An Assessment of Predicted and Measured Ionospheric Total Electron Content Using a Regional GPS Network

Size: px
Start display at page:

Download "An Assessment of Predicted and Measured Ionospheric Total Electron Content Using a Regional GPS Network"

Transcription

1 An Aement of Predicted and Meaured Ionopheric Total Electron Content Uing a Regional GPS Network A. Komjathy and R.B. Langley Geodetic Reearch Laboratory, Department of Geodey and Geomatic Engineering Univerity of New Brunwick, P.O. Box, Fredericton, N.B. E3B A3 Canada BIOGRAPHIES Attila Komjathy received hi M.Sc.Eng. degree (199) from the Department of Geodey and Mining Surveying of the Univerity of Mikolc, Hungary, and ubequently worked a a reearch aitant for the Hungarian Academy of Science. In 1991, he enrolled a a Ph.D. tudent in geodey in the Department of Geodey and Geomatic Engineering of the Univerity of New Brunwick (UNB), Canada. Komjathy pecialize in extraterretrial poitioning technique for high preciion geodey and navigation. Hi current reearch focue on the Global Poitioning Sytem (GPS) and it application, concentrating on the tudy of the ionopheric effect on GPS ignal uing variou modelling technique. Richard Langley i a profeor in the Department of Geodey and Geomatic Engineering at the UNB, where he ha been teaching ince 191. He ha a B.Sc. in applied phyic from the Univerity of Waterloo and a Ph.D. in experimental pace cience from York Univerity, Toronto. After obtaining hi Ph.D., Dr. Langley pent two year with the Department of Earth and Planetary Science of the Maachuett Intitute of Technology where he carried out reearch involving lunar laer ranging and very long baeline interferometry. Dr. Langley ha worked extenively with GPS. He i a co-author of the bet-elling Guide to GPS Poitioning publihed by Canadian GPS Aociate and i a columnit for GPS World magazine. He ha helped develop and preent a number of eminar coure on GPS for both Canadian GPS Aociate and the Americanbaed Navtech Seminar Inc. Dr. Langley ha conulted extenively in the field of GPS with private companie and government agencie both in Canada and abroad. ABSTRACT The ignal from the atellite of the Navtar Global Poitioning Sytem (GPS) mut travel through the earth' ionophere on their way to GPS receiver on or near the earth' urface. To achieve the highet poible poitioning accuracie from GPS, one mut correct for the carrier phae advance and peudorange group delay impoed on the ignal by the ionophere. Wherea thee effect may be conidered a nuiance by mot GPS uer, they will provide the ionopheric community with an opportunity to ue GPS a a tool to better undertand the plama urrounding the earth. The diperive nature of the ionophere make it poible to meaure it total electron content (TEC) uing dualfrequency GPS obervation collected by permanent network of receiver. One uch network i that of the International GPS Service for Geodynamic (IGS). We have ued dual-frequency GPS peudorange and carrier phae obervation from ix European tation in thi network to derive regional TEC value. In thi reearch, we invetigated the effect of uing different elevation cutoff angle and ionopheric hell height on TEC etimate and atellite-receiver intrumental biae. We found that uing different elevation cutoff angle had an impact on TEC etimate at the TEC unit (TECU) level. We alo dicovered that uing different ionopheric hell height ha an effect on the ionopheric TEC etimate at about the TECU level depending on geographic location and time of the day. We found no ignificant change in the bia etimate uing different elevation cutoff angle. We compared our TEC etimate with TEC prediction obtained by uing the International Reference Ionophere 199 (IRI9) model. The reult of thi comparion are imilar to thoe of other tudie that were conducted uing data et at low olar activity time. After proceing the data from the 6 European tation collected over a 7 day period, we were able to follow highly varying ionopheric condition aociated with geomagnetic diturbance. INTRODUCTION One of the major error ource in GPS poitioning i ionopheric refraction which caue ignal propagation delay. The diturbing influence of the temporally and Preented at the ION National Technical Meeting, Santa Monica, CA, - January 1996

