Supply and demand in the material recovery system for cathode ray tube glass

Size: px
Start display at page:

Download "Supply and demand in the material recovery system for cathode ray tube glass"

Transcription

1 Supply ad demad i the material recovery system for cathode ray tube glass The MIT Faculty has made this article opely available. Please share how this access beefits you. Your story matters. Citatio As Published Publisher Gregory, J., M.-C. Nadeau, ad R. Kirchai. Supply ad demad i the material recovery system for cathode ray tube glass. Sustaiable Systems ad Techology, ISSST '09. IEEE Iteratioal Symposium o Istitute of Electrical ad Electroics Egieers Istitute of Electrical ad Electroics Egieers Versio Fial published versio Accessed Sat Apr 28 15:12:35 EDT 2018 Citable Lik Terms of Use Detailed Terms Article is made available i accordace with the publisher's policy ad may be subject to US copyright law. Please refer to the publisher's site for terms of use.

2 Supply ad Demad i the Material Recovery System for Cathode Ray Tube Glass Jeremy Gregory, Marie-Claude Nadeau, ad Radolph Kirchai Abstract This paper presets a aalysis of the material recovery system for leaded glass from cathode ray tubes (CRTs). I particular, the global mass flow of primary ad secodary CRT glass ad the theoretical capacities for usig secodary CRT glass to make ew CRT glass are aalyzed. The global mass flow aalysis idicates that the amout of ew glass required is decreasig, but is much greater tha the amout of secodary glass collected, which is icreasig. The compariso of the ratio of secodary glass collected to the amout of ew glass required from the mass flow aalysis idicates that the material recovery system is sustaiable for the foreseeable future. However, a predictio of the time at which the market for secodary glass will collapse due to excess capacity is ot possible at the momet due to several sources of ucertaity. Idex Terms Cathode ray tube, e-waste, glass, recyclig. D I. INTRODUCTION EVICES cotaiig cathode ray tubes (CRTs), such as computer moitors or televisios (TVs), represet a sigificat ad challegig fractio of the electroics waste stream. I Europe, where regulated e-waste icludes early every product with a cord or battery, CRT devices represeted approximately 22% by weight of e-waste geerated i 2005 [1]. I the US, where regulated e-waste typically icludes oly computig equipmet ad TVs, this figure climbs to 58% [2]. The leaded glass i the CRT is the cause of several EoL treatmet challeges. Furthermore, both ecoomic ad techological barriers exist to reuse the glass from EoL CRTs i other applicatios (icludig ew CRTs). Fortuately, two viable uses for EoL CRT glass (also kow as secodary CRT glass or CRT glass cullet) exist: raw material for the productio of ew CRTs ad fluxig agets i smelters [2]. Of these two, the evirometally preferred ad historically predomiat sik has bee the former. There is a setimet i the developed world that the CRT is a dyig techology [3]. Ideed, CRT sales for moitors ad televisios are markedly dow i the US [3]. Although Jeremy Gregory is with the Materials Systems Laboratory ad the MIT Eergy Iitiative, Massachusetts Istitute of Techology, Cambridge, MA USA (phoe: ; jgregory@mit.edu). Marie-Claude Nadeau is with the Materials Systems Laboratory ad the Egieerig Systems Divisio, Massachusetts Istitute of Techology ( adeau@mit.edu). Radolph Kirchai is with the Materials Systems Laboratory ad the Departmet of Materials Sciece ad Egieerig ad the Egieerig Systems Divisio, Massachusetts Istitute of Techology ( kirchai@mit.edu). iexpesive CRTs remai popular i the developig world [4], it is clear that, eve for those markets, CRTs will evetually be supplated. Iheretly, a shift to ew display techologies will also drive a icrease i CRT device retiremet. These coupled treds directly call ito questio the ogoig viability of the evirometally preferred material recovery pathway: the reuse of CRT cullet ito ew CRTs. Will the supply of EOL cullet outstrip the capacity of ew productio? Iformatio about the timig ad extet of this oversupply should help stakeholders idetify the eed for developig or facilitatig other siks for CRT cullet. The issue has particular urgecy due to the rapidly chagig ature of the CRT market ad the emergece of govermet-madated e-waste recyclig systems. To explore this issue, this paper develops ad exercises a dyamic materials flow aalysis model of the global mass flows of primary ad secodary CRT glass. Specifically, by simultaeously comprehedig global treds i sales, retiremet, ad productio techologies for CRTs, the model projects the relative supply of ad demad for CRT glass cullet. This model is used to compare treds i supply ad demad ad, ultimately, estimate the time util the supply of CRT glass cullet exceeds the demad. The results of the work provide isight o the factors that will have the greatest impact o the ecoomic viability of the CRT glass recovery system. Furthermore, the methodology is a broader example of applyig material flow aalysis to idetify market vulerabilities i a material system. The case aalysis is relatively uusual i that it evaluates a material system with rapidly decliig cosumptio. Thus, the methodology may be of particular value i the aalysis of material systems with similar characteristics. From a case perspective, several studies have estimated the amout of ed-of-life CRT devices geerated regioally i the US [2, 5], Europe [1], ad South Africa [6]. I additio, Lito has used forecast the amout of CRT waste that will be collected i the US for the ext fifty years [7]. Fially, Weitzma correctly idetified that there would be decreasig demad for CRT cullet i the US because US maufacturers were producig a smaller share of the CRT market (assumig that CRT cullet geerated i the US would oly be used i CRT glass maufacturig i the US) [8]. Although each of these provides importat isights ito the problem, o sigle study is able to aswer the questios posed i that the examied scope was limited temporally, geographically (oly

3 a sigle regio), ad/or sectorally (i.e., demad or supply). The research preseted i this paper addresses these gaps for this case. Figure 1. CRT glass material system flow. N s= t Yt () = ( Wξ, c() s Sc() s λc(,) st) ds C() t ξ { FP, } = 1 s= c { TM, } II. MODELS OF SUPPLY AND DEMAND IN THE SECONDARY CRT GLASS MATERIAL SYSTEM The multiple potetial pathways of material flow for CRT glass throughout its life are depicted i Figure 1. The focus of this study is o CRT glass cullet that is used to produce ew CRTs, as highlighted i the lower portio of the figure. I particular, the aalysis focuses o the supply of CRT glass cullet, represeted by the arrow from Ed-of-Life to Recyclig, ad the demad for CRT glass cullet, represeted by the arrow from Recyclig to Productio of New CRTs. The use of CRT glass cullet i the productio of ew CRTs is the focus of this aalysis because it is the ecoomically preferable alterative (the oly CRT cullet destiatio that is reveue-geeratig for the CRT recycler), the more commo alterative (approximately 75% of CRT cullet i the US is estimated to be set to CRT glass maufacturers [2]), ad the oly closed-loop alterative. The iputs ad outputs for the supply ad demad models are show i Figure 2. Specifically, the supply model combies four elemets to estimate the aual amout of CRT glass cullet collected worldwide: historical sales, glass weights per product, product lifespas, ad EoL collectio fractios. Flows, Y, for each year, t, are separately tracked for two product types CRT TVs (T) ad moitors (M), idexed o c {T,M}, ad i terms of fuel cullet (F) ad pael cullet(p), idexed o ξ {F,P}. Additioally, cullet geeratio is modeled for a set of N regios, idexed o. CRT glass cullet collectio amouts are calculated usig the followig relatioship (variables are defied i Figure 2): (1) The cullet geerated i regio i year t, Yξ () t, is the sum of the weight of glass i a uit product i the year the product was sold (idexed o s), W ξ,c (s), multiplied times the umber of products sold i regio i year s, Sc () s, multiplied times the probability that a product sold i year s reached the ed of its life i year t, λ c (s,t), itegrated over all sales years prior to t i oe-year icremets. The cullet collected i a regio is the amout geerated multiplied times the fractio of EoL products collected i a regio i a give year, C () t. The total supply of cullet for a give year t, Y(t), is the sum of the pael ad fuel cullet collected i all regios. The demad model combies two elemets to estimate the aual capacity for usig CRT glass cullet i the productio of ew CRT glass: forecast sales ad the percetage of ew CRT glass that may be made from cullet. Potetial cullet cosumptio is calculated usig the followig relatioship: N D() t = Wξ, c() t Sc () t F () t ξ ξ { FP, } = 1 c { TM, } (2) Demad for pael or fuel cullet i a give year t, D ξ (t), is calculated by multiplyig the weight of glass (fuel or pael) sold worldwide i t times the fractio of ew glass that may be made from cullet, F ξ (t). The weight of glass sold worldwide is the weight of glass i a uit product sold i the year t, W ξ,c (t), multiplied times the umber of products sold i regio i t, S () t, summed over all N regios. The total demad for cullet c for a give year t, D(t), is the sum of the demad for the pael ad fuel cullet.

