Streamlining Power Electronics Teaching

Size: px
Start display at page:

Download "Streamlining Power Electronics Teaching"

Transcription

1 Sreamlining Power Elecronics Teaching Clovis Anonio Pery, Joabel Moia, Fernando Sanana Pacheco Elecronics Deparmen, Campus Florianópolis Federal Insiue of Sana Caarina Av. Mauro Ramos, 950, Florianópolis SC, Brasil Absrac This work inends o inroduce he use of remoe laboraories for power elecronics eaching, by means of VISIR Virual Insrumen Sysem in Realiy). The sysem is applied for he analysis of wo simple circuis, a RC filer and an AC measuring nework. The proposed mehodology inroduces remoe aciviies afer heoreical lessons, pen and pencil exercises, circui simulaions, and on-sie laboraory experimenaion. This sraegy has been validaed by professors and a pilo group of sudens a he Elecronics Deparmen of he Federal Insiue of Sana Caarina. As a general conclusion, remoe labs conribue o learning, bu canno subsiue compleely on-sie laboraories. Keywords remoe laboraory, power elecronics, VISIR. I. INTRODUCTION Teaching of power elecronics is commonly accomplished by means of lecures, problem solving, circui simulaion, and laboraory aciviies [1]. Thus, he mehodology for eaching power elecronics is no differen han he widespread analog elecronics eaching approaches [2, 3]. In boh conexs, some phenomena concerning he operaion of power elecronics componens are discerned only by means of laboraory experimens, which reinforce he imporance of hands-on aciviies for elecronics learning [1 5]. Throughou he world, effors have been made in order o spark he ineres of sudens o hemes relaed o power elecronics. Problem based approaches allow he inegraion of inerdisciplinary knowledge and learning of differen skills, and consiue an ineresing alernaive as discussed in [1 3, 6 8]. Besides problem based learning PBL), he use of remoe laboraories seems o sreamline he learning process of sudens, accompanied or no wih hands-on aciviies and circui simulaion [9 16]. Comparaive sudies beween remoe, virual, and hands-on laboraories applied in echnical areas are presened in [9 10]. In he same way, professors of he Deparmen of Elecronics a he Federal Insiue of Sana Caarina have been assessing sraegies o make educaion more aracive and dynamic. Some of he iniiaives o urn power elecronics more aracive o sudens are discussed in his work. Therefore, his work inends o inroduce he use of remoe laboraories for power elecronics eaching wih he aid of a ool called Virual Insrumen Sysem in Realiy VISIR) [12]. In our sudy, we show he assessmen of wo circuis wih small degree of difficuly eiher by sudens and by professors. Gusavo Ribeiro Alves, Manuel Carlos Felgueiras Deparmen of Elecrical Engineering Polyechnic of Poro School of Engineering Rua Dr. Anónio Bernardino de Almeida, Poro, Porugal This paper is organized as follows. We presen he challenges in eaching power elecronics in Secion II. In Secion III, we presen our proposal o inroduce VISIR in power elecronics classes. Secion IV describes he assessmen of VISIR by sudens and professors. Conclusions and suggesions for fuure work are presened in Secion V. II. TEACHING POWER ELECTRONICS Power elecronics is a mulidisciplinary area inside he elecrical engineering domain. Thus, eaching of power elecronics implies, for he eacher, knowledge of diverse fields, among which elecrical circuis, magneic elemens, power sysems, signal processing, and conrol sysems [19, 20]. On his basis, disciplines relaed o power elecronics are placed a he end of elecronics courses. In his conex, he eaching of power elecronics is a he same ime rewarding and challenging, since he sudens have already accumulaed knowledge o develop more comprehensive and deeper sudies. On he oher hand, a he end of a four or five-year course, sudens have acquired mauriy o discern beween convenional sraegies and inspiring eaching approaches. Many research groups in power elecronics have conduced sudies and aemps o make he eaching of his subjec more aracive and dynamic for sudens a he end of he course or even for freshmen [1 3, 8, 17]. Over he years, we carried ou various aemps o improve he eaching of power elecronics for elecronics echnicians. Noe ha, in his level of formal educaion, sudens are eenagers and power elecronics is a he final phase of he course. Our firs inspiraion was he solar climber [3], projec carried ou in he Power Elecronic Sysems Laboraory of ETH Zurich Fig. 1). Their plan comprises a phoovolaic panel, power saic converers, and moors, allowing he inegraion beween he energy source, he load, and he processing circuiry. In his regard, our firs aemp o he final erm projec of power elecronics was an elecric car, based on a oy vehicle plaform Fig. 2), commercially available. This projec was carried ou in The main goal was o apply phoovolaic cells o sore energy in ulra capaciors, emulaing a recharge saion, and hen perform a race wih he cars, emphasizing he opimizaion of energy processing circuis saic converers). Over he following semesers, he proposals were modified o ease he developmen of he projecs by sudens. Fig. 3 shows one projec using he Arduino plaform [21] conneced

2 o elecronic circuis for energy processing and o drive a DC moor. Fig. 4 shows anoher projec wih Arduino, o conrol he brighness of a ligh bulb. Fig. 1. Solar Climber of ETH Zurich [3]. Fig. 2. Final erm projec employing oy cars. Fig. 5. Sudens using componens of he final erm projec for aciviies developed during he classes. Over he semesers in which he final erm projecs were carried ou from 2010 unil 2013), we noiced a higher degree of involvemen from sudens, and greaer inegraion of differen subjecs learned hroughou he semeser. Our conclusion is ha he use of a plaform like Arduino allowed faser and easier work by sudens, increasing moivaion, as well as enabled flexibiliy o applicaions in command and conrol of power elecronics circuis. The biannual organizaion of he projec aciviies allows he diluion of heoreical classes, simulaion aciviies, and hands-on experimens hroughou he semeser. Pracical aciviies, as shown in Fig. 5, le sudens increase heir problem solving experience. Afer our experience wih final erm projecs, we began o discuss how sudens could use es equipmens ouside he labs. Some research works [9 10, 24] discuss key poins regarding eaching of elecronics or oher echnical areas using compuer simulaions, on-sie lab aciviies, and remoe laboraories. Currenly, here is no consensus abou wha form is beer for eaching opics relaed o engineering. Fig. 3. Final erm projec wih Arduino and DC moor drive. The use of remoe laboraories are usually associaed o cos reducions of laboraories faciliies [17] or o make he experimens available a any ime and a any place [11 16]. This way, remoe labs become anoher ool o sreamline power elecronics eaching, joining o he lis of resources: heoreical classes, resoluion of exercises, simulaion of circuis, and on-sie laboraory aciviies. Virual Insrumen Sysem in Realiy VISIR) is discussed in [11 16] as a resource for carrying ou differen aciviies of a elecronics laboraory. These research works focus on general elecronics, addressing aciviies relaed o circui analysis, filers, and operaional amplifiers, among ohers. In [18], he use of VISIR is exended for differen applicaions, including circuis for power elecronics, as shown in Fig. 6. These circuis were implemened as par of he main plaform, i.e., hey are currenly no available for parner insiuions hrough sandard modules. Fig. 4. Final erm projec in which Arduino conrols he brighness of ligh bulbs. The circuis shown in Fig. 6 are: a) and b) second order filer; c) full wave recifier wih capaciive filer; d) linear