2 patially varying ionization of the ionophere have great impact on atellite geodey, epecially on GPS. Dualfrequency obervation can be ued to eliminate almot all of the ionophere effect. To correct data from a ingle-frequency GPS receiver for the ionopheric effect, it i poible to ue empirical model. We are conducting an on-going tudy uing uch model. After Newby [199] invetigated the International Reference Ionophere (IRI6) model performance, we decided to include the new IRI9 model [Bilitza, 199] in our ionopheric reearch. We ued Faraday rotation data a ground-truth with which we compared the vertical ionopheric range error correction predicted by the GPS navigation meage [Klobuchar, 196] and IRI9 model. Some of our reult have been preented earlier [Komjathy et al., 199a]. Baed on the comparion between the Broadcat and IRI9 model, we concluded that both for day-time and night-time period the IRI9 model appeared to be more accurate than the Broadcat model. Thi concluion i pecific to low olar activity and mid-latitude condition baed on a limited et of data [Komjathy et al., 199b]. Since the availability of Faraday rotation data for ue a ground-truth i limited, we decided to ue dualfrequency peudorange and carrier phae GPS meaurement to infer ionopheric TEC. The literature of relevance to thi reearch i large. Early tudie ued ingle tation obervation to etimate the line-of-ight peudo-tec which i the um of the atellite-receiver intrumental biae and the actual lineof-ight TEC (e.g., Lanyi and Roth [19], Coco et al. [1991]). The neceity to produce global ionopheric map with more accurate TEC and bia etimate ha led the ionopheric community to ue multi-ite fitting technique. Several reearch group have tarted producing regional or global cale TEC map along with atellite-receiver intrumental biae depending on the type of ionopheric obervable ued. For generating ionopheric obervable, one can ue undifferenced dual-frequency peudorange, undifferenced dualfrequency carrier phae obervation or thee two combined. Mot reearch group ue the combined (phae-levelling) technique in which cae the integer ambiguity afflicted difference of the L1 and L (L1-L) carrier phae meaurement are adjuted by a contant value determined for each phae-connected arc of data uing precie peudorange meaurement. The L1-L ionopheric obervable ha a noie level 1- order of magnitude below the peudorange ionopheric obervable. The technique ha been decribed by Wilon and Mannucci [199], Runge et al. [199] and other. It i widely ued to etimate variou ionopheric model parameter a well a atellite-receiver intrumental biae (ee, e.g., Gao et al. [199] and Sardon et al. [199]). It i alo feaible to ue double-differenced L1- L carrier-phae obervation to etimate global or regional ionopheric model [Schaer et al. 199]. The advantage of thi technique i that by uing the doubledifferenced ionopheric obervable, one doe not have to etimate the atellite-receiver intrumental biae a they are differenced away. The price we have to pay i that we loe ome of the reolution of the ionopheric ignal. We have therefore choen to ue the former technique. ESTIMATION STRATEGY The ionopheric meaurement from a GPS receiver can be modelled with the commonly ued ingle-layer ionopheric model uing the obervation equation (1): [ I r( t k) = M( e r) a, r( t k) + a1, r( t k) dλ r + (1) a, r( t k ) dϕ r] + b r + b where Ir( t k) i the L1-L phae meaurement at epoch t k made by receiver r oberving atellite, Me ( r ) i the thin-hell elevation mapping function projecting the line-of-ight meaurement to the vertical (ee, e.g., Schaer et al. [199]), a, r,a 1, r,a, r are the parameter for patial linear approximation of TEC to be etimated auming a firt-order Gau-Markov tochatic proce [Gail et al. 1993], dλ r = λ r λ i the difference between a ubionopheric point (the interection of the ray path of a ignal propagating from the atellite to the receiver with a thin pherical hell) and the mean longitude of the un, dϕ r = ϕr ϕ r i the difference between the geomagnetic latitude of the ubionopheric point and the geomagnetic latitude of the tation, and b r, b refer to the receiver and atellite intrumental biae repectively. The parameter a, r,a 1, r,a, r in equation (1) are etimated uing a Kalman filter approach. The prediction and update equation for the tate etimation are decribed by Schwarz [197], Coter et al. [199] and van der Wal [199]. We allowed the model to follow a relatively high 1 TECU per minute change in the total electron content which reulted in the proce noie variance rate of change to be.. TECU / econd characterizing the uncertaintie of the dynamic ionopheric model. For the variance of the meaurement Preented at the ION National Technical Meeting, Santa Monica, CA, - January 1996

3 noie, we ued 1 TECU which decribe the uncertainty in the obervation. In our invetigation, we did not ue receiver with calibrated intrumental delay. We etimated the combined atellite-receiver intrumental delay for one tation of the network. The ionopheric reearch community tend to ue tation Madrid for that purpoe o that it i eaier to exchange reult among each other. In our network olution, we need to etimate additional biae for the other tation baed on the fact that the other receiver have different intrumental delay. Therefore, for each tation other than the tation Madrid an additional bia parameter wa etimated which i the difference between the receiver intrumental delay between a tation in the network and tation Madrid. Thi technique i decribed by Sardon et al. [199]. Since the reaon for the ionophere exitence i the interaction of ionizing radiation (principally from olar ultraviolet and x-ray emiion) [Langley, 199] with the earth atmophere and magnetic field, we choe a olar-geomagnetic reference frame baed on un-fixed longitude and geomagnetic latitude. Mannucci et al. [199] concluded that the ionophere varied much more lowly in a un-fixed reference frame compared to an earth-fixed one and reulted in more accurate ionopheric delay etimate when uing Kalman-filter updating. THE DATA SET With thi method, we analyed dual-frequency GPS data et from the European region coniting of 6 tation of the International GPS Service for Geodynamic (IGS) network collected by Turbo Rogue receiver. The tation are lited in Table 1 and are identified on the map in Figure 1. Station Madrid, Spain Grae, France Matera, Italy Bruel, Belgium Wettzell, Germany Onala, Sweden Geographic Geographic Geomagnetic lat. in deg. long. in deg lat. in deg Table 1. Lit of IGS tation ued for data analyi. The difference in geomagnetic latitude of tation Madrid, Grae, and Matera are le then degree, and 3.3 degree in cae of tation Bruel and Wettzell. Therefore, we can identify three ditinct latitude region in our tet network (1. Madrid, Grae, Matera;. Bruel, Wettzell; 3.Onala). 6 N N N N N 3 N Madrid Grae Onala Bruel Wettzell Matera 3 N 1 W 1 E E 3 E Figure 1. Location of IGS tation ued for data analyi. We proceed 7 day worth of data from all 6 tation panning the time period 1 to 1 October 199 (GPS week 3) during which a geomagnetic diturbance occurred [NGDC, 199]. The planetary equivalent amplitude of magnetic activity a p ugget that the magnetic diturbance tarted on 1 October, 199 and lated for about 6 day until 3 October, 199. The peak (a p = 111) occurred on 19 October, 199. We choe to proce data et for the whole of GPS week 3 encompaing both magnetically quiet and diturbed condition. RESULTS AND DISCUSSION We ued PhaEdit verion. automatic data editing program to detect bad point and cycle lip, repair cycle lip and adjut phae ambiguitie uing the undifferenced data. The program take advantage of the high preciion dual-frequency peudorange meaurement to adjut L1 and L phae by an integer number of cycle to agree with the peudorange meaurement [Freymueller, 199]. The Univerity of New Brunwick DIfferential POitioning Program (DIPOP) package wa extenively modified to etimate ionopheric parameter, and Preented at the ION National Technical Meeting, Santa Monica, CA, - January