4 Figure 2. Supply ad demad models iputs ad outputs. Withi the fuctios, represets regio, t represets the year of the aalysis, ad s represets the year i which products are sold. The supply ad demad of CRT glass cullet ca be compared over time to determie relative treds ad, i particular, estimate whe supply will exceed demad. It is importat to ote that demad represets the amout of cullet that could be used i the productio of ew CRT glass. Actual cosumptio of CRT glass cullet may be limited by supply availability. However, the ecoomic viability of the system will be i jeopardy whe the supply exceeds the demad because of the limited-value alterative applicatios for CRT glass cullet. III. DATA SOURCES FOR MODEL INPUTS The complete details o data sources ad methods for model iputs are preseted i [9]; a overview of the methodology is preseted here. The temporal spa of the aalysis ad data was dictated by the eed to forecast treds sufficietly ito the future to capture potetial poits where supply would exceed demad. Forecastig treds up to the year 2025 was estimated to capture such crossover poits. Historical product sales data were required as far back 1990 i order to estimate the amout of e-waste that could be collected. For the two model parameters that are a fuctio of locatio sales ad EoL collectio fractio the aalysis is broke ito four world regios: North America; Europe, the Middle East, ad Africa (EMEA); Lati America; ad Asia (icludig Australia). These regios were selected based o the resolutio of available sales data. Aual sales data for CRT TVs ad moitors were estimated usig various sources [2, 5, 10-13] because o sigle source of publicly available data existed that was comprehesive. Gaps i historical data were estimated usig iterpolatio or mappig from treds i other regios where data were available. Gaps i forecasts were estimated usig media reports of market forecasts [e.g., 4] ad extrapolatio. No iformatio was available o sales umbers beyod 2011 due to the iheret challeges of forecastig. Although there is widespread agreemet that there will be a sigificat decrease i worldwide CRT sales i the ext decade, the timig ad ature of the sales peak are ukow. Give this ucertaity, three scearios for TV sales i Asia (the domiat factor i future sales) were selected to use i sesitivity aalyses: high, medium (baselie), ad low sales. The icreasig demad for larger TVs ad moitors has meat that the average weight of glass i these devices has icreased over time. A sales-weighted average fuel ad pael glass weight for a uit TV ad moitor was determied from [5] across the aalysis period. Studies o the age of ewaste retured for recyclig have idicated that there is a wide distributio i the product lifespa [2]. I this study, TV ad Moitor lifespa characteristics λ c (s,t) were derived from [2] by covolvig the iformatio from that report weighted i accordace with the sales fractios of specific product types (small ad large TVs ad residetial ad commercial sales). The result is probability distributios for TVs ad moitors that a product sold i year s

5 reached the ed of its life i year t. Oce a product is ready for EoL maagemet, it ca either be ladfilled or recycled, as depicted i Figure 1. Data o EoL collectio rates (the fractio of EoL products geerated that are collected for recyclig) are extremely limited. Recet studies from the Europea Uio [1] ad the Uited States [2], have estimated CRT collectio rates of approximately 30% ad 15-20%, respectively. To the authors kowledge there are o kow estimates of how these rates vary over time or i other regios of the world. EoL collectio fractios i this aalysis were assumed to follow a S-curve behavior over the period of the aalysis: collectio rates begi at a low plateau, the icrease rapidly util reachig a upper plateau. Several parameters defie the shape ad values of the fuctio icludig a referece collectio fractio value at a referece year, a upper limit, ad a shape parameter. Sice Europe has relatively high collectio rates ad a sizable populatio, a collectio rate S-curve was defied for Europe that could act as a referece for other regios. The referece poit was based o the aforemetioed EU study [1] (30% i 2006), but the upper limit (75%) ad the time delay shape parameter were estimated. Sesitivity aalyses will explore the impact of the value of the shape parameter. Curves for other locatios were assumed to have the same limits, referece poit, ad shape as the Europea curve, but are offset by a time delay shift parameter. Estimated shifts rage from 3 years for North America to 14 years for Lati America. I additio to sales forecasts, the demad model requires data o the capacity for usig CRT glass cullet i the productio of ew CRT glass. Ufortuately, there is limited iformatio i the literature o such capacities. Oe study from 2002 estimated this capacity to be 20% for pael glass ad 40% for fuel glass [10]. To update those figures, the authors surveyed curret CRT glass maufacturers. Collectig such data proved to be difficult for several reasos (e.g., they are several levels removed from moitor ad TV maufacturers i the product supply chais, laguage ad cultural barriers, uwilligess to share data), but two maufacturers shared data o their cullet capacities ad use. Their capacities were sigificatly higher tha the aforemetioed values, but they could ot collect eough cullet to meet their capacities. Additioal discussios with stakeholders i the primary ad secodary CRT glass idustry idicated that ot all CRT glass maufacturers are usig cullet i maufacturig. I light of these differeces, a costat value of 50% was used as a baselie fractioal capacity for the use of CRT fuel ad pael glass cullet i the model. Although the maufacturers who shared data o cullet use provided capacities higher tha 50%, this value attempts to represet a average for the etire idustry eve those ot usig cullet. Sesitivity aalyses will be coducted o these assumptios. glass cullet geerated ad the amout of CRT glass collected i each regio as it evolves over time. Figure 3 shows these amouts for the four regios i 2010 ad 2020 (weights are i metric tos, as i all plots). The projected amouts geerated i North America ad EMEA decrease over time as sales decrease, whereas the projected amout geerated i Asia icreases by almost a factor of two. Furthermore, the modeled collectio fractio is almost oexistet i Lati America ad Asia i 2010, but icreases sigificatly by Figure 3. Weight of CRT glass cullet geerated ad collected i the four regios i a) 2010 ad b) Predicted supply ad demad behavior for CRT cullet usig baselie iputs i the models are plotted util the year 2025 i Figure 4. As expected, cullet demad decreases over time as product sales decrease ad cullet supply icreases as more products reach EoL. The itersectio of the curves, whe supply begis to exceed demad, occurs i approximately 2014 for the baselie coditios. IV. ANALYSIS AND DISCUSSION It is iterestig to compare the modeled weight of CRT Figure 4. Supply ad demad plots of CRT glass cullet usig baselie iputs.

