-Unverstät Bochum Unverstätsstrasse 50, -44780 Bochum GERMANY Abstract: - In

More information

Webinar Series TMIP VISION

Webinar Series TMIP VISION Webnar Seres TMIP VISION TMIP provdes techncal support and promotes knowledge and nformaton exchange n the transportaton plannng and modelng communty. DISCLAIMER The vews and opnons expressed durng ths

More information

Digital Transmission

Digital Transmission Dgtal Transmsson Most modern communcaton systems are dgtal, meanng that the transmtted normaton sgnal carres bts and symbols rather than an analog sgnal. The eect o C/N rato ncrease or decrease on dgtal

More information

Figure 1. DC-DC Boost Converter

Figure 1. DC-DC Boost Converter EE46, Power Electroncs, DC-DC Boost Converter Verson Oct. 3, 11 Overvew Boost converters make t possble to effcently convert a DC voltage from a lower level to a hgher level. Theory of Operaton Relaton

More information

Time-frequency Analysis Based State Diagnosis of Transformers Windings under the Short-Circuit Shock

Time-frequency Analysis Based State Diagnosis of Transformers Windings under the Short-Circuit Shock Tme-frequency Analyss Based State Dagnoss of Transformers Wndngs under the Short-Crcut Shock YUYING SHAO, ZHUSHI RAO School of Mechancal Engneerng ZHIJIAN JIN Hgh Voltage Lab Shangha Jao Tong Unversty

More information

Multichannel Frequency Comparator VCH-315. User Guide

Multichannel Frequency Comparator VCH-315. User Guide Multchannel Frequency Comparator VCH-315 User Gude Table of contents 1 Introducton... 3 2 The workng prncple of the Comparator... 6 3 The computed functons... 8 3.1 Basc ratos... 8 3.2 Statstcal functons...

More information

TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS TN TERMINATON FOR POINT-TO-POINT SYSTEMS. Zo = L C. ω - angular frequency = 2πf

TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS TN TERMINATON FOR POINT-TO-POINT SYSTEMS. Zo = L C. ω - angular frequency = 2πf TECHNICAL NOTE TERMINATION FOR POINT- TO-POINT SYSTEMS INTRODUCTION Because dgtal sgnal rates n computng systems are ncreasng at an astonshng rate, sgnal ntegrty ssues have become far more mportant to

More information

An efficient cluster-based power saving scheme for wireless sensor networks

An efficient cluster-based power saving scheme for wireless sensor networks RESEARCH Open Access An effcent cluster-based power savng scheme for wreless sensor networks Jau-Yang Chang * and Pe-Hao Ju Abstract In ths artcle, effcent power savng scheme and correspondng algorthm

More information

Customer witness testing guide

Customer witness testing guide Customer wtness testng gude Ths gude s amed at explanng why we need to wtness test equpment whch s beng connected to our network, what we actually do when we complete ths testng, and what you can do to

More information

Figure.1. Basic model of an impedance source converter JCHPS Special Issue 12: August Page 13

Figure.1. Basic model of an impedance source converter JCHPS Special Issue 12: August Page 13 A Hgh Gan DC - DC Converter wth Soft Swtchng and Power actor Correcton for Renewable Energy Applcaton T. Selvakumaran* and. Svachdambaranathan Department of EEE, Sathyabama Unversty, Chenna, Inda. *Correspondng

More information

Analysis of Time Delays in Synchronous and. Asynchronous Control Loops. Bj rn Wittenmark, Ben Bastian, and Johan Nilsson

Analysis of Time Delays in Synchronous and. Asynchronous Control Loops. Bj rn Wittenmark, Ben Bastian, and Johan Nilsson 37th CDC, Tampa, December 1998 Analyss of Delays n Synchronous and Asynchronous Control Loops Bj rn Wttenmark, Ben Bastan, and Johan Nlsson emal: bjorn@control.lth.se, ben@control.lth.se, and johan@control.lth.se