4 atellite-receiver intrumental biae uing a Kalman filter algorithm. We invetigated the effect of uing different elevation cutoff angle on the TEC etimate and atellite-receiver intrumental biae. Since the elevation dependence allow u to eparate TEC from atellite-receiver intrumental biae, it i crucial to know what i the minimum elevation cutoff angle we can ue without mimodelling the TEC due to the higher noie on obervation with lower elevation angle. Or alternatively, what i the maximum elevation cutoff angle that i till acceptable without mimodelling the atellitereceiver intrumental biae. We conidered three different elevation angle cutoff: 1,, and degree. Figure how the difference in TEC etimate of 1 and degree with repect to thoe computed uing a degree cutoff angle for Madrid, Bruel, and Onala. Thee difference are diplayed in eparate graph to illutrate the mall difference. We ued degree elevation cutoff angle a a reference for the other two ince thi olution wa expected to be the leat noiy a we can ee by looking at the r.m.. of L1-L ionopheric reidual in Table. Thee tation repreent the three different geomagnetic latitude region from the network of tation we invetigated (ee Table 1). It appear that the peak-to-peak variation of the difference formed by the 1 and degree elevation cutoff angle olution i larger than the one formed by the and degree olution which i what we would expect knowing that there are noiier obervation included when computing the olution with a 1 degree cutoff angle. Uing different elevation cutoff angle produce maximum difference in TEC etimate that can be characterized by a bia of.3 TECU and tandard deviation of. TECU. Thi maximum bia and aociated tandard deviation occured at tation Onala. Another parameter that affect the TEC etimation i the height of ionopheric hell which play an important role in computing the coordinate of the ubionopheric point. It i alo an input parameter of the M( e r ) mapping function - (ee equation (1)). The ingle-layer ionopheric model aume that the vertical TEC can be approximated by a thin pherical hell which i located at a pecified height above the urface of earth. Thi altitude i often aumed to correpond to the maximum electron denity of the ionophere. Furthermore, it i uually aumed that the ionopheric hell height ha no temporal or geographical variation and therefore it i et to a contant value regardle of the time or location of interet. In our invetigation we looked at fixed height of 3, 3, and km and alo included variable height computed by the IRI9 model uing F layer peak height. The TEC difference hown in Figure were obtained uing a 3 km hell height. In Figure 3, we have plotted the difference between correponding TEC etimate for the three repreentative tation uing different ionopheric hell height. We ued a degree elevation cutoff angle to generate the TEC etimate ued in thi figure. The difference tend to decreae a further north the tation i. Since the IRI9 F layer critical height take the geographical and temporal variation into account, there i a larger periodic variation of the difference involving IRI9 height. By looking at Figure 3, the larget difference between two different olution appear to be at the TECU level at the Madrid tation. We computed the mean of the daily atellite-receiver intrumental biae for all 7 day. We alo obtained a et of bia etimate computed by Deutche Forchungantalt f r Luft und Raumfahrt (DLR) Fernerkundungtation, Neutrelitz, Germany [DLR, 199]. After computing the mean of the correponding value obtained from DLR for all 7 day we computed the difference of the correponding biae. After that, we calculated the mean and tandard deviation of the difference computed by UNB (uing different elevation cutoff angle and different ionopheric hell height) and DLR reult (uing degree elevation cutoff angle with 3 km ionopheric hell height [Sardon et al., 199]). The mean and tandard deviation are lited in Table. The difference between UNB and DLR individual intrumental biae range between.1 and 1.1 n. It i clear that the mean of the difference in biae decreae a higher ionopheric hell height are choen. It appear that chooing different elevation cutoff angle ha no ignificant impact on the bia difference. Larget bia difference occur uing the F layer critical height computed by the IRI9 model. Thi i mainly becaue IRI9 predict the critical height to be between and 3 km depending on location and time of the day. The difference between the two intitution reult may be due to the fact that the UNB network conit of only 6 tation. A larger number of tation would provide more accurate intrumental bia value a well a TEC etimate. Our oftware ha been deigned to eaily accommodate more tation in future data analye. The magnetic diturbance on day 9 affected the diurnal variation of the total electron content. Thi can be een in Figure. A an example, we diplay the diurnal variation of our etimate of TEC for two day at tation Madrid: day when the magnetic field wa quiet and day 9 when the magnetic diturbance reached it peak. Preented at the ION National Technical Meeting, Santa Monica, CA, - January 1996