3 volage regulaor, and e) swiched regulaor. These circuis cover a broad range of opics sudied in power elecronics, from AC-DC converers o DC-DC converers, passive filers, and pulse-widh modulaion PWM), among ohers. Oher research works [22 24] also discuss power elecronics eaching, wih a focus on online simulaions and apples. An imporan comparaive sudy beween he main eaching echniques for power elecronics is shown in [24]. A ha ime 2002), auhors classified eaching ools ino he following ypes: Slideshow A sandard ool for eaching, in he mos diverse areas of knowledge and also in indusry. A pracical, easy, and flexible sysem. The passiveness of he suden is poined ou as a disadvanage as well as he fac ha usually slides are no prepared for selfsudy. Slideshows are adequae for presening conen quickly and in a focused manner. Slideshow wih movies, ex and audio The inclusion of mulimedia conen increases he possibiliy of using slideshows for self-sudy. Numerical Simulaion Compuer simulaions for circui design are commonplace boh in academia or in indusry. Numerical simulaions enable cos reducion, increase flexibiliy, and preven he risk of misakes made by sudens in real experimens. However, simulaions only become effecive ools for learning when associaed wih he familiariy wih physical elemens obained in lab aciviies. Web-Based Simulaion For an adminisraive poin of view, i is beer han convenional simulaion packages, since i dispenses he purchase of sofware, and usually permis operaion under differen operaing sysems. The dependency on a reliable inerne connecion, and he difficuly simulaion resuls are poined ou as disadvanages. Simulaion combined wih ex Here, i presens he conen direcly on he websie, incorporaing simulaions in Java, videos, exercises, among oher resources. Ineracive Animaions wih he ipes Auhors discuss a sysem developed and used a ETH Zurich, which has an emphasis on conen ineraciviy, reducing he focus on simulaion. I has as a main advanage he quick response, since sudens can change any parameer and examine he resul immediaely, because i operaes as an animaion and no as a simulaion. Flexibiliy is no a key poin; sudens mus follow exacly wha is expeced in a se of predeermined circuis. As a conclusion, any ool has advanages and disadvanages, and none of he previously shown can replace compleely he ohers. I is he main responsibiliy of professors and adminisraive saff ake ino accoun he characerisics of he conen, analyze he previous experience of sudens, and he environmen in which he suden is, o selec he bes opion. Especially in power elecronics, some opics are beer undersood during he experimenaion in he laboraory; for example, semiconducors under swiching operaion, he performance of elemens wih hea sinks, and he analysis of speed variaion of an engine. Oher conens may be exploied by numerical simulaion; for insance, modulaion circuis, signal filering and condiioning. Some issues require repeiion of exercises and circui modificaions o assure sudens undersand how elemens work. As an example, driver circuis for power ransisors. Finally, learning wih error is imporan in some opics, where sudens should hink how o obain he expeced resuls. For example, he generaion of command signals for ransisors from sinusoidal PWM modulaion requires his king of hinking. Thereby, his work proposes he inclusion of remoe lab aciviies o he usual oolbox for power elecronics eaching. This way, opics are inroduced wih heoreical lessons, and are advanced hrough exercises for fixing he conen, numerical simulaion of circuis, on-sie laboraory experimenaion and aciviies in remoe labs. Fig. 7 shows briefly hese differen seps for eaching elecronics and power elecronics. III. PROPOSAL OF A NEW METHODOLOGY Power elecronics circuis usually exhibi wo sages: energy processing, and signal processing. The energy processing sage consiss of passive componens and high volage and/or high curren power semiconducors. Signal processing circuis drive such power semiconducors, apply a closed-loop conrol for power converers, are responsible for sysem proecion, and operaion supervision [1]. Among signal processing circuis, circuis for measuring elecrical quaniies are usual in power elecronics applicaions. Moreover, passive filers and resisive neworks are commonly employed o reduce he ampliude of he signals under analysis [19 20]. Power circuis, on he oher hand, are usually classified in he following caegories: AC-DC, AC-AC, DC- DC, and DC-AC converers [19]. Among AC-DC converers, i is common pracice o begin he sudy by simpler circuis wih diodes and sinusoidal signals [19]. Afer a firs conac wih power semiconducor devices, sudens are inroduced o recifiers and filers by lecures. Pen and pencil exercises and sofware simulaions are he nex aciviies. The las sage is he pracical implemenaion, where sudens assemble he circuis on a breadboard and perform he measuremens. Remoe laboraories are a complemen here, giving he opporuniy o sudens repea he laboraory aciviies, reinforcing he knowledge acquired and exploring some advanced opics beer. The main conceps of he subjec being sudied will be addressed boh in he lecures, during he simulaions, and wih he laboraory classes. This way, sudens have hree disinc momens o absorb and o undersand he conens. The eaching mehodology for power elecronics proposed in his work have been implemened in hree sages. In he firs one, professors evaluae he mehodology, making some

4 experimens wih he remoe lab plaform VISIR. In he second sage, all proposed seps are developed, checking for improvemen poins and rying o predic some difficulies ha sudens could find in heir developmen. This validaion phase was implemened wih a pilo group of sudens in he beginning of This paper repors resuls from his wo phases, collecing opinions from professors and sudens. The final sage is he applicaion of his mehodology for differen classes of elecronics echnician sudens, hrough a cooperaive projec beween IFSC and he Poro Superior Insiue of Engineering ISEP). L e a r n i n g V e r i f i c a i o n Remoe Laboraory Experimenaion Laboraory Experimenaion Elecronics Conen Conen Exposiion Exercises Numerical Simulaion Theoreical Par Simulaion Phase Experimenal Phases Fig. 7. Aciviies carried ou by he suden for sudies in power elecronics. IV. EXPERIMENTS USING VISIR In his pilo sudy, he proposed experimens wih VISIR Virual Insrumen Sysem in Realiy) comprise wo simple circuis wih passive elemens resisors and capaciors). These circuis can be implemened using a gues accoun in he virual experimenaion environmen. Boh experimens require o measure an oupu volage considering a variaion of frequency in he inpu signal. Experimens were carried ou by professors and sudens as specified in Secion III. Sudens' learning pah followed all he seps shown in Fig. 7. A. Experimen 1 RC Filer The firs experimen is a firs order lowpass filer, wih only a resisor and a capacior, as shown in Fig. 8. The inpu and oupu volage waveforms are also shown in his Figure. A ypical applicaion for his circui is in filering a pulse widh modulaion PWM) signal generaed by a microconroller for an analog circui applicaion. R kω + v i v i v o C 1 56 nf v o - - Fig. 8. Lowpass filer circui, and inpu and oupu volage waveforms. Three differen professors and eigh sudens have implemened his circui using VISIR. Fig. 9 shows one session of such an experimen, wih he circui elemens, and he connecions o he funcion generaor and oscilloscope. Fig. 6. Power elecronic circuis implemened in [18] using he VISIR. The inpu volage is a square signal wih ampliude of 2 V and 2 V of mean value, as shown in Fig. 10. Professors measured he ripple in he oupu volage signal and filled Table I, for he firs sage. For he pilo group of sudens, we modified he inpu signal. Since heir class assignmen involved sinusoidal

5 signals, he inpu signal was modified o a sinusoidal one wih ampliude of 1 V and variable frequency as shown in Table II. Since values obained by he eigh sudens are similar, Table II shows only he resuls from one of hem. Sudens were inroduced o he circui opology and wih pencil and pen calculaions, filled he columns gain and Calculaed oupu volage. Afer ha, using a simulaion sofware Proeus from Labcener Elecronics), hey obained he values in he column Simulaed oupu volage. An onsie laboraory was se up and wih esing equipmens oscilloscope being he main one) hey obained values in he column Experimenal oupu volage. Finally, hey had heir firs conac wih VISIR Figs. 6 and 7) and filled he column VISIR oupu volage. Afer he experimens, users professors and sudens) answered a form poining ou heir opinion abou he virual experimenaion plaform. TABLE I. MEASURED VALUES FOR THE FIRST EXPERIMENT MADE BY PROFESSORS User 1 User 2 User 3 Frequency [khz] TABLE II. Frequency [khz] Gain [V/V] MEASURED VALUES FOR THE FIRST EXPERIMENT MADE BY STUDENTS Calculaed Simulaed Experimenal VISIR 1 0,273!"#$% 0,270 0,280 0, ,140!"&'! 0,135 0,140 0, ,094!"!' 0,094 0,100 0, ,071!"!$& 0,070 0,080 0, ,057!"!)$ 0,050 0,060 0, ,028!"!#* 0,028 0,040 0,060 Fig. 10. Oscilloscope view inside VISIR wih inpu upper signal) and oupu lower signal) volage waveforms for he firs experimen. B. Experimen 2 AC measuring circui The following circui comprises a resisive nework wih a capaciive filer Fig. 11). This circui is commonly employed for measuring sinusoidal signals. The resisive nework reduces he ampliude of he signal while he RC filer fades high frequency noise. + v i - R 1 R 2 1 kω 1 kω C 1 56 nf Fig. 11. Circui for he second experimen, wih applicaions in sinusoidal signal measuring. Here we followed he same mehodology of he firs experimen. Three professors and a pilo group of eigh sudens ake par in he ess. One session of VISIR for his experimen is shown in Fig. 12. The inpu volage is a sinusoidal signal wih ampliude of 1 V and 2 V of mean value, as shown in Fig. 13. Professors should measure he ripple in he oupu volage signal and fill Table III. Wih he same procedure described for he firs experimen, sudens filled Table IV. For heir session, inpu signal was sinusoidal, wih null mean value and ampliude of 1 V. + v o - v i v o TABLE III. MEASURED VALUES FOR THE SECOND EXPERIMENT MADE BY PROFESSORS Fig. 9. A session of VISIR wih he firs circui lowpass filer). User 1 User 2 User 3 Frequency [khz]