More information

Malicious User Detection in Spectrum Sensing for WRAN Using Different Outliers Detection Techniques

Malicious User Detection in Spectrum Sensing for WRAN Using Different Outliers Detection Techniques Malcous User Detecton n Spectrum Sensng for WRAN Usng Dfferent Outlers Detecton Technques Mansh B Dave #, Mtesh B Nakran #2 Assstant Professor, C. U. Shah College of Engg. & Tech., Wadhwan cty-363030,

More information

Topology Control for C-RAN Architecture Based on Complex Network

Topology Control for C-RAN Architecture Based on Complex Network Topology Control for C-RAN Archtecture Based on Complex Network Zhanun Lu, Yung He, Yunpeng L, Zhaoy L, Ka Dng Chongqng key laboratory of moble communcatons technology Chongqng unversty of post and telecommuncaton

More information

Application of Intelligent Voltage Control System to Korean Power Systems

Application of Intelligent Voltage Control System to Korean Power Systems Applcaton of Intellgent Voltage Control System to Korean Power Systems WonKun Yu a,1 and HeungJae Lee b, *,2 a Department of Power System, Seol Unversty, South Korea. b Department of Power System, Kwangwoon

More information

sensors ISSN

sensors ISSN Sensors,, 8-97; do:.339/s8 OPEN ACCESS sensors ISSN 44-8 www.mdp.com/ournal/sensors Artcle Extended Target Recognton n Cogntve Radar Networks Ymn We, uadong Meng *, Ymn Lu and Xqn Wang Department of Electronc

More information

Side-Match Vector Quantizers Using Neural Network Based Variance Predictor for Image Coding

Side-Match Vector Quantizers Using Neural Network Based Variance Predictor for Image Coding Sde-Match Vector Quantzers Usng Neural Network Based Varance Predctor for Image Codng Shuangteng Zhang Department of Computer Scence Eastern Kentucky Unversty Rchmond, KY 40475, U.S.A. shuangteng.zhang@eku.edu

More information

ECE 2133 Electronic Circuits. Dept. of Electrical and Computer Engineering International Islamic University Malaysia

ECE 2133 Electronic Circuits. Dept. of Electrical and Computer Engineering International Islamic University Malaysia ECE 2133 Electronc Crcuts Dept. of Electrcal and Computer Engneerng Internatonal Islamc Unversty Malaysa Chapter 12 Feedback and Stablty Introducton to Feedback Introducton to Feedback 1-4 Harold Black,

More information

STATISTICS. is given by. i i. = total frequency, d i. = x i a ANIL TUTORIALS. = total frequency and d i. = total frequency, h = class-size

STATISTICS. is given by. i i. = total frequency, d i. = x i a ANIL TUTORIALS. = total frequency and d i. = total frequency, h = class-size STATISTICS ImPORTANT TERmS, DEFINITIONS AND RESULTS l The mean x of n values x 1, x 2, x 3,... x n s gven by x1+ x2 + x3 +... + xn x = n l mean of grouped data (wthout class-ntervals) () Drect method :

More information

Development of Neural Networks for Noise Reduction

Development of Neural Networks for Noise Reduction The Internatonal Arab Journal of Informaton Technology, Vol. 7, No. 3, July 00 89 Development of Neural Networks for Nose Reducton Lubna Badr Faculty of Engneerng, Phladelpha Unversty, Jordan Abstract:

More information

Compressive Direction Finding Based on Amplitude Comparison

Compressive Direction Finding Based on Amplitude Comparison Compressve Drecton Fndng Based on Ampltude Comparson Rumng Yang, Ypeng Lu, Qun Wan and Wanln Yang Department of Electronc Engneerng Unversty of Electronc Scence and Technology of Chna Chengdu, Chna { shan99,