5 hell height in km mean of diff. in n Elevation angle cutoff in degree 1.d. of diff. in n r.m.. of UNB re. mean of diff. in n.d. of diff. in n r.m.. of UNB re. mean of diff. in n.d. of diff. in n r.m.. of UNB re. IRI Table. Summary of comparion of intrumental bia difference between UNB and DLR and r.m.. of UNB ionopheric reidual. We were intereted in finding out whether our algorithm wa able to follow the rapidly changing ionopheric condition on day 9. The two upper panel of Figure diplay three curve repreenting coefficient a, r,a 1, r,a, r (ee equation (1)) with the correponding error bar. Thee coefficient repreent a contant offet, local time lope and latitude lope of the modelled vertical TEC, repectively, in the vicinity of a tation. The two upper panel alo how vertical TEC at tation Madrid ha been computed by evaluating the vertical TEC model in equation (1) (ee expreion in bracket). The hape of the diurnal curve on day and 9 are ignificantly different. On day, the larget TEC value i around 1 TECU wherea on day 9, the larget TEC i around TECU. On the bottom panel of Figure, we plotted the UNB ionopheric reidual for all 6 tation for day 9. In Figure, we diplay all TEC diurnal curve for all tation for all 7 day. We have alo plotted the TEC value predicted by the IRI9 model. It i very intereting to ee that on day 9, at tation Madrid, Grae and Matera, the peak of TEC value increaed coniderably compared to peak for the previou day. On the other hand, for tation Bruel, Wettzell and Onala, the GPS-derived TEC etimate how peak with maller ize than the one on the previou day. On the bottom panel of Figure, we indicate the planetary equivalent amplitude of magnetic field variation [NGDC, 199]. We can ee that large TEC variation on day 9 were preceded by the magnetic field diturbance tarting on day 91. Day 9 eemed to be the mot variable among the 7 day under invetigation. The bottom panel of Figure ugget that there are no major difficultie for our algorithm to follow ionopheric variation induced by the geomagnetic field diturbance. Thi tatement may only hold for the current low olar activity time. The effect of major magnetic field variation on GPS-derived TEC etimate i yet to be invetigated. In Figure, we have alo diplayed the total electron content computed by the IRI9 model (darker, moother curve). Mean of difference S.d. of difference in TECU Madrid Grae Matera..3 Bruel. 1. Wettzell Onala.3 1. Table 3. Comparion of GPS-derived TEC etimate with IRI9 prediction. We computed the difference of IRI9 predicted and GPS-etimated TEC value. The mean of the difference and the tandard deviation for the 6 tation are ummarized in Table 3. When computing the mean of difference, we ued all 7 day of data. The value eem to be overly optimitic compared to the reult decribed by Komjathy [199b]. Thi may be due to the fact that our current invetigation repreent lower olar activity condition compared to thoe of the data in Komjathy [199b] which repreented olar activity condition from April 199 to January 199. Thi i alo upported by the reearch conducted by Newby [199]. In hi thei, Newby looked at high, medium and low olar activity condition. Newby howed that the IRI6 model performance baed on low olar activity condition howed good agreement with Faraday rotation data at the 1. TECU level. Preented at the ION National Technical Meeting, Santa Monica, CA, - January 1996

6 TEC Difference in TECU TEC Difference in TECU Total Electron Content (TEC) Difference Uing Different Elevation Cutoff Angle for Day to 9 at Madrid TEC(el=)-TEC(el=) 1 TEC(el=)-TEC(el=) Mean olar time at Madrid TEC Difference at Bruel TEC(el=1)-TEC(el=) 1 Mean olar time at Bruel TEC(el=1)-TEC(el=) TEC Difference TEC Difference TEC Difference in TECU TEC(el=)-TEC(el=) TEC Difference at Onala 1 Mean olar time at Onala TEC(el=1)-TEC(el=) Figure. Comparion of TEC etimate uing different elevation cutoff angle TEC Difference CONCLUSIONS We invetigated the effect of uing different elevation cutoff angle and ionopheric hell height on TEC etimate and atellite-receiver intrumental biae. We found that uing different elevation cutoff angle had an impact on TEC etimate at the TECU level. Alo, everal ionopheric hell height were looked at. We found that at the TECU level, the ionopheric etimate uing different height agree depending on geographic location and time of the day. We alo compared our bia etimate with reult from DLR. We found an agreement at the. n level. The difference of the biae compared by UNB and DLR indicate that uing different elevation cutoff angle appear not to have a ignificant influence on the biae. However, we found that uing higher ionopheric hell height decreaed the bia difference ignificantly. We alo compared our TEC etimate with TEC prediction obtained by uing the IRI9 model. We managed to follow highly varying ionopheric condition due to a magnetic diturbance. Due to the limited data et invetigated, it i alo important to point Preented at the ION National Technical Meeting, Santa Monica, CA, - January

7 out that the reult preented here are only pecific for mid-latitude tation at low olar activity condition. In the future, we hope to be able to provide TEC update for the IRI9 model by uing dual-frequency GPS meaurement after firt etablihing dependencie of TEC on latitude, longitude and local time. We will alo look at the effect of eaonal variation a well a magnetic and olar activity on thee difference. TEC difference Total Electron Content Difference Uing Different Shell Height (h) for Day to 9 at Madrid TEC(h=3)-TEC(h=IRI) TEC(h=3)-TEC(h=) 1 Mean olar time at Madrid a p index TEC(h=3)-TEC(h=3) a index 3. TEC Difference at Bruel TEC difference TEC(h=3)-TEC(h=IRI) TEC(h=3)-TEC(h=) TEC(h=3)-TEC(h=3) 1 3. Mean olar time at Bruel TEC Difference at Onala. TEC difference TEC(h=3)-TEC(h=IRI) TEC(h=3)-TEC(h=) TEC(h=3)-TEC(h=3) 1 Mean olar time at Onala Figure 3. Comparion of TEC etimate uing different ionopheric hell height. Preented at the ION National Technical Meeting, Santa Monica, CA, - January

8 . Total Electron Content near Madrid for Day Component, TECU/hour, TECU/1 km Latitude lope Contant offet TEC at Madrid Local time lope TEC at Madrid Mean olar time at Madrid Total Electron Content near Madrid for Day 9 Component, TECU/hour, TECU/1 km Contant offet Latitude lope TEC at Madrid Local time lope TEC at Madrid Mean olar time at Madrid Reidual Ionopheric Reidual for 6 Station on Day Mean olar time at Madrid Figure. An example of the diurnal variation of TEC for magnetically quiet and diturbed day, and ionopheric reidual. ACKNOWLEDGMENTS We wih to thank Jeffrey Freymueller for providing u with the latet verion of PhaEdit.. Alo, we greatly appreciate the aitance of Dieter Bilitza in providing u with an update of the IRI9 model. We would like to expre our incerely thank to DLR Fernerkundungtation, Neutrelitz, Germany and IGS to allow u to ue their data et to complete our reearch. Funding from the Univerity of New Brunwick and the Preented at the ION National Technical Meeting, Santa Monica, CA, - January 1996