6 TABLE IV. MEASURED VALUES FOR THE SECOND EXPERIMENT MADE BY STUDENTS Frequency [khz] Gain [V/V] ,492 0,408 0,289 0,247 0,136 0,093 Calculaed!"'#!"'!*!"#*!"#'$!"&%+!"!% Simulaed 0,490 0,398 0,282 0,236 0,138 0,089 Experimenal 0,480 0,412 0,304 0,264 0,150 0,116 VISIR 0,450 0,400 0,280 0,260 0,120 0,090 3) Measuring elecrical insrumenaion was? ) Easy ) Inermediae ) Hard quaniies using VISIR 4) Time spen for virual experimens, when compared wih real experimens? ) Small ) Medium ) Large 5) Your general impression abou he use of VISIR for hese aciviies was? ) Bad ) Good ) Very good 6) Considering hese experimens, he poenial for using VISIR in classes is? ) Small ) Medium ) Large Fig. 12. A session of VISIR wih he second circui resisive nework for measuring sinusoidal signals). Fig. 13. Oscilloscope view inside VISIR wih inpu upper signal) and oupu lower signal) volage waveforms for he second experimen. Users' answers are shown from Fig. 14 unil Fig. 19. Fig. 14. Answers for quesion 1. C. Discussion abou users' answers Afer he experimens, users answered some quesions regarding he use of he virual insrumenaion environmen. The form is he following: 1) Circui implemenaion using VISIR was? ) Easy ) Inermediae ) Hard 2) Equipmen adjusmens inside VISIR were? ) Easy ) Inermediae ) Hard Fig. 15. Answers for quesion 2.

7 Fig. 16. Answers for quesion 3. Fig. 17. Answers for quesion 4. Fig. 19. Answers for quesion 6. Equipmen adjusmen inside VISIR was considered easy and of inermediae difficuly, wha is probably associaed wih previous experience wih similar equipmen; Measuremen using VISIR equipmen were considered easy and of inermediae difficuly, maybe expressing he difficuly wih he firs use of he sysem; Regarding ime spen wih he experimens, users considered he aciviies quicker han convenional experimens, ha are usually slow; The general percepion of he users regarding VISIR was beween good and very good, wha is posiive and indicaes a good accepance of he plaform; The poenial for he use of VISIR in eaching environmens was considered beween medium and large, wha indicaes is prospecive use for power elecronics classes. Fig. 18. Answers for quesion 5. Opinions from professors and sudens are convergen, wih some differences abou equipmen adjusmen and he overall impression abou VISIR. As he firs general conclusion, he inroducion of he remoe lab wih VISIR had a posiive effec. From professors' answers, we can infer ha: Users considered he implemenaion wih VISIR easy, wha is also expeced from sudens; Oherwise, from sudens' answers, we can infer ha: VISIR is an adequae choice for circui verificaion. However, sudens consider on-sie laboraory experimens indispensable; Sudens also poined ou he agreemen in resuls from VISIR and on-sie experimens. However, hey again sressed he imporance of hands-on experience; VISIR user inerface is considered enjoyable and easy o use. I is a good complemen o classes, and o reinforce some opics, mainly because one can access from home; As a general opinion, sudens hink remoe labs conribue o learning, bu canno subsiue on-sie laboraories. In shor, we can conclude ha VISIR has a good poenial of applicaion in some opics of elecronics, especially in power elecronics when combined wih radiional eaching.

8 V. CONCLUSIONS AND FUTURE WORK The use of remoe laboraories o eaching has been promising, and seems o be an effecive way o spark suden's ineres. From our firs experience and from he lieraure, we can conclude ha remoe experimenaion plaforms like VISIR are very promising for elecronics eaching. Two simple experimens were done in his work using he gues accoun, wihou any modificaion in VISIR hardware. This way, he hree professors could be in he role of sudens, giving heir opinion abou he use of he plaform, as well as eigh sudens evaluaed he use of his new ool. Our users in his work professors and sudens) judged he poenial of remoe laboraories for elecronics as very high, combining differen sraegies like lecures, problem solving, simulaion, and experimens in sandard laboraories. This way, he effecive use of VISIR, even for simple circuis, allows sudens o reproduce experimens many imes, giving confidence and improving he success rae. Moreover, VISIR gives flexibiliy regarding he ime schedule and number of simulaneous users. Finally, we can conclude ha VISIR is appropriae for power elecronics eaching, firsly wih simple circuis like he ones presened here. Thus, sudens and professors can learn how o use he plaform, and, afer some ime, hey can develop more complex aciviies. In a fuure work, we plan o exend hese aciviies o a larger group of sudens and also o inroduce new circui opologies like modulaion circuis. ACKNOWLEDGMENT Auhors would like o hank sudens of Elecronics a IFSC for heir conribuion in his research. REFERENCES [1] P. Bauer, J. W. Kolar, Teaching Power Elecronics in he 21s Cenury. 15h European Conference on Power Elecronics and Applicaions, EPE Journal, Vol.13 n o 4, Lille, France, November [2] Jiang W., Yu, F., Mo, Y., A problem oriened model for eaching power elecronic circuis. IEEE 10h Inernaional Conference on Power Elecronics and Drive Sysems PEDS 2013), Kiakyushu, Japan, pp: [3] T. Friedli e al., Modelling he Space Elevaor - A Projec Oriened Approach for Teaching Experimenal Power Elecronics, Proceedings of he 12h European Conference on Power Elecronics and Applicaions EPE 2007), Denmark, Aalborg, CD-ROM, ISBN: , Sepember 2-5, [4] A. R. Marchezan e al., Laboraório Remoo aplicado ao Ensino de Engenharia Elerônica. Available in: <hp://inf.unisul.br/~ines/workcomp/cd/pdfs/2211.pdf> Accessed on June 2011 in Poruguese). [5] J. Juan e al., Mehodology updaing experience in basic digial elecronics eaching. Technologies Applied o Elecronics Teaching TAEE 2012), Vigo, Spain, pp: [6] H. Xu e al., Exploring research of Projec-driven eaching mehods of Elecronic Technology courses. Inernaional Conference on E- Healh Neworking, Digial Ecosysems and Technologies EDT 2010), Shenzhen, China, pp: [7] O. Rompelman, M. Vellekoop, A firs year course in inegraive learning: A pracical example of back o he basics. Anders Hagsröm Ed.): Engineering educaion: Rediscovering he Cenre; Proceedings of he SEFI Annual Conference, Winerhur/Zurich, Sep. 1-3, 1999, pp [8] W. Sulkowski e al., The one year projec as a mehod for fusion of power elecronics wih oher sudies ; EPE-PEMC 2002, Cava/Dubrovnik, ISBN [9] J. E. Corer e al., Remoe Versus Hands-On Labs: A Comparaive Sudy, 34h ASEE/IEEE Froniers in Educaion Conference. Ocober 20-23, 2004, Savannah, GA USA. [10] Michael E. A., Virual Lab versus Remoe Lab., 20h World Conf. on Open Learning and Disance Educaion. Dusseldorf Germany), April [11] J. Llore e al. A remoe nework laboraory o improve universiy classes, WSEAS Inernaional Conference. Proceedings. Mahemaics and Compuers in Science and Engineering. Eds. J. L. Mauri, e al. No. 5. WSEAS, [12] M. Tawfik e al., Virual Insrumen Sysems in Realiy VISIR) for Remoe Wiring and Measuremen of Elecronic Circuis on Breadboard. IEEE Trans. Learning Technologies, Vol.6 nº 1, pp: [13] G. R. Alves, Using VISIR in a large undergraduae course: Preliminary assessmen resuls. Global Engineering Educaion Conference EDUCON 2011), Amman, Jordan, pp: [14] M. E. Auer, Remoe Laboraory of he Carinhia Tech Insiue. Inernaional Conference on Blended Learning, Florianópolis, [15] N. Sousa e al., An Inegraed Reusable Remoe Laboraory o Complemen Elecronics Teaching. IEEE Trans. Learning Technologies, Vol.3 nº 3, pp: [16] M. A. Marques e al., How Remoe Labs Impac on Course Oucomes: Various Pracices Using VISIR. Educaion, IEEE Transacions on, Vol. PP nº 99. [17] J. O. Pacheco e al., Muli-plaform educaion sysem of frequency inverers, Indusry Applicaions INDUSCON), h IEEE/IAS Inernaional Conference on Indusry Applicaions, 2012, Foraleza. Power Eleronics, [18] M. S. T. Abuelela, MSc, Laboraory as a Service LaaS): a Paradigm for Developing and Implemening Modular Remoe Laboraories, Ingeniería Elecrónica, Universidad Nacional de Educación a Disancia, Madrid, España 2011) BSc, Ingeniería Elécrica, Universidad de Ain Shams, El Cairo, Egipo 2008). [19] N. Mohan, Power Elecronic Converers, Applicaion and Design. New York: IE-Wilwy, [20] R. W. Erickson, Fundamenals of Power Elecronics. New York, EUA Chapman & Hall, [21] Arduino, Plaform of Developmen of Projecs. Available in: Access in 18/02/2014. [22] U. Drofenik, J. W. Kolar, Teaching Thermal Design of Power Elecronic Sysems wih Web-Based Ineracive Educaional Sofware, Proceedings of he 18h Annual IEEE Applied Power Elecronics Conference and Exposiion, Miami Beach Florida), USA, Vol. 2, pp , February 9-13, [23] U. Drofenik, J. W. Kolar, Teaching Basics of Inducive Power Componens Using Ineracive Java Apples Performing FEM-Based On-Line Calculaion of he Magneic Flux Disribuion, Proceedings of he 10h Inernaional Power Elecronics and Moion Conrol Conference PEMC 2002), Dubrovnik, Croaia, Sepember 9-11, 2002, CD-ROM, ISBN: [24] U. Drofenik, J. W. Kolar, Survey of Modern Approaches of Educaion in Power Elecronics, Proceedings of he 17h Annual IEEE Applied Power Elecronics Conference and Exposiion APEC 2002), Dallas, USA, Vol. 2, pp , March 10-14, 2002.