6 Give the ucertaity i several iputs, it is importat to examie the sesitivity of the models to these key assumptios. The areas of highest ucertaity iclude sales forecasts, collectio rates, ad the capacity for all CRT glass maufacturers to use CRT cullet. The impact of variatio i these iputs o the year i which supply ad demad itersect is depicted i Figure 5 to Figure 7. With regard to future sales, TV sales will clearly domiate moitor sales ad Asia will represet the largest market for TV sales. Thus, three future Asia TV sales scearios were used i the model. Figure 5 shows that the supply ad demad itersectio year calculated by the model is moderately sesitive to the future TV sales sceario, icreasig by two years for the high sceario ad decreasig by two years for the low sceario. The itersectio year is also oly moderately sesitive to variatio i the collectio time delay shape parameter (which determies the shape of the collectio fractio S-curves), as depicted i Figure 5. Figure 6. The impact of variatio i t D, the collectio delay with respect to Europe, o supply ad demad itersectio year. t D=10 is the baselie for Asia Pacific; Chia is always 1.4 times Asia Pacific s delay. Figure 5. The impact of variatio i future Asia TV sales sceario ad the collectio time delay shape parameter, o supply ad demad itersectio year. Baselie parameters result i the itersectio year of Aother importat parameter that defies collectio rates as a fuctio of time is the time delay shift of the collectio fractio S-curves with respect to Europe. Variatio i the shift parameter for Asia Pacific ad Chia, which collectively are Asia, the regio that will be geeratig the most CRT cullet, ca have a sigificat impact o itersectio year, as depicted i Figure 6. If Asia has a short lag behid Europe i its collectio efforts (five to te years), supply will itersect demad i a few years. However, if the lag is sigificat (o the order of 15 years), the the itersectio poit could exted to The capacity for all CRT glass maufacturers to use CRT cullet also has a sigificat impact o the itersectio year, which is illustrated i Figure 7. It is importat to remember that the capacity for cullet us is a idustry-wide parameter; it could iclude some maufacturers who are usig o cullet ad others who use cullet extesively. If most CRT glass maufacturers are usig cullet i high fractios, the the itersectio will be later tha the baselie predictio of However, low usage of cullet meas the itersectio could occur quite soo. Figure 7. The impact of variatio i the fractioal capacity for cullet use (pael ad fuel are equal). The baselie value is 50%. Predictig the exact year whe supply will exceed demad is ot possible, but these aalyses idicate that it could happe withi the ext te years. The itersectio year uder the baselie sceario was predicted to be 2014, but this itersectio could be sooer if there are low TV sales, but particularly if there are high collectio rates i Asia ad if CRT glass maufacturers maitai low usage of CRT cullet. Notably, the supply ad demad curves depicted i Figure 4 shift depedig o the modeled assumptios (vertically or horizotally), but the shapes essetially remai the same. Thus, a shift i a curve chages the positio of the kee i each curve, which ca have a sigificat impact o the supply ad demad itersectio poit. There are two major implicatios of this research. First, more data eeds to be collected o the curret ad expected capacity of the etire CRT glass maufacturig idustry to use CRT cullet because this has a sigificat impact o the demad curve. Secod, more research is eed i the area of alterative value-drive applicatios for CRT cullet. Others have called for such research [11] ad while there has bee research ito alterative applicatios for CRT cullet [12, 13], the applicatios are geerally low or egative value for cullet ad are ulikely to meet the supply of CRT cullet geerated. The breakthrough that is eeded to create a viable valuedrive market for CRT cullet is the capability to extract lead ad other udesirable elemets from the cullet such that it ca be used i the same applicatios as other glass cullet, such as

7 architectural, automotive, ad packagig applicatios. Although techologies exist to remove lead from CRT cullet [11], the cullet is still oly accepted i low-value applicatios. Thus, research efforts should focus o trasformig CRT cullet ito a secodary commodity that is valuable. ACKNOWLEDGMENT We gratefully ackowledge cotributios from the followig people who provided cotacts, iformatio, ad data: Jay Celorie, Ha Che, Joh Dickeso, Eckart Dörig, Silvio Fachim, James Garder, Jaco Huisma, Robi Igethro, Joseph Nardoe, Gregory Sampso, ad Dai Tsuda. REFERENCES [1] J. Huisma, et al., "2008 review of directive 2002/96 o waste electrical ad electroic equipmet (WEEE): Fial report," Uited Natios Uiversity, [2] Uited States Evirometal Protectio Agecy, "Maagemet of electroic waste i the Uited States: Approach 1," [3] Aoymous, "CRTs are fadig," E-Scrap News, vol. 6, o. 9, pp. 4, September [4] Aoymous. (2006). CRT still rules TV market, isuppli says. Electroic News. Available: arter=eews. [5] A. Mochamp, et al., "Cathode ray tube maufacturig ad recyclig: Aalysis of idustry survey," Electroic Idustries Alliace, Arligto, VA, [6] D. Zumbuehl, "Mass flow assessmet (MFA) ad assessmet of recyclig strategies for cathode ray tubes (CRTs) for the Cape Metropolita Area (CMA), South Africa," Thesis, EMPA, [7] J.D. Lito, J.S. Yeomas, ad R. Yoogaligam, "Eablig idustrial ecology through the forecastig of durable goods disposal: Televisios as a exemplar case study," Caadia Joural of Admiistrative Scieces-Revue Caadiee Des Scieces De L Admiistratio, vol. 21, o. 2, pp , Ju [8] D.H. Weitzma, "Is CRT glass-to-lead recyclig safe ad evirometally friedly?," i Proceedigs of the 2003 IEEE Iteratioal Symposium o Electroics ad the Eviromet, Bosto, MA, USA, 2003, pp [9] J. Gregory, M.-C. Nadeau, ad R. Kirchai, "Evaluatig the ecoomic viability of a material recovery system: The case of cathode ray tube glass," submitted to: Evirometal Sciece & Techology [10] Demaufacturig of Electroic Equipmet for Reuse ad Recyclig, "Fial iformatio report subtask gl-04: Electroics demaufacturig exploratio (CRT glass)," Washigto, DC, [11] C.S. Poo, "Maagemet of CRT glass from discarded computer moitors ad TV sets," Waste Maagemet, vol. 28, o. 9, pp , [12] F. Adreola, et al., "CRT glass state of the art: A case study: Recyclig i ceramic glazes," Joural of the Europea Ceramic Society, vol. 27, o. 2-3, pp , [13] D. Kim, M. Quila, ad T.F. Ye, "Ecapsulatio of lead from hazardous CRT glass wastes usig biopolymer cross-liked cocrete systems," Waste Maagemet, vol. 29, o. 1, pp , 2009.

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS

APPLICATION NOTE UNDERSTANDING EFFECTIVE BITS APPLICATION NOTE AN95091 INTRODUCTION UNDERSTANDING EFFECTIVE BITS Toy Girard, Sigatec, Desig ad Applicatios Egieer Oe criteria ofte used to evaluate a Aalog to Digital Coverter (ADC) or data acquisitio

More information

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing

Application of Improved Genetic Algorithm to Two-side Assembly Line Balancing 206 3 rd Iteratioal Coferece o Mechaical, Idustrial, ad Maufacturig Egieerig (MIME 206) ISBN: 978--60595-33-7 Applicatio of Improved Geetic Algorithm to Two-side Assembly Lie Balacig Ximi Zhag, Qia Wag,

More information

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1

Radar emitter recognition method based on AdaBoost and decision tree Tang Xiaojing1, a, Chen Weigao1 and Zhu Weigang1 1 Advaces i Egieerig Research, volume 8 d Iteratioal Coferece o Automatio, Mechaical Cotrol ad Computatioal Egieerig (AMCCE 7) Radar emitter recogitio method based o AdaBoost ad decisio tree Tag Xiaojig,

More information

HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING

HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING HOW BAD RECEIVER COORDINATES CAN AFFECT GPS TIMING H. Chadsey U.S. Naval Observatory Washigto, D.C. 2392 Abstract May sources of error are possible whe GPS is used for time comparisos. Some of these mo