9 TEC TEC 1 1 Mean olar time at Madrid TEC Mean olar time at Grae 1 TEC 1 1 Mean olar time at Matera TEC Mean olar time at Bruel TEC Mean olar time at Wettzell Planetary equivalent amplitude, a index Mean olar time at Onala Figure. Diurnal variation of TEC at 6 tation for 7 conecutive day uing a network of IGS tation (darker, moother curve repreent the IRI9 prediction) Preented at the ION National Technical Meeting, Santa Monica, CA, - January

10 Natural Science and Engineering Reearch Council of Canada (NSERC) i gratefully acknowledged. Without their help thi reearch could not have been completed. REFERENCES Bilitza, D. (ed.) (199). International Reference Ionophere 199. National Space Science Center/World Data Center A for Rocket and Satellite, Lanham, MD. Report Number NSSDC/WDC-A-R&S 9-. Coco, D.S., C.E. Coker, S.R. Dahlke, and J.R. Clynch (1991). Variability of GPS Satellite Differential Group Delay Biae. IEEE Tranaction on Aeropace Sytem, Vol. 7, No. 6, pp Coter, A.J., E.M. Gapochkin, and L.E. Thornton (199). Real-time ionopheric monitoring ytem uing GPS. Navigation: Journal of the Intitute of Navigation. Vol. 39, No., pp DLR Fernerkundungtation Neutrelitz (199). Ionopheric Databae, ftp://ftpnz.dlr.de, pub/navigation/bia, acceed December 199. Freymueller, J. (199). Peronal communication, Department of Geophyic, Stanford Univerity, Stanford, CA, January. Gail, W.B., B. Prag, D.S. Coco, and C. Coker (1993). A Statitical Characterization of Local Mid-latitude Total Electron Content. Journal of Geophyical Reearch, Vol. 9, No. A9, pp. 1,717-1,77. Gao, Y., P. Heroux, and J. Kouba (199). Etimation of GPS Receiver and Satellite L1/L Signal Delay Biae Uing Data from CACS. KIS9, Proceeding of the International Sympoium on Kinematic Sytem in Geodey, Geomatic, and Navigation, Banff, Alberta, 3 Augut - September, Department of Geomatic Engineering, The Univerity of Calgary, Calgary, Alberta, pp Klobuchar, J.A. (196). Deign and Characteritic of the GPS Ionopheric Time Delay Algorithm for Single- Frequency Uer. Proceeding of the PLANS-6 conference, La Vega, NV, -7 Nov., pp. -6. ( Komjathy, A., R.B. Langley, and F. Vejrazka (199a). A Comparion of Predicted and Meaured Ionopheric Range Error Correction. EOS Tranaction of the American Geophyical Union, Vol. 76, No. 17, Spring Meeting Supplement, S7. ( Komjathy, A., R.B. Langley, and F. Vejrazka (199b). Aement of Two Method to Provide Ionopheric Range Error Correction for Single-frequency GPS Uer. Preented at IUGG XXI General Aembly, Boulder, Colorado, - 1 July 199. Langley, R.B. (199). The Effect of the Ionophere and Tropophere on Satellite Poitioning Sytem. Proceeding of Sympoium on Refraction of Tranatmopheric Signal in Geodey, The Hague, The Netherland, 19- May, Netherland Geodetic Commiion, Publication on Geodey, Delft, The Netherland, No. 36, New Serie, pp. 97. Lanyi, G.E. and T. Roth (19). A Comparion of Mapped and Meaured Total Ionopheric Electron Content Uing Global Poitioning Sytem and Beacon Satellite Obervation, Radio Science, Vol. 3, No., pp Mannucci, A., B. Wilon, and D. Yuan (199). An Improved Ionopheric Correction Method for Wide- Area Augmentation Sytem. ION GPS-9, Proceeding of the th International Technical Meeting of the Satellite Diviion of The Intitute of Navigation, Palm Spring, CA, - 1 September, The Intitute of Navigation, Alexandria, Va., pp National Geophyical Data Center (199). Geomagnetic Databae, ftp:// IC_DATA/INDICES/KP_AP/199.v, acceed January Newby, S.P. (199). An Aement of Empirical Model for the Prediction of the Tranionopheric Propagation Delay of Radio Signal. M.Sc.E. thei, Department of Surveying Engineering Technical Report No., Univerity of New Brunwick, Fredericton, NB, Canada. Runge, T., U. Lindqwiter, A. Mannucci, M. Reye, B. Wilon, and D. Yuan (199). Generation of GPS Obervable for Global Ionopheric Mapping. EOS Tranaction of the American Geophyical Union, Vol. 76 No. 17, Spring Meeting Supplement, S7. Sardon, E., A. Riu and N. Zarraoa (199). Etimation of the Tranmitter and Receiver Differential Biae and the Ionopheric Total Electron Content from Global Poitioning Sytem Obervation. Radio Science, Vol. 9, No. 3, pp Schaer, S., G. Beutler, L. Mervart, and M. Rothacher (199). Global and Regional Ionophere Model Uing the GPS Double Difference Phae Obervable. Preented at the 199 IGS Workhop, Potdam, Germany, 1-17 May. Schwarz, K.P. (197). Kalman Filtering and Optimal Smoothing. Paper for the CISM Adjutment and Analyi Seminar, nd ed., The Canadian Intitute of Surveying and Mapping, Ottawa, Ontario, Canada, pp van der Wal, A. D. (199). Evaluation of Strategie for Etimating Reidual Neutral-atmophere Propagation Delay in High Preciion Global Poitioning Sytem Data Analyi. M.Sc.E thei, Department of Geodey and Geomatic Engineering Technical Report No 177, Univerity of New Brunwick, Canada. Wilon, B. and A. Mannucci (199). Extracting Ionopheric Meaurement from GPS in the Preence of Anti-poofing. ION GPS-9, Proceeding of the 7th International Technical Meeting of the Satellite Diviion of The Intitute of Navigation, Salt Lake City, Utah, -3 September, The Intitute of Navigation, Alexandria, Va., Vol., pp Preented at the ION National Technical Meeting, Santa Monica, CA, - January

A New Technique to TEC Regional Modeling using a Neural Network.