Neural Network Model of the Backpropagation Algorithm

Neural Network Model of the Backpropagation Algorithm Neural Nework Model of he Backpropagaion Algorihm Rudolf Jakša Deparmen of Cyberneics and Arificial Inelligence Technical Universiy of Košice Lená 9, 4 Košice Slovakia jaksa@neuron.uke.sk Miroslav Karák

More information

MyLab & Mastering Business

MyLab & Mastering Business MyLab & Masering Business Efficacy Repor 2013 MyLab & Masering: Business Efficacy Repor 2013 Edied by Michelle D. Speckler 2013 Pearson MyAccouningLab, MyEconLab, MyFinanceLab, MyMarkeingLab, and MyOMLab

More information

An Effiecient Approach for Resource Auto-Scaling in Cloud Environments

An Effiecient Approach for Resource Auto-Scaling in Cloud Environments Inernaional Journal of Elecrical and Compuer Engineering (IJECE) Vol. 6, No. 5, Ocober 2016, pp. 2415~2424 ISSN: 2088-8708, DOI: 10.11591/ijece.v6i5.10639 2415 An Effiecien Approach for Resource Auo-Scaling

More information

Information Propagation for informing Special Population Subgroups about New Ground Transportation Services at Airports

Information Propagation for informing Special Population Subgroups about New Ground Transportation Services at Airports Downloaded from ascelibrary.org by Basil Sephanis on 07/13/16. Copyrigh ASCE. For personal use only; all righs reserved. Informaion Propagaion for informing Special Populaion Subgroups abou New Ground

More information

Fast Multi-task Learning for Query Spelling Correction

Fast Multi-task Learning for Query Spelling Correction Fas Muli-ask Learning for Query Spelling Correcion Xu Sun Dep. of Saisical Science Cornell Universiy Ihaca, NY 14853 xusun@cornell.edu Anshumali Shrivasava Dep. of Compuer Science Cornell Universiy Ihaca,

More information

Channel Mapping using Bidirectional Long Short-Term Memory for Dereverberation in Hands-Free Voice Controlled Devices

Channel Mapping using Bidirectional Long Short-Term Memory for Dereverberation in Hands-Free Voice Controlled Devices Z. Zhang e al.: Channel Mapping using Bidirecional Long Shor-Term Memory for Dereverberaion in Hands-Free Voice Conrolled Devices 525 Channel Mapping using Bidirecional Long Shor-Term Memory for Dereverberaion

More information

1 Language universals

1 Language universals AS LX 500 Topics: Language Uniersals Fall 2010, Sepember 21 4a. Anisymmery 1 Language uniersals Subjec-erb agreemen and order Bach (1971) discusses wh-quesions across SO and SO languages, hypohesizing:...

More information

More Accurate Question Answering on Freebase

More Accurate Question Answering on Freebase More Accurae Quesion Answering on Freebase Hannah Bas, Elmar Haussmann Deparmen of Compuer Science Universiy of Freiburg 79110 Freiburg, Germany {bas, haussmann}@informaik.uni-freiburg.de ABSTRACT Real-world

More information

LABORATORY : A PROJECT-BASED LEARNING EXAMPLE ON POWER ELECTRONICS

LABORATORY : A PROJECT-BASED LEARNING EXAMPLE ON POWER ELECTRONICS LABORATORY : A PROJECT-BASED LEARNING EXAMPLE ON POWER ELECTRONICS J. García, P. García, P. Arboleya, J.M. Guerrero Universidad de Oviedo, Departament of Eletrical Engineernig, Gijon, Spain garciajorge@uniovi.es

More information

Circuit Simulators: A Revolutionary E-Learning Platform

Circuit Simulators: A Revolutionary E-Learning Platform Circuit Simulators: A Revolutionary E-Learning Platform Mahi Itagi Padre Conceicao College of Engineering, Verna, Goa, India. itagimahi@gmail.com Akhil Deshpande Gogte Institute of Technology, Udyambag,

More information

E-learning Strategies to Support Databases Courses: a Case Study

E-learning Strategies to Support Databases Courses: a Case Study E-learning Strategies to Support Databases Courses: a Case Study Luisa M. Regueras 1, Elena Verdú 1, María J. Verdú 1, María Á. Pérez 1, and Juan P. de Castro 1 1 University of Valladolid, School of Telecommunications

More information

Software Maintenance

Software Maintenance 1 What is Software Maintenance? Software Maintenance is a very broad activity that includes error corrections, enhancements of capabilities, deletion of obsolete capabilities, and optimization. 2 Categories

More information

COMPUTER INTERFACES FOR TEACHING THE NINTENDO GENERATION

COMPUTER INTERFACES FOR TEACHING THE NINTENDO GENERATION Session 3532 COMPUTER INTERFACES FOR TEACHING THE NINTENDO GENERATION Thad B. Welch, Brian Jenkins Department of Electrical Engineering U.S. Naval Academy, MD Cameron H. G. Wright Department of Electrical