More information

x y z HD(x, y) + HD(y, z) HD(x, z)

x y z HD(x, y) + HD(y, z) HD(x, z) Massachusetts Istitute of Techology Departmet of Electrical Egieerig ad Computer Sciece 6.02 Solutios to Chapter 5 Updated: February 16, 2012 Please sed iformatio about errors or omissios to hari; questios

More information

ELEC 350 Electronics I Fall 2014

ELEC 350 Electronics I Fall 2014 ELEC 350 Electroics I Fall 04 Fial Exam Geeral Iformatio Rough breakdow of topic coverage: 0-5% JT fudametals ad regios of operatio 0-40% MOSFET fudametals biasig ad small-sigal modelig 0-5% iodes (p-juctio

More information

X-Bar and S-Squared Charts

X-Bar and S-Squared Charts STATGRAPHICS Rev. 7/4/009 X-Bar ad S-Squared Charts Summary The X-Bar ad S-Squared Charts procedure creates cotrol charts for a sigle umeric variable where the data have bee collected i subgroups. It creates

More information

A study on traffic accident measures in municipal roads by using GIS

A study on traffic accident measures in municipal roads by using GIS icccbe 010 Nottigham Uiversity Press Proceedigs of the Iteratioal Coferece o Computig i Civil ad Buildig Egieerig W Tizai (Editor) A study o traffic accidet measures i muicipal roads by usig GIS Satoshi

More information

Identifying poor performers while the process is running

Identifying poor performers while the process is running Idetifyig poor performers while the process is ruig KEYWORDS Michel Ruel P.E. Presidet, TOP Cotrol Ic 4734 Soseeahray Drive 49, Bel-Air St, #103 Hubertus, WI 53033 Levis Qc G6W 6K9 USA Caada mruel@topcotrol.com

More information

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter

Design of FPGA- Based SPWM Single Phase Full-Bridge Inverter Desig of FPGA- Based SPWM Sigle Phase Full-Bridge Iverter Afarulrazi Abu Bakar 1, *,Md Zarafi Ahmad 1 ad Farrah Salwai Abdullah 1 1 Faculty of Electrical ad Electroic Egieerig, UTHM *Email:afarul@uthm.edu.my

More information

The Firing Dispersion of Bullet Test Sample Analysis

The Firing Dispersion of Bullet Test Sample Analysis Iteratioal Joural of Materials, Mechaics ad Maufacturig, Vol., No., Ma 5 The Firig Dispersio of Bullet Test Sample Aalsis Youliag Xu, Jubi Zhag, Li Ma, ad Yoghai Sha Udisputed, this approach does reduce

More information

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code

A New Space-Repetition Code Based on One Bit Feedback Compared to Alamouti Space-Time Code Proceedigs of the 4th WSEAS It. Coferece o Electromagetics, Wireless ad Optical Commuicatios, Veice, Italy, November 0-, 006 107 A New Space-Repetitio Code Based o Oe Bit Feedback Compared to Alamouti

More information

Intermediate Information Structures

Intermediate Information Structures Modified from Maria s lectures CPSC 335 Itermediate Iformatio Structures LECTURE 11 Compressio ad Huffma Codig Jo Roke Computer Sciece Uiversity of Calgary Caada Lecture Overview Codes ad Optimal Codes

More information

Design of FPGA Based SPWM Single Phase Inverter

Design of FPGA Based SPWM Single Phase Inverter Proceedigs of MUCEET2009 Malaysia Techical Uiversities Coferece o Egieerig ad Techology Jue 20-22, 2009, MS Garde,Kuata, Pahag, Malaysia MUCEET2009 Desig of FPGA Based SPWM Sigle Phase Iverter Afarulrazi

More information

Calibrating Car-following Model with Trajectory Data by Cell Phone

Calibrating Car-following Model with Trajectory Data by Cell Phone Calibratig Car-followig Model with Trajectory Data by Cell Phoe Jiag Zeyu 1 jiagzy15@mails.tsighua.edu.c Wag Yog 3 13006373891@qq.com Wag Gagqiao 1 wag-gq15@mails.tsighua.edu.c Zhag Xiagpeg 3 364386058@qq.com

More information

Methods to Reduce Arc-Flash Hazards

Methods to Reduce Arc-Flash Hazards Methods to Reduce Arc-Flash Hazards Exercise: Implemetig Istataeous Settigs for a Maiteace Mode Scheme Below is a oe-lie diagram of a substatio with a mai ad two feeders. Because there is virtually o differece

More information

Novel pseudo random number generation using variant logic framework

Novel pseudo random number generation using variant logic framework Edith Cowa Uiversity Research Olie Iteratioal Cyber Resiliece coferece Cofereces, Symposia ad Campus Evets 011 Novel pseudo radom umber geeratio usig variat logic framework Jeffrey Zheg Yua Uiversity,

More information

Roberto s Notes on Infinite Series Chapter 1: Series Section 2. Infinite series

Roberto s Notes on Infinite Series Chapter 1: Series Section 2. Infinite series Roberto s Notes o Ifiite Series Chapter : Series Sectio Ifiite series What you eed to ow already: What sequeces are. Basic termiology ad otatio for sequeces. What you ca lear here: What a ifiite series

More information

Evaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2

Evaluation of turbulent parameters based on angle-of-arrival fluctuation Yang LI 1,Chao GAO 2, Yi-Ming LI 2, Gang YANG 2 & Xiao-Feng LI 2 Iteratioal Coferece o Iformatio Techology ad Maagemet Iovatio (ICITMI 15) Evaluatio of turbulet parameters based o agle-of-arrival fluctuatio Yag LI 1,Chao GAO, Yi-Mig LI, Gag YANG & Xiao-Feg LI 1 Accoutig

More information

Importance Analysis of Urban Rail Transit Network Station Based on Passenger

Importance Analysis of Urban Rail Transit Network Station Based on Passenger Joural of Itelliget Learig Systems ad Applicatios, 201, 5, 22-26 Published Olie November 201 (http://www.scirp.org/joural/jilsa) http://dx.doi.org/10.426/jilsa.201.54027 Importace Aalysis of Urba Rail

More information

Using Color Histograms to Recognize People in Real Time Visual Surveillance

Using Color Histograms to Recognize People in Real Time Visual Surveillance Usig Color Histograms to Recogize People i Real Time Visual Surveillace DANIEL WOJTASZEK, ROBERT LAGANIERE S.I.T.E. Uiversity of Ottawa, Ottawa, Otario CANADA daielw@site.uottawa.ca, lagaier@site.uottawa.ca

More information

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION

INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION XIX IMEKO World Cogress Fudametal ad Applied Metrology September 6, 9, Lisbo, Portugal INCREASE OF STRAIN GAGE OUTPUT VOLTAGE SIGNALS ACCURACY USING VIRTUAL INSTRUMENT WITH HARMONIC EXCITATION Dalibor

More information

T able 5.1 E xample of a S olid B eef Manur e T es t R epor t. Lab Units 1 % and ppm. Mois tur e Content Total N

T able 5.1 E xample of a S olid B eef Manur e T es t R epor t. Lab Units 1 % and ppm. Mois tur e Content Total N 24 5 Uderstadig the Soil Test & Maure Test Reports 5.1 The Soil Test Report ad the Fertilizer Recommedatio The purpose of soil testig is to measure the amout of available utriets i the soil i order to

More information

Tehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7

Tehrani N Journal of Scientific and Engineering Research, 2018, 5(7):1-7 Available olie www.jsaer.com, 2018, 5(7):1-7 Research Article ISSN: 2394-2630 CODEN(USA): JSERBR 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38

More information

The Institute of Chartered Accountants of Sri Lanka

The Institute of Chartered Accountants of Sri Lanka The Istitute of Chartered Accoutats of Sri Laka Postgraduate Diploma i Busiess ad Fiace Quatitative Techiques for Busiess Hadout 02:Presetatio ad Aalysis of data Presetatio of Data The Stem ad Leaf Display