A New Technique to TEC Regional Modeling using a Neural Network. A New Technique to TEC Regional Modeling uing a Neural Network. Rodrigo F. Leandro Geodetic Reearch Laboratory, Department of Geodey and Geomatic Engineering, Univerity of New Brunwick, Fredericton, Canada

More information

Frequency Calibration of A/D Converter in Software GPS Receivers

Frequency Calibration of A/D Converter in Software GPS Receivers Frequency Calibration of A/D Converter in Software GPS Receiver L. L. Liou, D. M. Lin, J. B. Tui J. Schamu Senor Directorate Air Force Reearch Laboratory Abtract--- Thi paper preent a oftware-baed method

More information

PPP-RTK: Results of CORS Network-Based PPP with Integer Ambiguity Resolution

PPP-RTK: Results of CORS Network-Based PPP with Integer Ambiguity Resolution 2 International Sympoium on GPS/GNSS October 26-28, 2. PPP-RTK: Reult of CORS Network-Baed PPP with Integer Ambiguity Reolution P.J.G. Teunien,2, D Odik, and B Zhang,3* GNSS Reearch Centre, Curtin Univerity

More information

Instantaneous Cycle-Slip Detection and Repair of GPS Data Based on Doppler Measurement

Instantaneous Cycle-Slip Detection and Repair of GPS Data Based on Doppler Measurement Intantaneou Cycle-Slip Detection and Repair of GPS Data Baed on Doppler Meaurement Zhoufeng Ren, Liyan Li, Jie Zhong, and Minjian Zhao Abtract In GPS receiver, carrier phae meaurement can be ued to improve

More information

Differential GPS supported navigation for a mobile robot

Differential GPS supported navigation for a mobile robot Differential GPS upported navigation for a mobile robot Jakob Raible, Michael Blaich, Oliver Bittel HTWG Kontanz - Univerity of Applied Science, Department of Computer Science, Brauneggertraße 55, D-78462

More information

Basic Study of Radial Distributions of Electromagnetic Vibration and Noise in Three-Phase Squirrel-Cage Induction Motor under Load Conditions

Basic Study of Radial Distributions of Electromagnetic Vibration and Noise in Three-Phase Squirrel-Cage Induction Motor under Load Conditions http://dx.doi.org/0.42/jicem.203.2.2.54 54 Journal of International Conference on Electrical Machine and Sytem Vol. 2, No. 2, pp. 54 ~58, 203 Baic Study of Radial Ditribution of Electromagnetic Vibration

More information

Multipath Error Analysis of COMPASS Triple Frequency Observations

Multipath Error Analysis of COMPASS Triple Frequency Observations Poitioning, 14, 5, 1-1 Publihed Online February 14 (http://www.cirp.org/ournal/po) http://dx.doi.org/1.436/po.14.51 Multipath Error Analyi of COMPASS Triple Frequency Obervation Xuying Ma 1, Yunzhong Shen

More information

Performance of Real-time Precise Point Positioning in New Zealand

Performance of Real-time Precise Point Positioning in New Zealand Performance of Real-time Precie Point Poitioning in New Zealand Thi i a Peer Reviewed Paper Ken HARIMA, Suelynn CHOY and Chri RIZOS, Autralia Kogure SATOSHI, Japan Key word: GPS, GNSS, PPP, Real-Time SUMMARY

More information

Impact of GLONASS pseudorange inter-channel biases on satellite clock corrections

Impact of GLONASS pseudorange inter-channel biases on satellite clock corrections GPS Solut (2014) 18:323 333 DOI 10.1007/10291-014-0371-y REVIEW ARTICLE Impact of GLONASS peudorange inter-channel biae on atellite clock correction Weiwei Song Wenting Yi Yidong Lou Chuang Shi Yibin Yao

More information

GPS signal Rician fading model for precise navigation in urban environment

GPS signal Rician fading model for precise navigation in urban environment Indian Journal of Radio & Space Phyic Vol 42, June 203, pp 92-96 GPS ignal Rician fading model for precie navigation in urban environment G Sai Bhuhana Rao, G Sateeh Kumar $,* & M N V S S Kumar Department

More information

NOISE BARRIERS CERC 1. INTRODUCTION

NOISE BARRIERS CERC 1. INTRODUCTION Augut 217 P33/1B/17 NOISE BARRIERS CERC In thi document ADMS refer to ADMS-Road 4.1, ADMS-Urban 4.1 and ADMS-Airport 4.1. Where information refer to a ubet of the lited model, the model name i given in

More information

Identification of Image Noise Sources in Digital Scanner Evaluation

Identification of Image Noise Sources in Digital Scanner Evaluation Identification of Image Noie Source in Digital Scanner Evaluation Peter D. Burn and Don William Eatman Kodak Company, ocheter, NY USA 4650-95 ABSTACT For digital image acquiition ytem, analyi of image

More information

Sampling Theory MODULE XIII LECTURE - 41 NON SAMPLING ERRORS

Sampling Theory MODULE XIII LECTURE - 41 NON SAMPLING ERRORS Sampling Theory MODULE XIII LECTURE - 41 NON SAMPLING ERRORS DR. SHALABH DEPARTMENT OF MATHEMATICS AND STATISTICS INDIAN INSTITUTE OF TECHNOLOG KANPUR 1 It i a general aumption in ampling theory that the