More information

LANDMARC: Indoor Location Sensing Using Active RFID*

LANDMARC: Indoor Location Sensing Using Active RFID* LANDMARC: Indoor Locaton Sensng Usng Actve ID* Lonel M. N,2, Yunhao Lu, Yu Cho Lau and Abhshek P. Patl Department of Computer Scence & Engneerng Mchgan State Unversty East Lansng, Mchgan, USA luyun@msu.edu

More information

A MODIFIED DIFFERENTIAL EVOLUTION ALGORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS

A MODIFIED DIFFERENTIAL EVOLUTION ALGORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS A MODIFIED DIFFERENTIAL EVOLUTION ALORITHM IN SPARSE LINEAR ANTENNA ARRAY SYNTHESIS Kaml Dmller Department of Electrcal-Electroncs Engneerng rne Amercan Unversty North Cyprus, Mersn TURKEY kdmller@gau.edu.tr

More information

A Compact 3D-microwave holographic pointer system using a size reduced microstrip planar array

A Compact 3D-microwave holographic pointer system using a size reduced microstrip planar array A Compact D-mcrowave holographc ponter system usng a sze reduced mcrostrp planar array Hala Elsadek, Hesham Eldeeb, Franco De-Flavs, Lus Jofre, Esmat Abdallah* and Essam Hashsh** Department of Electrcal

More information

Generalized Incomplete Trojan-Type Designs with Unequal Cell Sizes

Generalized Incomplete Trojan-Type Designs with Unequal Cell Sizes Internatonal Journal of Theoretcal & Appled Scences 6(1): 50-54(2014) ISSN No. (Prnt): 0975-1718 ISSN No. (Onlne): 2249-3247 Generalzed Incomplete Trojan-Type Desgns wth Unequal Cell Szes Cn Varghese,

More information

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks

Clustering Based Fractional Frequency Reuse and Fair Resource Allocation in Multi-cell Networks Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for publcaton n the IEEE ICC 21 proceedngs Clusterng Based Fractonal Frequency Reuse and Far Resource

More information

Evaluation of Techniques for Merging Information from Distributed Robots into a Shared World Model

Evaluation of Techniques for Merging Information from Distributed Robots into a Shared World Model Master Thess Software Engneerng Thess no: MSE-2004:26 August 2004 Evaluaton of Technques for Mergng Informaton from Dstrbuted Robots nto a Shared World Model Fredrk Henrcsson Jörgen Nlsson School of Engneerng

More information

Sensors for Motion and Position Measurement

Sensors for Motion and Position Measurement Sensors for Moton and Poston Measurement Introducton An ntegrated manufacturng envronment conssts of 5 elements:- - Machne tools - Inspecton devces - Materal handlng devces - Packagng machnes - Area where

More information

A Novel Channel Model for Land Mobile Satellite Navigation

A Novel Channel Model for Land Mobile Satellite Navigation A Novel Channel Model for Land Moble Satellte Navgaton Andreas Lehner, Alexander Stengass, Insttute of Communcatons and Navgaton German Aerospace Center (LR) 1 ABSTRACT In 2002 the German Aerospace Centre

More information

MTBF PREDICTION REPORT

MTBF PREDICTION REPORT MTBF PREDICTION REPORT PRODUCT NAME: BLE112-A-V2 Issued date: 01-23-2015 Rev:1.0 Copyrght@2015 Bluegga Technologes. All rghts reserved. 1 MTBF PREDICTION REPORT... 1 PRODUCT NAME: BLE112-A-V2... 1 1.0

More information

Instruction Sheet AMPMODU* MTE CONNECTORS Mar 11 Rev A

Instruction Sheet AMPMODU* MTE CONNECTORS Mar 11 Rev A Instructon Sheet AMPMODU* MTE CONNECTORS 408-6919 10 Mar 11 PROPER USE GUIDELINES Cumulatve Trauma Dsorders can result from the prolonged use of manually powered hand tools. Hand tools are ntended for

More information

International Conference on Information Sciences, Machinery, Materials and Energy (ICISMME 2015)