More information

DIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS

DIGITALLY TUNED SINUSOIDAL OSCILLATOR USING MULTIPLE- OUTPUT CURRENT OPERATIONAL AMPLIFIER FOR APPLICATIONS IN HIGH STABLE ACOUSTICAL GENERATORS Molecular ad Quatum Acoustics vol. 7, (6) 95 DGTALL TUNED SNUSODAL OSCLLATOR USNG MULTPLE- OUTPUT CURRENT OPERATONAL AMPLFER FOR APPLCATONS N HGH STABLE ACOUSTCAL GENERATORS Lesław TOPÓR-KAMŃSK Faculty

More information

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method

The Detection of Abrupt Changes in Fatigue Data by Using Cumulative Sum (CUSUM) Method Proceedigs of the th WSEAS Iteratioal Coferece o APPLIED ad THEORETICAL MECHANICS (MECHANICS '8) The Detectio of Abrupt Chages i Fatigue Data by Usig Cumulative Sum (CUSUM) Method Z. M. NOPIAH, M.N.BAHARIN,

More information

Measurement of Equivalent Input Distortion AN 20

Measurement of Equivalent Input Distortion AN 20 Measuremet of Equivalet Iput Distortio AN 2 Applicatio Note to the R&D SYSTEM Traditioal measuremets of harmoic distortio performed o loudspeakers reveal ot oly the symptoms of the oliearities but also

More information

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS

COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS COMPRESSION OF TRANSMULTIPLEXED ACOUSTIC SIGNALS Mariusz Ziółko, Przemysław Sypka ad Bartosz Ziółko Departmet of Electroics, AGH Uiversity of Sciece ad Techology, al. Mickiewicza 3, 3-59 Kraków, Polad,

More information

SHORT-TERM TRAVEL TIME PREDICTION USING A NEURAL NETWORK

SHORT-TERM TRAVEL TIME PREDICTION USING A NEURAL NETWORK SHORT-TERM TRAVEL TIME PREDICTION USING A NEURAL NETWORK Giovai Huiske ad Eric va Berkum Dept. of Civil Egieerig - Uiversity of Twete - 7500 AE Eschede - The Netherlads E-mail: g.huiske@ctw.utwete.l ad

More information

Horizon 2020 Policy Support Facility

Horizon 2020 Policy Support Facility Horizo 2020 Policy Support Facility MLE o Evaluatio of Busiess R&D Grat Schemes: Behavioural chage i RD&I schemes Paul Cuigham Machester Istitute of Iovatio Research Pim de Hertog DIALOGIC Defiig behavioural

More information

On Parity based Divide and Conquer Recursive Functions

On Parity based Divide and Conquer Recursive Functions O Parity based Divide ad Coquer Recursive Fuctios Sug-Hyu Cha Abstract The parity based divide ad coquer recursio trees are itroduced where the sizes of the tree do ot grow mootoically as grows. These

More information

Horizon 2020 Policy Support Facility

Horizon 2020 Policy Support Facility Horizo 2020 Policy Support Facility Peer Review i PRFS Topics i the Challege Paper Mutual Learig Exercise o Performace Based Fudig Systems Meetig i Lodo 28 April 2017 Dorothea Stur Ageda for this sessio

More information

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS)

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS) teratioal Associatio of Scietific ovatio ad Research (ASR) (A Associatio Uifyig the Scieces, Egieerig, ad Applied Research) teratioal Joural of Emergig Techologies i Computatioal ad Applied Scieces (JETCAS)

More information

A New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches

A New Basic Unit for Cascaded Multilevel Inverters with the Capability of Reducing the Number of Switches Joural of Power Electroics, ol, o, pp 67-677, July 67 JPE --6 http://dxdoiorg/6/jpe67 I(Prit: 98-9 / I(Olie: 9-78 A ew Basic Uit for Cascaded Multi Iverters with the Capability of Reducig the umber of

More information

PV200. Solar PV tester and I-V curve tracer

PV200. Solar PV tester and I-V curve tracer PV200 Solar PV tester ad I-V curve tracer The PV200 provides a highly efficiet ad effective test ad diagostic solutio for PV systems, carryig out all commissioig tests required by IEC 62446 ad performig

More information

A study on the efficient compression algorithm of the voice/data integrated multiplexer

A study on the efficient compression algorithm of the voice/data integrated multiplexer A study o the efficiet compressio algorithm of the voice/data itegrated multiplexer Gyou-Yo CHO' ad Dog-Ho CHO' * Dept. of Computer Egieerig. KyiigHee Uiv. Kiheugup Yogiku Kyuggido, KOREA 449-71 PHONE

More information

Ch 9 Sequences, Series, and Probability

Ch 9 Sequences, Series, and Probability Ch 9 Sequeces, Series, ad Probability Have you ever bee to a casio ad played blackjack? It is the oly game i the casio that you ca wi based o the Law of large umbers. I the early 1990s a group of math

More information

A Novel Three Value Logic for Computing Purposes

A Novel Three Value Logic for Computing Purposes Iteratioal Joural o Iormatio ad Electroics Egieerig, Vol. 3, No. 4, July 23 A Novel Three Value Logic or Computig Purposes Ali Soltai ad Saeed Mohammadi Abstract The aim o this article is to suggest a

More information

Counting on r-fibonacci Numbers

Counting on r-fibonacci Numbers Claremot Colleges Scholarship @ Claremot All HMC Faculty Publicatios ad Research HMC Faculty Scholarship 5-1-2015 Coutig o r-fiboacci Numbers Arthur Bejami Harvey Mudd College Curtis Heberle Harvey Mudd

More information

Simulation and Analysis on Signal Acquisition of BDS Receiver with The Aid of INS

Simulation and Analysis on Signal Acquisition of BDS Receiver with The Aid of INS Modelig Simulatio ad Optimizatio Techologies ad Applicatios (MSOTA 2016 Simulatio ad Aalysis o Sigal Acquisitio of DS Receiver with The Aid of INS Shulei Che Xiaqig Tag Xuwei Cheg Juqiag Gao ad Zepeg Su

More information

PV210. Solar PV tester and I-V curve tracer

PV210. Solar PV tester and I-V curve tracer PV210 Solar PV tester ad I-V curve tracer The PV210 provides a highly efficiet ad effective test ad diagostic solutio for PV systems, carryig out all commissioig tests required by IEC 62446 ad performig

More information

Data Mining of Bayesian Networks to Select Fusion Nodes from Wireless Sensor Networks

Data Mining of Bayesian Networks to Select Fusion Nodes from Wireless Sensor Networks www.ijcsi.org http://dx.doi.org/10.20943/01201604.1115 11 Data Miig of Bayesia Networks to Select Fusio Nodes from Wireless Networks Yee Mig Che 1 Chi-Shu Hsueh 2 Chu-Kai Wag 3 1,3 Departmet of Idustrial

More information

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS

A SELECTIVE POINTER FORWARDING STRATEGY FOR LOCATION TRACKING IN PERSONAL COMMUNICATION SYSTEMS A SELETIVE POINTE FOWADING STATEGY FO LOATION TAKING IN PESONAL OUNIATION SYSTES Seo G. hag ad hae Y. Lee Departmet of Idustrial Egieerig, KAIST 373-, Kusug-Dog, Taejo, Korea, 305-70 cylee@heuristic.kaist.ac.kr

More information

Performance Analysis of Channel Switching with Various Bandwidths in Cognitive Radio

Performance Analysis of Channel Switching with Various Bandwidths in Cognitive Radio Performace Aalysis of Chael Switchig with Various Badwidths i Cogitive Radio Po-Hao Chag, Keg-Fu Chag, Yu-Che Che, ad Li-Kai Ye Departmet of Electrical Egieerig, Natioal Dog Hwa Uiversity, 1,Sec.2, Da-Hsueh