More information

Web-based Learning Systems From HTML To MOODLE A Case Study

Web-based Learning Systems From HTML To MOODLE A Case Study Web-based Learning Systems From HTML To MOODLE A Case Study Mahmoud M. El-Khoul 1 and Samir A. El-Seoud 2 1 Faculty of Science, Helwan University, EGYPT. 2 Princess Sumaya University for Technology (PSUT),

More information

Higher education is becoming a major driver of economic competitiveness

Higher education is becoming a major driver of economic competitiveness Executive Summary Higher education is becoming a major driver of economic competitiveness in an increasingly knowledge-driven global economy. The imperative for countries to improve employment skills calls

More information

PROCEEDINGS OF SPIE. Double degree master program: Optical Design

PROCEEDINGS OF SPIE. Double degree master program: Optical Design PROCEEDINGS OF SPIE SPIEDigitalLibrary.org/conference-proceedings-of-spie Double degree master program: Optical Design Alexey Bakholdin, Malgorzata Kujawinska, Irina Livshits, Adam Styk, Anna Voznesenskaya,

More information

Introduction of Open-Source e-learning Environment and Resources: A Novel Approach for Secondary Schools in Tanzania

Introduction of Open-Source e-learning Environment and Resources: A Novel Approach for Secondary Schools in Tanzania Introduction of Open-Source e- Environment and Resources: A Novel Approach for Secondary Schools in Tanzania S. K. Lujara, M. M. Kissaka, L. Trojer and N. H. Mvungi Abstract The concept of e- is now emerging

More information

Data Fusion Models in WSNs: Comparison and Analysis

Data Fusion Models in WSNs: Comparison and Analysis Proceedings of 2014 Zone 1 Conference of the American Society for Engineering Education (ASEE Zone 1) Data Fusion s in WSNs: Comparison and Analysis Marwah M Almasri, and Khaled M Elleithy, Senior Member,

More information

USING INTERACTIVE VIDEO TO IMPROVE STUDENTS MOTIVATION IN LEARNING ENGLISH

USING INTERACTIVE VIDEO TO IMPROVE STUDENTS MOTIVATION IN LEARNING ENGLISH USING INTERACTIVE VIDEO TO IMPROVE STUDENTS MOTIVATION IN LEARNING ENGLISH By: ULFATUL MA'RIFAH Dosen FKIP Unmuh Gresik RIRIS IKA WULANDARI ABSTRACT: Motivation becomes an important part in the successful

More information

Role of Blackboard Platform in Undergraduate Education A case study on physiology learning in nurse major

Role of Blackboard Platform in Undergraduate Education A case study on physiology learning in nurse major I.J. Education and Management Engineering 2012, 5, 31-36 Published Online May 2012 in MECS (http://www.mecs-press.net) DOI: 10.5815/ijeme.2012.05.05 Available online at http://www.mecs-press.net/ijeme

More information

Malicious User Suppression for Cooperative Spectrum Sensing in Cognitive Radio Networks using Dixon s Outlier Detection Method

Malicious User Suppression for Cooperative Spectrum Sensing in Cognitive Radio Networks using Dixon s Outlier Detection Method Malicious User Suppression for Cooperative Spectrum Sensing in Cognitive Radio Networks using Dixon s Outlier Detection Method Sanket S. Kalamkar and Adrish Banerjee Department of Electrical Engineering

More information

Freshman Engineering Project on Energy Scavenging

Freshman Engineering Project on Energy Scavenging Indiana University - Purdue University Fort Wayne Opus: Research & Creativity at IPFW Engineering Faculty Publications Department of Engineering 2011 Freshman Engineering Project on Energy Scavenging Yanfei

More information

LEGO MINDSTORMS Education EV3 Coding Activities

LEGO MINDSTORMS Education EV3 Coding Activities LEGO MINDSTORMS Education EV3 Coding Activities s t e e h s k r o W t n e d Stu LEGOeducation.com/MINDSTORMS Contents ACTIVITY 1 Performing a Three Point Turn 3-6 ACTIVITY 2 Written Instructions for a

More information

OPTIMIZATINON OF TRAINING SETS FOR HEBBIAN-LEARNING- BASED CLASSIFIERS

OPTIMIZATINON OF TRAINING SETS FOR HEBBIAN-LEARNING- BASED CLASSIFIERS OPTIMIZATINON OF TRAINING SETS FOR HEBBIAN-LEARNING- BASED CLASSIFIERS Václav Kocian, Eva Volná, Michal Janošek, Martin Kotyrba University of Ostrava Department of Informatics and Computers Dvořákova 7,

More information

Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses

Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses Kevin Craig College of Engineering Marquette University Milwaukee, WI, USA Mark Nagurka College of Engineering Marquette University

More information

Electromagnetic Spectrum Webquest Answer Key

Electromagnetic Spectrum Webquest Answer Key Webquest Answer Key Free PDF ebook Download: Webquest Answer Key Download or Read Online ebook electromagnetic spectrum webquest answer key in PDF Format From Best User Guide Database Section:. & Light

More information

Introduction to Modeling and Simulation. Conceptual Modeling. OSMAN BALCI Professor

Introduction to Modeling and Simulation. Conceptual Modeling. OSMAN BALCI Professor Introduction to Modeling and Simulation Conceptual Modeling OSMAN BALCI Professor Department of Computer Science Virginia Polytechnic Institute and State University (Virginia Tech) Blacksburg, VA 24061,

More information

The open source development model has unique characteristics that make it in some

The open source development model has unique characteristics that make it in some Is the Development Model Right for Your Organization? A roadmap to open source adoption by Ibrahim Haddad The open source development model has unique characteristics that make it in some instances a superior

More information

A Hands-on First-year Electrical Engineering Introduction Course

A Hands-on First-year Electrical Engineering Introduction Course Paper ID #19997 A Hands-on First-year Electrical Engineering Introduction Course Dr. Ying Lin, Western Washington University Ying Lin has been with the faculty of Engineering and Design Department at Western

More information

LTHS Summer Reading Study Packet

LTHS Summer Reading Study Packet LTHS Summer Reading Study Packet English I Pre-AP 2017/18 To Kill a Mockingbird by Harper Lee; ISBN: 0-446-31078-6 Please read this packet in its entirety (by doing so you may save yourself some work in

More information

Inquiry Learning Methodologies and the Disposition to Energy Systems Problem Solving

Inquiry Learning Methodologies and the Disposition to Energy Systems Problem Solving Inquiry Learning Methodologies and the Disposition to Energy Systems Problem Solving Minha R. Ha York University minhareo@yorku.ca Shinya Nagasaki McMaster University nagasas@mcmaster.ca Justin Riddoch

More information

ENGINEERING What is it all about?

ENGINEERING What is it all about? ENGINEERING What is it all about? George S. Dulikravich, Ph.D., FASME, FAAM, FRAeS Professor, Founder and Director of Multidisciplinary Analysis, Inverse Design, Robust Optimization and Control - MAIDROC

More information

Team Work in International Programs: Why is it so difficult?

Team Work in International Programs: Why is it so difficult? Team Work in International Programs: Why is it so difficult? & Henning Madsen Aarhus University Denmark SoTL COMMONS CONFERENCE Karen M. Savannah, Lauridsen GA Centre for Teaching and March Learning 2013

More information

Integrating Blended Learning into the Classroom

Integrating Blended Learning into the Classroom Integrating Blended Learning into the Classroom FAS Office of Educational Technology November 20, 2014 Workshop Outline Blended Learning - what is it? Benefits Models Support Case Studies @ FAS featuring

More information

Computer Organization I (Tietokoneen toiminta)

Computer Organization I (Tietokoneen toiminta) 581305-6 Computer Organization I (Tietokoneen toiminta) Teemu Kerola University of Helsinki Department of Computer Science Spring 2010 1 Computer Organization I Course area and goals Course learning methods

More information

What is a Mental Model?