International Conference on Information Sciences, Machinery, Materials and Energy (ICISMME 2015) Internatonal Conference on Informaton cences, Machnery, Materals and Energy (ICIMME 05) The ystem of Outdoor Vsble ght Communcaton wth Fast Blnd Algorthm Zheng-Guo un, Y-Jun Zhu & Yan-Yu Zhang Department

More information

Walsh Function Based Synthesis Method of PWM Pattern for Full-Bridge Inverter

Walsh Function Based Synthesis Method of PWM Pattern for Full-Bridge Inverter Walsh Functon Based Synthess Method of PWM Pattern for Full-Brdge Inverter Sej Kondo and Krt Choesa Nagaoka Unversty of Technology 63-, Kamtomoka-cho, Nagaoka 9-, JAPAN Fax: +8-58-7-95, Phone: +8-58-7-957

More information

Generator of Time Series of Rain Attenuation: Results of Parameter Extraction

Generator of Time Series of Rain Attenuation: Results of Parameter Extraction 32 M. GRÁBNER U.-. FIEBIG V. KVIERA GENERATOR OF TIME SERIES OF RAIN ATTENUATION: RESULTS... Generator of Tme Seres of Ran Attenuaton: Results of Parameter Extracton Martn GRÁBNER 1 Uwe-arsten FIEBIG 2

More information

Methods for Preventing Voltage Collapse

Methods for Preventing Voltage Collapse Methods for Preventng Voltage Collapse Cláuda Res 1, Antóno Andrade 2, and F. P. Macel Barbosa 3 1 Telecommuncatons Insttute of Avero Unversty, Unversty Campus of Avero, Portugal cres@av.t.pt 2 Insttute

More information

ETSI TS V8.4.0 ( )

ETSI TS V8.4.0 ( ) TS 100 959 V8.4.0 (2001-11) Techncal Specfcaton Dgtal cellular telecommuncatons system (Phase 2+); Modulaton (3GPP TS 05.04 verson 8.4.0 Release 1999) GLOBAL SYSTEM FOR MOBILE COMMUNICATIONS R 1 TS 100

More information

A Current Differential Line Protection Using a Synchronous Reference Frame Approach

A Current Differential Line Protection Using a Synchronous Reference Frame Approach A Current Dfferental Lne rotecton Usng a Synchronous Reference Frame Approach L. Sousa Martns *, Carlos Fortunato *, and V.Fernão res * * Escola Sup. Tecnologa Setúbal / Inst. oltécnco Setúbal, Setúbal,

More information

ISSN: (p); (e) DEVELOPMENT OF FUZZY IX-MR CONTROL CHART USING FUZZY MODE AND FUZZY RULES APPROACHES

ISSN: (p); (e) DEVELOPMENT OF FUZZY IX-MR CONTROL CHART USING FUZZY MODE AND FUZZY RULES APPROACHES DEVELOPMENT OF FUZZY IX-MR CONTROL CHART USING FUZZY MODE AND FUZZY RULES APPROACHES Azam Morad Tad, Soroush Avakh Darestan 2* Department of Industral Engneerng, Scence and Research Branch, Islamc Azad

More information

Characterization of GPS Carrier Phase Multipath

Characterization of GPS Carrier Phase Multipath Characterzaton of GPS Carrer Phase Multpath J.K. Ray M.E. Cannon Department of Geomatcs Engneerng, Unversty of Calgary, Alberta, Canada BIOGRAPHIES Jayanta Kumar Ray s a Ph.D. student n Geomatcs Engneerng

More information

THE GREY SCALE OF A TELEVISION PICTURE

THE GREY SCALE OF A TELEVISION PICTURE RESEARCH DEPARTMENT THE VARATON N THE VSBlTY OF NTERFERENCE OVER THE GREY SCALE OF A TELEVSON PCTURE Report No. T-092 ( 1962/27) w. Ko Eo Geddes M. A. Grad 0 Eo Eo (D. Maurce) The Report s the propert1