More information

Analysis and Optimization Design of Snubber Cricuit for Isolated DC-DC Converters in DC Power Grid

Analysis and Optimization Design of Snubber Cricuit for Isolated DC-DC Converters in DC Power Grid Aalysis ad Optimizatio Desig of Subber Cricuit for Isolated DC-DC Coverters i DC Power Grid Koji Orikawa Nagaoka Uiversity of Techology Nagaoka, Japa orikawa@st.agaokaut.ac.jp Ju-ichi Itoh Nagaoka Uiversity

More information

Unit 5: Estimating with Confidence

Unit 5: Estimating with Confidence Uit 5: Estimatig with Cofidece Sectio 8.2 The Practice of Statistics, 4 th editio For AP* STARNES, YATES, MOORE Uit 5 Estimatig with Cofidece 8.1 8.2 8.3 Cofidece Itervals: The Basics Estimatig a Populatio

More information

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM

AC : USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM AC 007-7: USING ELLIPTIC INTEGRALS AND FUNCTIONS TO STUDY LARGE-AMPLITUDE OSCILLATIONS OF A PENDULUM Josue Njock-Libii, Idiaa Uiversity-Purdue Uiversity-Fort Waye Josué Njock Libii is Associate Professor

More information

PRACTICAL FILTER DESIGN & IMPLEMENTATION LAB

PRACTICAL FILTER DESIGN & IMPLEMENTATION LAB 1 of 7 PRACTICAL FILTER DESIGN & IMPLEMENTATION LAB BEFORE YOU BEGIN PREREQUISITE LABS Itroductio to Oscilloscope Itroductio to Arbitrary/Fuctio Geerator EXPECTED KNOWLEDGE Uderstadig of LTI systems. Laplace

More information

13 Legislative Bargaining

13 Legislative Bargaining 1 Legislative Bargaiig Oe of the most popular legislative models is a model due to Baro & Ferejoh (1989). The model has bee used i applicatios where the role of committees have bee studies, how the legislative

More information

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER

CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 95 CHAPTER 5 A NEAR-LOSSLESS RUN-LENGTH CODER 5.1 GENERAL Ru-legth codig is a lossless image compressio techique, which produces modest compressio ratios. Oe way of icreasig the compressio ratio of a ru-legth

More information

SELECTION AND CONNECTION OF SPRING APPLIED FAILSAFE AND PERMENANT MAGNET BRAKES

SELECTION AND CONNECTION OF SPRING APPLIED FAILSAFE AND PERMENANT MAGNET BRAKES Ck85/06/ 70 Samatha Str SELECTION AND CONNECTION OF SPRING APPLIED FAILSAFE AND PERMENANT MAGNET BRAKES. OPERATING CONDITIONS. Normal Operatig Coditios The ambiet temperature must ot exceed 40 C ad its

More information

Grade 6 Math Review Unit 3(Chapter 1) Answer Key

Grade 6 Math Review Unit 3(Chapter 1) Answer Key Grade 6 Math Review Uit (Chapter 1) Aswer Key 1. A) A pottery makig class charges a registratio fee of $25.00. For each item of pottery you make you pay a additioal $5.00. Write a expressio to represet

More information

Steel. Surface Inspection. Yield Management. Solutions.

Steel. Surface Inspection. Yield Management. Solutions. Steel Surface Ispectio Yield Maagemet Solutios. The Parsytec Flat Steel Solutio Map Casters Slab Decisio (ON01) Material Reassigmet (OP01) Process Aalysis (OP02) Mii Mills Surface Ispectio (SI01) Process

More information

I n t r o d u c t i o n t o P h o t o g r a p h y ( 1 0 )

I n t r o d u c t i o n t o P h o t o g r a p h y ( 1 0 ) 9 1 5 7 I t r o d u c t i o t o P h o t o g r a p h y ( 1 0 ) 20S/20E/20M A Photography Course 9 1 5 7 : I t r o d u c t i o t o P h o t o g r a p h y ( 1 0 ) 2 0 S / 2 0 E / 2 0 M Course Descriptio This

More information

As an Exceptional Student in Intellectual Disabilities. You Are Cordially Invited to be Seen and Recognized as a Future Leader in the Field

As an Exceptional Student in Intellectual Disabilities. You Are Cordially Invited to be Seen and Recognized as a Future Leader in the Field As a Exceptioal Studet i Itellectual Disabilities You Are Cordially Ivited to be See ad Recogized as a Future Leader i the Field You Caot Start Too Early To Begi Your Rise To Leadership i Our Field You

More information

ASample of an XML stream is:

ASample of an XML stream is: 1 Efficiet Multichael i XML Wireless Broadcast Stream Arezoo Khatibi* 1 ad Omid Khatibi 2 1 Faculty of Computer Sciece, Uiversity of Kasha, Kasha, Ira 2 Faculty of Mathematics, Uiversity of Viea,Viea,

More information

High-Order CCII-Based Mixed-Mode Universal Filter

High-Order CCII-Based Mixed-Mode Universal Filter High-Order CCII-Based Mixed-Mode Uiversal Filter Che-Nog Lee Departmet of Computer ad Commuicatio Egieerig, Taipei Chegshih Uiversity of Sciece ad Techology, Taipei, Taiwa, R. O. C. Abstract This paper

More information

A New Energy Efficient Data Gathering Approach in Wireless Sensor Networks

A New Energy Efficient Data Gathering Approach in Wireless Sensor Networks Commuicatios ad Network, 0, 4, 6-7 http://dx.doi.org/0.436/c.0.4009 Published Olie February 0 (http://www.scirp.org/joural/c) A New Eergy Efficiet Data Gatherig Approach i Wireless Sesor Networks Jafar

More information

A New Design of Log-Periodic Dipole Array (LPDA) Antenna

A New Design of Log-Periodic Dipole Array (LPDA) Antenna Joural of Commuicatio Egieerig, Vol., No., Ja.-Jue 0 67 A New Desig of Log-Periodic Dipole Array (LPDA) Atea Javad Ghalibafa, Seyed Mohammad Hashemi, ad Seyed Hassa Sedighy Departmet of Electrical Egieerig,

More information

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA

LETTER A Novel Adaptive Channel Estimation Scheme for DS-CDMA 1274 LETTER A Novel Adaptive Chael Estimatio Scheme for DS-CDMA Che HE a), Member ad Xiao-xiag LI, Nomember SUMMARY This paper proposes a adaptive chael estimatio scheme, which uses differet movig average

More information

Linear General Equilibrium Model of Energy Demand and CO 2 Emissions Generated By the Andalusian Productive System

Linear General Equilibrium Model of Energy Demand and CO 2 Emissions Generated By the Andalusian Productive System America Joural of Ecoomics ad Busiess Admiistratio 4 (4): 216-226, 2012 ISSN: 1945-5488 2012 Sciece Publicatio doi:10.3844/ajebasp.2012.216.226 Published Olie 4 (4) 2012 (http://www.thescipub.com/ajeba.toc)

More information

R. W. Erickson. Department of Electrical, Computer, and Energy Engineering University of Colorado, Boulder

R. W. Erickson. Department of Electrical, Computer, and Energy Engineering University of Colorado, Boulder R. W. Erickso Departmet of Electrical, Computer, ad Eergy Egieerig Uiversity of Colorado, Boulder 4.2.2. The Power MOSFET Gate Source Gate legths approachig oe micro p - p Cosists of may small ehacemetmode

More information

The Consequences of Co-benefits for the Efficient Design of Carbon Sequestration Programs