More information

AN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS

AN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS AN EVALUATION OF DIGILTAL ANTI-ALIASING FILTER FOR SPACE TELEMETRY SYSTEMS Alion de Oliveira Morae (1), Joé Antonio Azevedo Duarte (1), Sergio Fugivara (1) (1) Comando-Geral de Tecnologia Aeroepacial,

More information

Improvement of a Global Ionospheric Model to Provide Ionospheric Range Error Corrections for Single-frequency GPS Users

Improvement of a Global Ionospheric Model to Provide Ionospheric Range Error Corrections for Single-frequency GPS Users Improvement of a Global Ionospheric Model to Provide Ionospheric Range Error Corrections for Single-frequency GPS Users Attila Komjathy and Richard Langley Geodetic Research Laboratory, Department of Geodesy

More information

Adaptive Space/Frequency Processing for Distributed Aperture Radars

Adaptive Space/Frequency Processing for Distributed Aperture Radars Adaptive Space/Frequency Proceing for Ditributed Aperture Radar Raviraj Adve a, Richard Schneible b, Robert McMillan c a Univerity of Toronto Department of Electrical and Computer Engineering 10 King College

More information

Active vibration isolation for a 6 degree of freedom scale model of a high precision machine

Active vibration isolation for a 6 degree of freedom scale model of a high precision machine Active vibration iolation for a 6 degree of freedom cale model of a high preciion machine W.B.A. Boomma Supervior Report nr : Prof. Dr. Ir. M. Steinbuch : DCT 8. Eindhoven Univerity of Technology Department

More information

Analysis. Control of a dierential-wheeled robot. Part I. 1 Dierential Wheeled Robots. Ond ej Stan k

Analysis. Control of a dierential-wheeled robot. Part I. 1 Dierential Wheeled Robots. Ond ej Stan k Control of a dierential-wheeled robot Ond ej Stan k 2013-07-17 www.otan.cz SRH Hochchule Heidelberg, Mater IT, Advanced Control Engineering project Abtract Thi project for the Advanced Control Engineering

More information

MODAL ANALYSIS OF A BEAM WITH CLOSELY SPACED MODE SHAPES

MODAL ANALYSIS OF A BEAM WITH CLOSELY SPACED MODE SHAPES ME 164 Senior Captone Deign The Cooper Union Spring 2011 MODAL ANALYSIS O A BEAM WITH CLOSELY SPACED MODE SHAPES Eglind Myftiu The Cooper Union New York City, NY, USA ABSTRACT Thi paper invetigate the

More information

REAL-TIME IMPLEMENTATION OF A NEURO-AVR FOR SYNCHRONOUS GENERATOR. M. M. Salem** A. M. Zaki** O. P. Malik*

REAL-TIME IMPLEMENTATION OF A NEURO-AVR FOR SYNCHRONOUS GENERATOR. M. M. Salem** A. M. Zaki** O. P. Malik* Copyright 2002 IFAC 5th Triennial World Congre, Barcelona, Spain REAL-TIME IMPLEMENTATION OF A NEURO- FOR SYNCHRONOUS GENERATOR M. M. Salem** A. M. Zaki** O. P. Malik* *The Univerity of Calgary, Canada

More information

Gemini. The errors from the servo system are considered as the superposition of three things:

Gemini. The errors from the servo system are considered as the superposition of three things: Gemini Mount Control Sytem Report Prediction Of Servo Error Uing Simulink Model Gemini 9 July 1996 MCSJDW (Iue 3) - Decribe the proce of etimating the performance of the main axi ervo uing the non-linear

More information

Permanent Link:

Permanent Link: Citation: Zhang Baocheng Teunien Peter J.G. Odik Denni. 2. A Novel Un-differenced PPP-RTK Concept. The Journal of Navigation. 64 (S): pp. S8-S9. Additional Information: If you wih to contact a Curtin reearcher

More information

A COMPARISON OF METHODS FOR EVALUATING THE TEST ZONE PERFORMANCE OF ANECHOIC CHAMBERS DESIGNED FOR TESTING WIRELESS DEVICES

A COMPARISON OF METHODS FOR EVALUATING THE TEST ZONE PERFORMANCE OF ANECHOIC CHAMBERS DESIGNED FOR TESTING WIRELESS DEVICES A COMPARISON OF METHODS FOR EVALUATING THE TEST ZONE PERFORMANCE OF ANECHOIC CHAMBERS DESIGNED FOR TESTING WIRELESS DEVICES Jame D. Huff John C. Mantovani Carl W. Sirle The Howland Company, Inc. 4540 Atwater

More information

RESEARCH ON NEAR FIELD PASSIVE LOCALIZATION BASED ON PHASE MEASUREMENT TECHNOLOGY BY TWO TIMES FREQUENCY DIFFERENCE

RESEARCH ON NEAR FIELD PASSIVE LOCALIZATION BASED ON PHASE MEASUREMENT TECHNOLOGY BY TWO TIMES FREQUENCY DIFFERENCE RESEARCH ON NEAR FIED PASSIVE OCAIZATION BASED ON PHASE MEASUREMENT TECHNOOGY BY TWO TIMES FREQUENCY DIFFERENCE Xuezhi Yan, Shuxun Wang, Zhongheng Ma and Yukuan Ma College of Communication Engineering

More information

EEEE 480 Analog Electronics

EEEE 480 Analog Electronics EEEE 480 Analog Electronic Lab #1: Diode Characteritic and Rectifier Circuit Overview The objective of thi lab are: (1) to extract diode model parameter by meaurement of the diode current v. voltage characteritic;

More information

Hashiwokakero. T. Morsink. August 31, 2009

Hashiwokakero. T. Morsink. August 31, 2009 Hahiwokakero T. Morink Augut 31, 2009 Content 1 Introduction 3 2 What i Hahiwokakero? 3 2.1 The rule............................. 3 2.2 Eay olving tatement..................... 4 3 Building an Own Solver

More information

Kalman Filtering Based Object Tracking in Surveillance Video System

Kalman Filtering Based Object Tracking in Surveillance Video System (669 -- 917) Proceeding of the 3rd (2011) CUSE International Conference Kalman Filtering Baed Object racking in Surveillance Video Sytem W.L. Khong, W.Y. Kow, H.. an, H.P. Yoong, K..K. eo Modelling, Simulation

More information

Previous lecture. Lecture 5 Control of DVD reader. TheDVD-reader tracking problem. Can you see the laser spot?