More information

Hardware Design of Filter Bank-Based Narrowband/Wideband Interference Canceler for Overlaid TDMA/CDMA Systems

Hardware Design of Filter Bank-Based Narrowband/Wideband Interference Canceler for Overlaid TDMA/CDMA Systems Hardware Desgn of Flter anased arrowband/deband Interference Canceler for Overlad TDMA/CDMA Systems Toyoau Ktano Kaunor Hayash Htosh Masutan and Shnsue Hara Graduate School of Engneerng Osaa Unversty YamadaOa

More information

Reconstruction of the roadway coverage parameters from radar probing measurements

Reconstruction of the roadway coverage parameters from radar probing measurements Surface Effects and Contact Mechancs X 37 Reconstructon of the roadway coverage parameters from radar probng measurements A. Kranyukov Faculty of Computer Scence and Electroncs, Transport and Telecommuncaton

More information

Efficient Large Integers Arithmetic by Adopting Squaring and Complement Recoding Techniques

Efficient Large Integers Arithmetic by Adopting Squaring and Complement Recoding Techniques The th Worshop on Combnatoral Mathematcs and Computaton Theory Effcent Large Integers Arthmetc by Adoptng Squarng and Complement Recodng Technques Cha-Long Wu*, Der-Chyuan Lou, and Te-Jen Chang *Department

More information

Optimization Frequency Design of Eddy Current Testing

Optimization Frequency Design of Eddy Current Testing Optmzaton Frequency Desgn of Eddy Current Testng NAONG MUNGKUNG 1, KOMKIT CHOMSUWAN 1, NAONG PIMPU 2 AND TOSHIFUMI YUJI 3 1 Department of Electrcal Technology Educaton Kng Mongkut s Unversty of Technology

More information

Video Occupant Detection for Airbag Deployment

Video Occupant Detection for Airbag Deployment Fourth IEEE Workshop on Applcatons of Computer Vson, October 1998, Prnceton, New Jersey, USA Vdeo Occupant Detecton for Arbag Deployment John Krumm and Greg Krk Intellgent Systems & Robotcs Center Sanda

More information

current activity shows on the top right corner in green. The steps appear in yellow

current activity shows on the top right corner in green. The steps appear in yellow Browzwear Tutorals Tutoral ntroducton Ths tutoral leads you through the basc garment creaton process usng an llustrated step by step approach. Each slde shows the actual applcaton at the stage of the acton

More information

AC-DC CONVERTER FIRING ERROR DETECTION

AC-DC CONVERTER FIRING ERROR DETECTION BNL- 63319 UC-414 AGS/AD/96-3 INFORMAL AC-DC CONVERTER FIRING ERROR DETECTION O.L. Gould July 15, 1996 OF THIS DOCUMENT IS ALTERNATING GRADIENT SYNCHROTRON DEPARTMENT BROOKHAVEN NATIONAL LABORATORY ASSOCIATED

More information

THEORY OF YARN STRUCTURE by Prof. Bohuslav Neckář, Textile Department, IIT Delhi, New Delhi. Compression of fibrous assemblies

THEORY OF YARN STRUCTURE by Prof. Bohuslav Neckář, Textile Department, IIT Delhi, New Delhi. Compression of fibrous assemblies THEORY OF YARN STRUCTURE by Prof. Bohuslav Neckář, Textle Department, IIT Delh, New Delh. Compresson of fbrous assembles Q1) What was the dea of fbre-to-fbre contact accordng to van Wyk? A1) Accordng to

More information

An Improved Method for GPS-based Network Position Location in Forests 1

An Improved Method for GPS-based Network Position Location in Forests 1 Ths full text paper was peer revewed at the drecton of IEEE Communcatons Socety subject matter experts for publcaton n the WCNC 008 proceedngs. An Improved Method for GPS-based Network Poston Locaton n

More information

Chapter 13. Filters Introduction Ideal Filter

Chapter 13. Filters Introduction Ideal Filter Chapter 3 Flters 3.0 Introducton Flter s the crcut that capable o passng sgnal rom nput to output that has requency wthn a speced band and attenuatng all others outsde the band. Ths s the property o selectvty.