What is a Mental Model? Mental Models for Program Understanding Dr. Jonathan I. Maletic Computer Science Department Kent State University What is a Mental Model? Internal (mental) representation of a real system s behavior,

More information

Speech Emotion Recognition Using Support Vector Machine

Speech Emotion Recognition Using Support Vector Machine Speech Emotion Recognition Using Support Vector Machine Yixiong Pan, Peipei Shen and Liping Shen Department of Computer Technology Shanghai JiaoTong University, Shanghai, China panyixiong@sjtu.edu.cn,

More information

The Use of Concept Maps in the Physics Teacher Education 1

The Use of Concept Maps in the Physics Teacher Education 1 1 The Use of Concept Maps in the Physics Teacher Education 1 Jukka Väisänen and Kaarle Kurki-Suonio Department of Physics, University of Helsinki Abstract The use of concept maps has been studied as a

More information

SAM - Sensors, Actuators and Microcontrollers in Mobile Robots

SAM - Sensors, Actuators and Microcontrollers in Mobile Robots Coordinating unit: Teaching unit: Academic year: Degree: ECTS credits: 2017 230 - ETSETB - Barcelona School of Telecommunications Engineering 710 - EEL - Department of Electronic Engineering BACHELOR'S

More information

ACTIVITY: Comparing Combination Locks

ACTIVITY: Comparing Combination Locks 5.4 Compound Events outcomes of one or more events? ow can you find the number of possible ACIVIY: Comparing Combination Locks Work with a partner. You are buying a combination lock. You have three choices.

More information

University of Toronto Physics Practicals. University of Toronto Physics Practicals. University of Toronto Physics Practicals

University of Toronto Physics Practicals. University of Toronto Physics Practicals. University of Toronto Physics Practicals This is the PowerPoint of an invited talk given to the Physics Education section of the Canadian Association of Physicists annual Congress in Quebec City in July 2008 -- David Harrison, david.harrison@utoronto.ca

More information

BENCHMARKING OF FREE AUTHORING TOOLS FOR MULTIMEDIA COURSES DEVELOPMENT

BENCHMARKING OF FREE AUTHORING TOOLS FOR MULTIMEDIA COURSES DEVELOPMENT 36 Acta Electrotechnica et Informatica, Vol. 11, No. 3, 2011, 36 41, DOI: 10.2478/v10198-011-0033-8 BENCHMARKING OF FREE AUTHORING TOOLS FOR MULTIMEDIA COURSES DEVELOPMENT Peter KOŠČ *, Mária GAMCOVÁ **,

More information

A Context-Driven Use Case Creation Process for Specifying Automotive Driver Assistance Systems

A Context-Driven Use Case Creation Process for Specifying Automotive Driver Assistance Systems A Context-Driven Use Case Creation Process for Specifying Automotive Driver Assistance Systems Hannes Omasreiter, Eduard Metzker DaimlerChrysler AG Research Information and Communication Postfach 23 60

More information

Instructor: Mario D. Garrett, Ph.D. Phone: Office: Hepner Hall (HH) 100

Instructor: Mario D. Garrett, Ph.D.   Phone: Office: Hepner Hall (HH) 100 San Diego State University School of Social Work 610 COMPUTER APPLICATIONS FOR SOCIAL WORK PRACTICE Statistical Package for the Social Sciences Office: Hepner Hall (HH) 100 Instructor: Mario D. Garrett,

More information

Capturing and Organizing Prior Student Learning with the OCW Backpack

Capturing and Organizing Prior Student Learning with the OCW Backpack Capturing and Organizing Prior Student Learning with the OCW Backpack Brian Ouellette,* Elena Gitin,** Justin Prost,*** Peter Smith**** * Vice President, KNEXT, Kaplan University Group ** Senior Research

More information

Motivation to e-learn within organizational settings: What is it and how could it be measured?

Motivation to e-learn within organizational settings: What is it and how could it be measured? Motivation to e-learn within organizational settings: What is it and how could it be measured? Maria Alexandra Rentroia-Bonito and Joaquim Armando Pires Jorge Departamento de Engenharia Informática Instituto

More information

International Journal of Innovative Research and Advanced Studies (IJIRAS) Volume 4 Issue 5, May 2017 ISSN:

International Journal of Innovative Research and Advanced Studies (IJIRAS) Volume 4 Issue 5, May 2017 ISSN: Effectiveness Of Using Video Presentation In Teaching Biology Over Conventional Lecture Method Among Ninth Standard Students Of Matriculation Schools In Coimbatore District Ms. Shigee.K Master of Education,

More information

COMPETENCY-BASED STATISTICS COURSES WITH FLEXIBLE LEARNING MATERIALS

COMPETENCY-BASED STATISTICS COURSES WITH FLEXIBLE LEARNING MATERIALS COMPETENCY-BASED STATISTICS COURSES WITH FLEXIBLE LEARNING MATERIALS Martin M. A. Valcke, Open Universiteit, Educational Technology Expertise Centre, The Netherlands This paper focuses on research and

More information

REVIEW OF CONNECTED SPEECH

REVIEW OF CONNECTED SPEECH Language Learning & Technology http://llt.msu.edu/vol8num1/review2/ January 2004, Volume 8, Number 1 pp. 24-28 REVIEW OF CONNECTED SPEECH Title Connected Speech (North American English), 2000 Platform

More information

Student Perceptions of Reflective Learning Activities

Student Perceptions of Reflective Learning Activities Student Perceptions of Reflective Learning Activities Rosalind Wynne Electrical and Computer Engineering Department Villanova University, PA rosalind.wynne@villanova.edu Abstract It is widely accepted

More information

Nordic Centre Newsletter

Nordic Centre Newsletter Nordic Centre, Shanghai Issue1&2, July 2012 Nordic Centre Newsletter Greetings from the Nordic Centre at Fudan! This is the first newsle er of the Nordic Centre in the year 2012. The newsle er covers the

More information

Loughton School s curriculum evening. 28 th February 2017

Loughton School s curriculum evening. 28 th February 2017 Loughton School s curriculum evening 28 th February 2017 Aims of this session Share our approach to teaching writing, reading, SPaG and maths. Share resources, ideas and strategies to support children's

More information

Digital Fabrication and Aunt Sarah: Enabling Quadratic Explorations via Technology. Michael L. Connell University of Houston - Downtown

Digital Fabrication and Aunt Sarah: Enabling Quadratic Explorations via Technology. Michael L. Connell University of Houston - Downtown Digital Fabrication and Aunt Sarah: Enabling Quadratic Explorations via Technology Michael L. Connell University of Houston - Downtown Sergei Abramovich State University of New York at Potsdam Introduction

More information

Computer Science. Embedded systems today. Microcontroller MCR

Computer Science. Embedded systems today. Microcontroller MCR Computer Science Microcontroller Embedded systems today Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März 2009-2 Minuteman missile 1962 Prof. Dr. Siepmann Fachhochschule

More information

ENEE 302h: Digital Electronics, Fall 2005 Prof. Bruce Jacob

ENEE 302h: Digital Electronics, Fall 2005 Prof. Bruce Jacob Course Syllabus ENEE 302h: Digital Electronics, Fall 2005 Prof. Bruce Jacob 1. Basic Information Time & Place Lecture: TuTh 2:00 3:15 pm, CSIC-3118 Discussion Section: Mon 12:00 12:50pm, EGR-1104 Professor

More information

WOMEN RESEARCH RESULTS IN ARCHITECTURE AND URBANISM

WOMEN RESEARCH RESULTS IN ARCHITECTURE AND URBANISM WOMEN RESEARCH RESULTS IN ARCHITECRE AND URBANISM Arianna Guardiola-Víllora, Luisa Basset-Salom Escuela Técnica Superior de Arquitectura, Universitat Politècnica de València (SPAIN) aguardio@mes.upv.es,

More information

FUZZY EXPERT. Dr. Kasim M. Al-Aubidy. Philadelphia University. Computer Eng. Dept February 2002 University of Damascus-Syria

FUZZY EXPERT. Dr. Kasim M. Al-Aubidy. Philadelphia University. Computer Eng. Dept February 2002 University of Damascus-Syria FUZZY EXPERT SYSTEMS 16-18 18 February 2002 University of Damascus-Syria Dr. Kasim M. Al-Aubidy Computer Eng. Dept. Philadelphia University What is Expert Systems? ES are computer programs that emulate