The Consequences of Co-benefits for the Efficient Design of Carbon Sequestration Programs CARD Workig Papers CARD Reports ad Workig Papers 3-2005 The Cosequeces of Co-beefits for the Efficiet Desig of Carbo Sequestratio Programs Hogli Feg Iowa State Uiversity, hfeg@iastate.edu Catherie L. Klig

More information

Optimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks

Optimal Geolocation Updating for Location Aware Service Provisioning in Wireless Networks Optimal Geolocatio Updatig for Locatio Aware Service Provisioig i Wireless Networks Siri Tekiay Amer Catovic tekiay@adm.jit.edu axc4466@jit.edu New Jersey Istitute of Techology Uiversity Heights, Newark,

More information

Contact us. Remotely Operated Vehicles. For the Nuclear industry. James Fisher Nuclear. James Fisher Nuclear

Contact us. Remotely Operated Vehicles. For the Nuclear industry. James Fisher Nuclear. James Fisher Nuclear Cotact us James Fisher Nuclear James Fisher Nuclear T: +44 (0)1772 622200 E: cotact@jfl.co.uk W: www.jfl.co.uk James Fisher Nuclear Limited Gordo House, Sceptre Way, Bamber Bridge, Presto PR5 6AW Remotely

More information

COS 126 Atomic Theory of Matter

COS 126 Atomic Theory of Matter COS 126 Atomic Theory of Matter 1 Goal of the Assigmet Video Calculate Avogadro s umber Usig Eistei s equatios Usig fluorescet imagig Iput data Output Frames Blobs/Beads Estimate of Avogadro s umber 7.1833

More information

Technical Explanation for Counters

Technical Explanation for Counters Techical Explaatio for ers CSM_er_TG_E Itroductio What Is a er? A er is a device that couts the umber of objects or the umber of operatios. It is called a er because it couts the umber of ON/OFF sigals

More information

CAEN Tools for Discovery

CAEN Tools for Discovery Applicatio Note AN2506 Digital Gamma Neutro discrimiatio with Liquid Scitillators Viareggio 19 November 2012 Itroductio I recet years CAEN has developed a complete family of digitizers that cosists of

More information

MEASUREMENT AND CONTORL OF TOTAL HARMONIC DISTORTION IN FREQUENCY RANGE 0,02-10KHZ.

MEASUREMENT AND CONTORL OF TOTAL HARMONIC DISTORTION IN FREQUENCY RANGE 0,02-10KHZ. ELECTRONICS 00 September, Sozopol, BLGARIA MEASREMENT AND CONTORL OF TOTAL HARMONIC DISTORTION IN FREQENCY RANGE 0,0-0KHZ. Plame Agelov Agelov Faculty for Computer Sciece, Egieerig ad Natural Studies,

More information

arxiv: v2 [math.co] 15 Oct 2018

arxiv: v2 [math.co] 15 Oct 2018 THE 21 CARD TRICK AND IT GENERALIZATION DIBYAJYOTI DEB arxiv:1809.04072v2 [math.co] 15 Oct 2018 Abstract. The 21 card trick is well kow. It was recetly show i a episode of the popular YouTube chael Numberphile.

More information

Laboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis

Laboratory Exercise 3: Dynamic System Response Laboratory Handout AME 250: Fundamentals of Measurements and Data Analysis Laboratory Exercise 3: Dyamic System Respose Laboratory Hadout AME 50: Fudametals of Measuremets ad Data Aalysis Prepared by: Matthew Beigto Date exercises to be performed: Deliverables: Part I 1) Usig

More information

Indoor Localization by Pattern Matching Method Based On Extended Database

Indoor Localization by Pattern Matching Method Based On Extended Database Vol:8, No:, Idoor Localizatio by atter Matchig Method Based O Exteded Database Gyumi Hwag, Jihog Lee Iteratioal Sciece Idex, Mechaical ad Mechatroics Egieerig Vol:8, No:, waset.org/ublicatio/9997 Abstract

More information

(2) The MOSFET. Review of. Learning Outcome. (Metal-Oxide-Semiconductor Field Effect Transistor) 2.0) Field Effect Transistor (FET)

(2) The MOSFET. Review of. Learning Outcome. (Metal-Oxide-Semiconductor Field Effect Transistor) 2.0) Field Effect Transistor (FET) EEEB73 Electroics Aalysis & esig II () Review of The MOSFET (Metal-Oxide-Semicoductor Field Effect Trasistor) Referece: Neame, Chapter 3 ad Chapter 4 Learig Outcome Able to describe ad use the followig:

More information

Multisensor transducer based on a parallel fiber optic digital-to-analog converter

Multisensor transducer based on a parallel fiber optic digital-to-analog converter V Iteratioal Forum for Youg cietists "pace Egieerig" Multisesor trasducer based o a parallel fiber optic digital-to-aalog coverter Vladimir Grechishikov 1, Olga Teryaeva 1,*, ad Vyacheslav Aiev 1 1 amara

More information

Design and Construction of a Three-phase Digital Energy Meter

Design and Construction of a Three-phase Digital Energy Meter Desig ad Costructio of a Three-phase Digital Eergy Meter D.P.Chadima, V.G.R.G. Jayawardae, E.A.E.H. Hemachadra, I.N.Jayasekera, H.V.L.Hasaraga, D.C. Hapuarachchi (chadima@elect.mrt.ac.lk, geethagaj@gmail.com,era.hem@gmail.com,ishaivaka@gmail.com,lahiru_hasaraga@yahoo.com,diya_elect.uom@gmail.com)

More information

SERCOS ENERGY. SERCOS International e.v.

SERCOS ENERGY. SERCOS International e.v. SERCOS ENERGY SERCOS Iteratioal e.v. Table of Cotets Short Overview of SERCOS Eergy 3 About SERCOS 3 Eergy Efficiecy i Figures 4 Classificatio of SERCOS Eergy 5 SERCOS Eergy Applicatio scearios 6 Short

More information

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ *

Data Acquisition System for Electric Vehicle s Driving Motor Test Bench Based on VC++ * Available olie at www.sciecedirect.com Physics Procedia 33 (0 ) 75 73 0 Iteratioal Coferece o Medical Physics ad Biomedical Egieerig Data Acquisitio System for Electric Vehicle s Drivig Motor Test Bech

More information

ICM7213. One Second/One Minute Timebase Generator. Features. Description. Ordering Information. Pinout. August 1997

ICM7213. One Second/One Minute Timebase Generator. Features. Description. Ordering Information. Pinout. August 1997 August 997 Features Guarateed V Operatio Very Low Curret Cosumptio (Typ).... µa at V All Outputs TTL Compatible O Chip Oscillator Feedback Resistor Oscillator Requires Oly Exteral compoets: Fixed Capacitor,

More information

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003 troductio to Wireless Commuicatio ystems ECE 476/ECE 501C/C 513 Witer 2003 eview for Exam #1 March 4, 2003 Exam Details Must follow seatig chart - Posted 30 miutes before exam. Cheatig will be treated

More information

lecture notes September 2, Sequential Choice

lecture notes September 2, Sequential Choice 18.310 lecture otes September 2, 2013 Sequetial Choice Lecturer: Michel Goemas 1 A game Cosider the followig game. I have 100 blak cards. I write dow 100 differet umbers o the cards; I ca choose ay umbers

More information

Wind effect on Hyperbolic RCC Cooling Tower

Wind effect on Hyperbolic RCC Cooling Tower Iteratioal Joural of Curret Egieerig ad Techology E-ISSN 77 46, P-ISSN 47 6 INPRESSCO, All Rights Reserved Available at http://ipressco.com/category/ijcet Research Article Wid effect o Hyperbolic RCC Tower

More information

Wi-Fi or Femtocell: User Choice and Pricing Strategy of Wireless Service Provider