More information

Transmitted field in the lossy ground from ground penetrating radar (GPR) dipole antenna

Transmitted field in the lossy ground from ground penetrating radar (GPR) dipole antenna Computatonal Methods and Expermental Measurements XVII 3 Transmtted feld n the lossy ground from ground penetratng radar (GPR) dpole antenna D. Poljak & V. Dorć Unversty of Splt, Croata Abstract The paper

More information

Small Range High Precision Positioning Algorithm Based on Improved Sinc Interpolation

Small Range High Precision Positioning Algorithm Based on Improved Sinc Interpolation Small Range Hgh Precson Postonng Algorm Based on Improved Snc Interpolaton Zhengpng L, Chaolang Qn, Yongme Zhang, L a, and Changlu Nu Abstract Ths paper desgned an mproved postonng system whch employed

More information

Satellite Attitude Determination Using GPS Receiver Based on Wahba Cost Function

Satellite Attitude Determination Using GPS Receiver Based on Wahba Cost Function 5 th SASech 0, Khavaran Hgher-educaton Insttute, Mashhad, Iran. May -4. Satellte Atttude Determnaton Usng GPS Recever Based on Wahba Cost Functon Asghar Ebrahm, Malek Ashtar Unv. of ech., ehran, Iran Emal:

More information

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas

Impact of Interference Model on Capacity in CDMA Cellular Networks. Robert Akl, D.Sc. Asad Parvez University of North Texas Impact of Interference Model on Capacty n CDMA Cellular Networks Robert Akl, D.Sc. Asad Parvez Unversty of North Texas Outlne Introducton to CDMA networks Average nterference model Actual nterference model

More information

Improved Detection Performance of Cognitive Radio Networks in AWGN and Rayleigh Fading Environments

Improved Detection Performance of Cognitive Radio Networks in AWGN and Rayleigh Fading Environments Improved Detecton Performance of Cogntve Rado Networks n AWGN and Raylegh Fadng Envronments Yng Loong Lee 1, Wasan Kadhm Saad, Ayman Abd El-Saleh *1,, Mahamod Ismal 1 Faculty of Engneerng Multmeda Unversty

More information

Joint Power Control and Scheduling for Two-Cell Energy Efficient Broadcasting with Network Coding

Joint Power Control and Scheduling for Two-Cell Energy Efficient Broadcasting with Network Coding Communcatons and Network, 2013, 5, 312-318 http://dx.do.org/10.4236/cn.2013.53b2058 Publshed Onlne September 2013 (http://www.scrp.org/journal/cn) Jont Power Control and Schedulng for Two-Cell Energy Effcent

More information

The Application of Tabu Search Algorithm on Power System Restoration

The Application of Tabu Search Algorithm on Power System Restoration The Applcaton of Tabu Search Algorthm on Power System Restoraton FANG Xn-yan,CAI Xao-y, Jang Chuan-wen Dept.of Electrcal Eng.., Shangha Jaotong Unv., Shangha 200240, Chna Abstract:-The essay s just accordng

More information

Strain Gauge Measuring Amplifier BA 660

Strain Gauge Measuring Amplifier BA 660 Stran Gauge Measurng Amplfer BA 660 Orgnal of the Manual BA660 / IP20 BA660 / IP66 Table of Contents 1. Safety precautons...2 1.1. Feld of applcaton...2 1.2. Installaton...2 1.3. Mantenance...2 2. Functon...2

More information

Tile Values of Information in Some Nonzero Sum Games

Tile Values of Information in Some Nonzero Sum Games lnt. ournal of Game Theory, Vot. 6, ssue 4, page 221-229. Physca- Verlag, Venna. Tle Values of Informaton n Some Nonzero Sum Games By P. Levne, Pars I ), and ZP, Ponssard, Pars 2 ) Abstract: The paper

More information