More information

Project-Based-Learning: Outcomes, Descriptors and Design

Project-Based-Learning: Outcomes, Descriptors and Design Project-Based-Learning: Outcomes, Descriptors and Design Peter D. Hiscocks Electrical and Computer Engineering, Ryerson University Toronto, Ontario phiscock@ee.ryerson.ca Abstract The paper contains three

More information

Measures of the Location of the Data

Measures of the Location of the Data OpenStax-CNX module m46930 1 Measures of the Location of the Data OpenStax College This work is produced by OpenStax-CNX and licensed under the Creative Commons Attribution License 3.0 The common measures

More information

University-Based Induction in Low-Performing Schools: Outcomes for North Carolina New Teacher Support Program Participants in

University-Based Induction in Low-Performing Schools: Outcomes for North Carolina New Teacher Support Program Participants in University-Based Induction in Low-Performing Schools: Outcomes for North Carolina New Teacher Support Program Participants in 2014-15 In this policy brief we assess levels of program participation and

More information

All Systems Go! Using a Systems Approach in Elementary Science

All Systems Go! Using a Systems Approach in Elementary Science All Systems Go! CAST November Tracey Ramirez Professional Learning Facilitator The Charles A. Dana Center What we do and how we do it The Dana Center collaborates with others locally and nationally to

More information

Application of Virtual Instruments (VIs) for an enhanced learning environment

Application of Virtual Instruments (VIs) for an enhanced learning environment Application of Virtual Instruments (VIs) for an enhanced learning environment Philip Smyth, Dermot Brabazon, Eilish McLoughlin Schools of Mechanical and Physical Sciences Dublin City University Ireland

More information

P. Belsis, C. Sgouropoulou, K. Sfikas, G. Pantziou, C. Skourlas, J. Varnas

P. Belsis, C. Sgouropoulou, K. Sfikas, G. Pantziou, C. Skourlas, J. Varnas Exploiting Distance Learning Methods and Multimediaenhanced instructional content to support IT Curricula in Greek Technological Educational Institutes P. Belsis, C. Sgouropoulou, K. Sfikas, G. Pantziou,

More information

Multimedia Courseware of Road Safety Education for Secondary School Students

Multimedia Courseware of Road Safety Education for Secondary School Students Multimedia Courseware of Road Safety Education for Secondary School Students Hanis Salwani, O 1 and Sobihatun ur, A.S 2 1 Universiti Utara Malaysia, Malaysia, hanisalwani89@hotmail.com 2 Universiti Utara

More information

Past, Present, and Future Tenses. Language Presentation by Mark

Past, Present, and Future Tenses. Language Presentation by Mark Past, Present, and Future Tenses Language Presentation by Mark Present Tense I write. Present Tense Today, I visit the beach. Present Tense Shows an action that takes place now or is habitual. Past Tense

More information

An Introduction and Overview to Google Apps in K12 Education: A Web-based Instructional Module

An Introduction and Overview to Google Apps in K12 Education: A Web-based Instructional Module An Introduction and Overview to Google Apps in K12 Education: A Web-based Instructional Module James Petersen Department of Educational Technology University of Hawai i at Mānoa. Honolulu, Hawaii, U.S.A.

More information

Procedia - Social and Behavioral Sciences 93 ( 2013 ) rd World Conference on Learning, Teaching and Educational Leadership WCLTA 2012

Procedia - Social and Behavioral Sciences 93 ( 2013 ) rd World Conference on Learning, Teaching and Educational Leadership WCLTA 2012 Available online at www.sciencedirect.com ScienceDirect Procedia - Social and Behavioral Sciences 93 ( 2013 ) 1169 1173 3rd World Conference on Learning, Teaching and Educational Leadership WCLTA 2012

More information

Session Six: Software Evaluation Rubric Collaborators: Susan Ferdon and Steve Poast

Session Six: Software Evaluation Rubric Collaborators: Susan Ferdon and Steve Poast EDTECH 554 (FA10) Susan Ferdon Session Six: Software Evaluation Rubric Collaborators: Susan Ferdon and Steve Poast Task The principal at your building is aware you are in Boise State's Ed Tech Master's

More information

Speech Recognition at ICSI: Broadcast News and beyond

Speech Recognition at ICSI: Broadcast News and beyond Speech Recognition at ICSI: Broadcast News and beyond Dan Ellis International Computer Science Institute, Berkeley CA Outline 1 2 3 The DARPA Broadcast News task Aspects of ICSI

More information

Introduction to Communication Essentials

Introduction to Communication Essentials Communication Essentials a Modular Workshop Introduction to Communication Essentials Welcome to Communication Essentials a Modular Workshop! The purpose of this resource is to provide facilitators with

More information

Tap vs. Bottled Water

Tap vs. Bottled Water Tap vs. Bottled Water CSU Expository Reading and Writing Modules Tap vs. Bottled Water Student Version 1 CSU Expository Reading and Writing Modules Tap vs. Bottled Water Student Version 2 Name: Block:

More information

Scott Foresman Addison Wesley. envisionmath

Scott Foresman Addison Wesley. envisionmath PA R E N T G U I D E Scott Foresman Addison Wesley envisionmath Homeschool bundle includes: Student Worktext or Hardcover MindPoint Quiz Show CD-ROM Teacher Edition CD-ROM Because You Know What Matters

More information

Speak Up 2012 Grades 9 12

Speak Up 2012 Grades 9 12 2012 Speak Up Survey District: WAYLAND PUBLIC SCHOOLS Speak Up 2012 Grades 9 12 Results based on 130 survey(s). Note: Survey responses are based upon the number of individuals that responded to the specific

More information

WHEN THERE IS A mismatch between the acoustic

WHEN THERE IS A mismatch between the acoustic 808 IEEE TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, VOL. 14, NO. 3, MAY 2006 Optimization of Temporal Filters for Constructing Robust Features in Speech Recognition Jeih-Weih Hung, Member,

More information

Improving software testing course experience with pair testing pattern. Iyad Alazzam* and Mohammed Akour

Improving software testing course experience with pair testing pattern. Iyad Alazzam* and Mohammed Akour 244 Int. J. Teaching and Case Studies, Vol. 6, No. 3, 2015 Improving software testing course experience with pair testing pattern Iyad lazzam* and Mohammed kour Department of Computer Information Systems,

More information

Module 12. Machine Learning. Version 2 CSE IIT, Kharagpur

Module 12. Machine Learning. Version 2 CSE IIT, Kharagpur Module 12 Machine Learning 12.1 Instructional Objective The students should understand the concept of learning systems Students should learn about different aspects of a learning system Students should

More information

Execution Plan for Software Engineering Education in Taiwan

Execution Plan for Software Engineering Education in Taiwan 2012 19th Asia-Pacific Software Engineering Conference Execution Plan for Software Engineering Education in Taiwan Jonathan Lee 1, Alan Liu 2, Yu Chin Cheng 3, Shang-Pin Ma 4, and Shin-Jie Lee 1 1 Department

More information

Use of Online Information Resources for Knowledge Organisation in Library and Information Centres: A Case Study of CUSAT

Use of Online Information Resources for Knowledge Organisation in Library and Information Centres: A Case Study of CUSAT DESIDOC Journal of Library & Information Technology, Vol. 31, No. 1, January 2011, pp. 19-24 2011, DESIDOC Use of Online Information Resources for Knowledge Organisation in Library and Information Centres:

More information

Reduce the Failure Rate of the Screwing Process with Six Sigma Approach

Reduce the Failure Rate of the Screwing Process with Six Sigma Approach Proceedings of the 2014 International Conference on Industrial Engineering and Operations Management Bali, Indonesia, January 7 9, 2014 Reduce the Failure Rate of the Screwing Process with Six Sigma Approach

More information

A Project-Based Learning Approach to Teaching Power Electronics

A Project-Based Learning Approach to Teaching Power Electronics A Project-Based Learning Approach to Teaching Power Electronics Difficulties in the application of Project-Based Learning in a subject of Switching-Mode Power Supplies Diego G. Lamar, Pablo F. Miaja, Manuel

More information

A Study of Metacognitive Awareness of Non-English Majors in L2 Listening

A Study of Metacognitive Awareness of Non-English Majors in L2 Listening ISSN 1798-4769 Journal of Language Teaching and Research, Vol. 4, No. 3, pp. 504-510, May 2013 Manufactured in Finland. doi:10.4304/jltr.4.3.504-510 A Study of Metacognitive Awareness of Non-English Majors

More information

Is M-learning versus E-learning or are they supporting each other?