Wi-Fi or Femtocell: User Choice and Pricing Strategy of Wireless Service Provider Wi-Fi or Femtocell: User Choice ad Pricig Strategy of Wireless Service Provider Yajiao Che, Qia Zhag Departmet of Computer Sciece ad Egieerig Hog Kog Uiversity of Sciece ad Techology Email: {cheyajiao,

More information

Procedia - Social and Behavioral Sciences 128 ( 2014 ) EPC-TKS 2013

Procedia - Social and Behavioral Sciences 128 ( 2014 ) EPC-TKS 2013 Available olie at www.sciecedirect.com ScieceDirect Procedia - Social ad Behavioral Scieces 18 ( 014 ) 399 405 EPC-TKS 013 Iductive derivatio of formulae by a computer Sava Grozdev a *, Veseli Nekov b

More information

Sources of Innovation

Sources of Innovation Sources of Iovatio Case: Give Imagig s Camera Pill v The Camera Pill: A capsule that is swallowed by patiet that broadcasts images of the small itestie v Iveted by Gavriel Idda & team of scietists Idda

More information

Pulse-echo Ultrasonic NDE of Adhesive Bonds in Automotive Assembly

Pulse-echo Ultrasonic NDE of Adhesive Bonds in Automotive Assembly ECNDT 6 - Poster 7 Pulse-echo Ultrasoic NDE of Adhesive Bods i Automotive Assembly Roma Gr. MAEV, Sergey TITOV, Uiversity of Widsor, Widsor, Caada Abstract. Recetly, adhesive bodig techology has begu to

More information

History and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna

History and Advancement of the Family of Log Periodic Toothed Planer Microstrip Antenna Joural of Electromagetic Aalysis ad Applicatios, 2011, 3, 242-247 doi:10.4236/jemaa.2011.36039 Published Olie Jue 2011 (http://www.scirp.org/joural/jemaa) History ad Advacemet of the Family of Log Periodic

More information

Recovering low frequencies for impedance inversion by frequency domain deconvolution

Recovering low frequencies for impedance inversion by frequency domain deconvolution Recoverig low frequecies for impedace iversio by frequecy domai decovolutio Sia. Esmaeili*, CREWES, Uiversity of Calgary, sesmaeil@ucalgary.ca Gary. Frak. Margrave, CREWES, Uiversity of Calgary, margrave@ucalgary.ca

More information

Financial Time Series Forecasting Using Hybrid Wavelet-Neural Model

Financial Time Series Forecasting Using Hybrid Wavelet-Neural Model 50 The Iteratioal Arab Joural of Iformatio Techology, Vol. 5, No., Jauary 208 Fiacial Time Series Forecastig Usig Hybrid Wavelet-Neural Model Jovaa Božić ad Djordje Babić School of Computig, Uiversity

More information

Single Bit DACs in a Nutshell. Part I DAC Basics

Single Bit DACs in a Nutshell. Part I DAC Basics Sigle Bit DACs i a Nutshell Part I DAC Basics By Dave Va Ess, Pricipal Applicatio Egieer, Cypress Semicoductor May embedded applicatios require geeratig aalog outputs uder digital cotrol. It may be a DC

More information

BANDWIDTH AND GAIN ENHANCEMENT OF MULTIBAND FRACTAL ANTENNA BASED ON THE SIERPINSKI CARPET GEOMETRY

BANDWIDTH AND GAIN ENHANCEMENT OF MULTIBAND FRACTAL ANTENNA BASED ON THE SIERPINSKI CARPET GEOMETRY ISSN: 2229-6948(ONLINE) DOI: 10.21917/ijct.2013.0095 ICTACT JOURNAL ON COMMUNICATION TECHNOLOGY, MARCH 2013, VOLUME: 04, ISSUE: 01 BANDWIDTH AND GAIN ENHANCEMENT OF MULTIBAND FRACTAL ANTENNA BASED ON THE

More information

HELIARC. THE FIRST NAME IN TIG.

HELIARC. THE FIRST NAME IN TIG. HELIARC. THE FIRST NAME IN TIG. YOU AND HELIARC. NOT EVERYONE APPRECIATES THE BEAUTY OF A TRULY GREAT WELD. BUT YOU DO. YOU VE PUT IN THE YEARS AND MASTERED THE ART AND CRAFT OF GTAW (TIG). AND EVER SINCE

More information

Lecture 3. OUTLINE PN Junction Diodes (cont d) Electrostatics (cont d) I-V characteristics Reverse breakdown Small-signal model

Lecture 3. OUTLINE PN Junction Diodes (cont d) Electrostatics (cont d) I-V characteristics Reverse breakdown Small-signal model Lecture 3 AOUCEMETS HW2 is osted, due Tu 9/11 TAs will hold their office hours i 197 Cory Prof. Liu s office hours are chaged to TuTh 12-1PM i 212/567 Cory EE15 accouts ca access EECS Widows Remote eskto

More information

POWERS OF 3RD ORDER MAGIC SQUARES

POWERS OF 3RD ORDER MAGIC SQUARES Fuzzy Sets, Rough Sets ad Multivalued Operatios ad Applicatios, Vol. 4, No. 1, (Jauary-Jue 01): 37 43 Iteratioal Sciece Press POWERS OF 3RD ORDER MAGIC SQUARES Sreerajii K.S. 1 ad V. Madhukar Mallayya

More information

SEE 3263: ELECTRONIC SYSTEMS

SEE 3263: ELECTRONIC SYSTEMS SEE 3263: ELECTRONIC SYSTEMS Chapter 5: Thyristors 1 THYRISTORS Thyristors are devices costructed of four semicoductor layers (pp). Four-layer devices act as either ope or closed switches; for this reaso,

More information

Analysis of SDR GNSS Using MATLAB

Analysis of SDR GNSS Using MATLAB Iteratioal Joural of Computer Techology ad Electroics Egieerig (IJCTEE) Volume 5, Issue 3, Jue 2015 Aalysis of SDR GNSS Usig MATLAB Abstract This paper explais a software defied radio global avigatio satellite

More information

Massachusetts Institute of Technology Dept. of Electrical Engineering and Computer Science Fall Semester, Introduction to EECS 2.

Massachusetts Institute of Technology Dept. of Electrical Engineering and Computer Science Fall Semester, Introduction to EECS 2. Massachusetts Istitute of Techology Dept. of Electrical Egieerig ad Computer Sciece Fall Semester, 006 6.08 Itroductio to EECS Prelab Exercises Pre-Lab#3 Modulatio, demodulatio, ad filterig are itegral

More information

FPGA Implementation of the Ternary Pulse Compression Sequences

FPGA Implementation of the Ternary Pulse Compression Sequences FPGA Implemetatio of the Terary Pulse Compressio Sequeces N.Balaji 1, M. Sriivasa rao, K.Subba Rao 3, S.P.Sigh 4 ad N. Madhusudhaa Reddy 4 Abstract Terary codes have bee widely used i radar ad commuicatio

More information

P h o t o g r a p h i c E q u i p m e n t ( 1 1 A )

P h o t o g r a p h i c E q u i p m e n t ( 1 1 A ) 9 1 5 8 P h o t o g r a p h i c E q u i p m e t ( 1 1 A ) 30S/30E/30M A Photography Course 9 1 5 8 : P h o t o g r a p h i c E q u i p m e t ( 1 1 A ) 3 0 S / 3 0 E / 3 0 M Course Descriptio This course

More information

Efficient Energy Consumption Scheduling: Towards Effective Load Leveling

Efficient Energy Consumption Scheduling: Towards Effective Load Leveling eergies Article Efficiet Eergy Cosumptio Schedulig: Towards Effective Load Levelig Yua Hog 1, *, Shegbi Wag 2 ad Ziyue Huag 3 1 Departmet of Iformatio Techology Maagemet, Uiversity at Albay, SUNY, 1400

More information