Is M-learning versus E-learning or are they supporting each other? Available online at www.sciencedirect.com Procedia - Social and Behavioral Sciences 46 ( 2012 ) 299 305 WCES 2012 Is M-learning versus E-learning or are they supporting each other? Nilcan Ciftci Ozuorcun

More information

PART C: ENERGIZERS & TEAM-BUILDING ACTIVITIES TO SUPPORT YOUTH-ADULT PARTNERSHIPS

PART C: ENERGIZERS & TEAM-BUILDING ACTIVITIES TO SUPPORT YOUTH-ADULT PARTNERSHIPS PART C: ENERGIZERS & TEAM-BUILDING ACTIVITIES TO SUPPORT YOUTH-ADULT PARTNERSHIPS The following energizers and team-building activities can help strengthen the core team and help the participants get to

More information

Statistical Analysis of Climate Change, Renewable Energies, and Sustainability An Independent Investigation for Introduction to Statistics

Statistical Analysis of Climate Change, Renewable Energies, and Sustainability An Independent Investigation for Introduction to Statistics 5/22/2012 Statistical Analysis of Climate Change, Renewable Energies, and Sustainability An Independent Investigation for Introduction to Statistics College of Menominee Nation & University of Wisconsin

More information

Feature-oriented vs. Needs-oriented Product Access for Non-Expert Online Shoppers

Feature-oriented vs. Needs-oriented Product Access for Non-Expert Online Shoppers Feature-oriented vs. Needs-oriented Product Access for Non-Expert Online Shoppers Daniel Felix 1, Christoph Niederberger 1, Patrick Steiger 2 & Markus Stolze 3 1 ETH Zurich, Technoparkstrasse 1, CH-8005

More information

An Empirical Analysis of the Effects of Mexican American Studies Participation on Student Achievement within Tucson Unified School District

An Empirical Analysis of the Effects of Mexican American Studies Participation on Student Achievement within Tucson Unified School District An Empirical Analysis of the Effects of Mexican American Studies Participation on Student Achievement within Tucson Unified School District Report Submitted June 20, 2012, to Willis D. Hawley, Ph.D., Special

More information

ARSENAL OF DEMOCRACY

ARSENAL OF DEMOCRACY ARSENAL OF DEMOCRACY Preview of Main Idea Between 1910 and 1930, Detroit became a major industrial center of the United States, indeed, the world. The ability of the automobile industry to produce an extraordinarily

More information

CEFR Overall Illustrative English Proficiency Scales

CEFR Overall Illustrative English Proficiency Scales CEFR Overall Illustrative English Proficiency s CEFR CEFR OVERALL ORAL PRODUCTION Has a good command of idiomatic expressions and colloquialisms with awareness of connotative levels of meaning. Can convey

More information

Intensive Writing Class

Intensive Writing Class Intensive Writing Class Student Profile: This class is for students who are committed to improving their writing. It is for students whose writing has been identified as their weakest skill and whose CASAS

More information

WHY SOLVE PROBLEMS? INTERVIEWING COLLEGE FACULTY ABOUT THE LEARNING AND TEACHING OF PROBLEM SOLVING

WHY SOLVE PROBLEMS? INTERVIEWING COLLEGE FACULTY ABOUT THE LEARNING AND TEACHING OF PROBLEM SOLVING From Proceedings of Physics Teacher Education Beyond 2000 International Conference, Barcelona, Spain, August 27 to September 1, 2000 WHY SOLVE PROBLEMS? INTERVIEWING COLLEGE FACULTY ABOUT THE LEARNING

More information

Functional English 47251

Functional English 47251 entre Number andidate Number For Examiner s Use Surname Other Names andidate Signature Examiner s Initials Functional Skills ertificate November 2014 Functional English 47251 omponent 1 Reading Level 2

More information

K 1 2 K 1 2. Iron Mountain Public Schools Standards (modified METS) Checklist by Grade Level Page 1 of 11

K 1 2 K 1 2. Iron Mountain Public Schools Standards (modified METS) Checklist by Grade Level Page 1 of 11 Iron Mountain Public Schools Standards (modified METS) - K-8 Checklist by Grade Levels Grades K through 2 Technology Standards and Expectations (by the end of Grade 2) 1. Basic Operations and Concepts.

More information

A MULTI-AGENT SYSTEM FOR A DISTANCE SUPPORT IN EDUCATIONAL ROBOTICS

A MULTI-AGENT SYSTEM FOR A DISTANCE SUPPORT IN EDUCATIONAL ROBOTICS A MULTI-AGENT SYSTEM FOR A DISTANCE SUPPORT IN EDUCATIONAL ROBOTICS Sébastien GEORGE Christophe DESPRES Laboratoire d Informatique de l Université du Maine Avenue René Laennec, 72085 Le Mans Cedex 9, France

More information

Modeling user preferences and norms in context-aware systems

Modeling user preferences and norms in context-aware systems Modeling user preferences and norms in context-aware systems Jonas Nilsson, Cecilia Lindmark Jonas Nilsson, Cecilia Lindmark VT 2016 Bachelor's thesis for Computer Science, 15 hp Supervisor: Juan Carlos

More information

Survey Results and an Android App to Support Open Lesson Plans in Edu-AREA

Survey Results and an Android App to Support Open Lesson Plans in Edu-AREA Survey Results and an Android App to Support Open Lesson Plans in Edu-AREA M. Caeiro-Rodríguez 1, R. Couselo-Alonso 1, L. Pereiro-Melón 1, M. Rodríguez- Bermúdez 1, R. Míguez-Vázquez 1, M. Llamas-Nistal

More information

CREATING SHARABLE LEARNING OBJECTS FROM EXISTING DIGITAL COURSE CONTENT

CREATING SHARABLE LEARNING OBJECTS FROM EXISTING DIGITAL COURSE CONTENT CREATING SHARABLE LEARNING OBJECTS FROM EXISTING DIGITAL COURSE CONTENT Rajendra G. Singh Margaret Bernard Ross Gardler rajsingh@tstt.net.tt mbernard@fsa.uwi.tt rgardler@saafe.org Department of Mathematics

More information

An Estimating Method for IT Project Expected Duration Oriented to GERT

An Estimating Method for IT Project Expected Duration Oriented to GERT An Estimating Method for IT Project Expected Duration Oriented to GERT Li Yu and Meiyun Zuo School of Information, Renmin University of China, Beijing 100872, P.R. China buaayuli@mc.e(iuxn zuomeiyun@263.nct

More information

Software Development: Programming Paradigms (SCQF level 8)

Software Development: Programming Paradigms (SCQF level 8) Higher National Unit Specification General information Unit code: HL9V 35 Superclass: CB Publication date: May 2017 Source: Scottish Qualifications Authority Version: 01 Unit purpose This unit is intended

More information

Introduction to Mobile Learning Systems and Usability Factors

Introduction to Mobile Learning Systems and Usability Factors Introduction to Mobile Learning Systems and Usability Factors K.B.Lee Computer Science University of Northern Virginia Annandale, VA Kwang.lee@unva.edu Abstract - Number of people using mobile phones has

More information

Laboratorio di Intelligenza Artificiale e Robotica

Laboratorio di Intelligenza Artificiale e Robotica Laboratorio di Intelligenza Artificiale e Robotica A.A. 2008-2009 Outline 2 Machine Learning Unsupervised Learning Supervised Learning Reinforcement Learning Genetic Algorithms Genetics-Based Machine Learning

More information