Previous lecture. Lecture 5 Control of DVD reader. TheDVD-reader tracking problem. Can you see the laser spot? Lecture 5 Control of DVD reader Previou lecture Focu control Radial control (Track following) Lecture 4: Specification in frequency domain Loop haping deign Problem formulation Modeling Specification Focu

More information

Resonant amplifier L A B O R A T O R Y O F L I N E A R C I R C U I T S. Marek Wójcikowski English version prepared by Wiesław Kordalski

Resonant amplifier L A B O R A T O R Y O F L I N E A R C I R C U I T S. Marek Wójcikowski English version prepared by Wiesław Kordalski A B O R A T O R Y O F I N E A R I R U I T S Reonant amplifier 3 Marek Wójcikowki Englih verion prepared by Wieław Kordalki. Introduction Thi lab allow you to explore the baic characteritic of the reonant

More information

HIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY

HIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY HIGH VOLTAGE DC-DC CONVERTER USING A SERIES STACKED TOPOLOGY Author: P.D. van Rhyn, Co Author: Prof. H. du T. Mouton Power Electronic Group (PEG) Univerity of the Stellenboch Tel / Fax: 21 88-322 e-mail:

More information

Phase Response of VLBA 16-MHz IF Bands

Phase Response of VLBA 16-MHz IF Bands VLB TEST MEMO N ( L ^. Phae Repone of VLB 16-MHz IF Band J. S. Ulvetad 6 February 1997 1 Introduction Thi note report the reult of an invetigation of the phae repone of the 16-MHz VLBI IF bandpae of the

More information

Influence of Sea Surface Roughness on the Electromagnetic Wave Propagation in the Duct Environment

Influence of Sea Surface Roughness on the Electromagnetic Wave Propagation in the Duct Environment RADIOENGINEERING, VOL. 19, NO. 4, DECEMBER 1 61 Influence of Sea Surface Roughne on the Electromagnetic Wave Propagation in the Duct Environment Xiaofeng ZHAO, Sixun HUANG Intitute of Meteorology, PLA

More information

Position Control of a Large Antenna System

Position Control of a Large Antenna System Poition Control of a Large Antenna Sytem uldip S. Rattan Department of Electrical Engineering Wright State Univerity Dayton, OH 45435 krattan@c.wright.edu ABSTRACT Thi report decribe the deign of a poition

More information

Chapter Introduction

Chapter Introduction Chapter-6 Performance Analyi of Cuk Converter uing Optimal Controller 6.1 Introduction In thi chapter two control trategie Proportional Integral controller and Linear Quadratic Regulator for a non-iolated

More information

Subcarrier exclusion techniques

Subcarrier exclusion techniques Subcarrier excluion technique for coded OFDM ytem Kai-Uwe Schmidt, Jochen Ertel, Michael Benedix, and Adolf Finger Communication Laboratory, Dreden Univerity of Technology, 62 Dreden, Germany email: {chmidtk,

More information

Produced in cooperation with. Revision: May 26, Overview

Produced in cooperation with. Revision: May 26, Overview Lab Aignment 6: Tranfer Function Analyi Reviion: May 6, 007 Produced in cooperation with www.digilentinc.com Overview In thi lab, we will employ tranfer function to determine the frequency repone and tranient

More information

We are IntechOpen, the first native scientific publisher of Open Access books. International authors and editors. Our authors are among the TOP 1%

We are IntechOpen, the first native scientific publisher of Open Access books. International authors and editors. Our authors are among the TOP 1% We are IntechOpen, the firt native cientific publiher of Open Acce book 3,350 108,000 1.7 M Open acce book available International author and editor Download Our author are among the 151 Countrie delivered

More information

The industry s Lowest Noise 10 V/G Seismic IEPE Accelerometer

The industry s Lowest Noise 10 V/G Seismic IEPE Accelerometer The indutry Lowet Noie 10 V/G Seimic IEPE Accelerometer Felix A. Levinzon Endevco/Meggitt Corp. 30700 Rancho Viejo Road San Juan Capitrano, CA 9675 Robert D. Drullinger Lambda Tech LLC 998 Saratoga CT,

More information

ISSN: ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT)

ISSN: ISO 9001:2008 Certified International Journal of Engineering and Innovative Technology (IJEIT) ISSN: 777 ISO 9: Certified Volume, Iue, April Deign of Coine Modulated Filter Bank uing Computationally Efficient Multiplierle FIR Filter Jyotna Ogale, Alok Jain Abtract Thi reearch work preent a computationally

More information

Time-Domain Coupling to a Device on Printed Circuit Board Inside a Cavity. Chatrpol Lertsirimit, David R. Jackson and Donald R.

Time-Domain Coupling to a Device on Printed Circuit Board Inside a Cavity. Chatrpol Lertsirimit, David R. Jackson and Donald R. Time-Domain Coupling to a Device on Printed Circuit Board Inide a Cavity Chatrpol Lertirimit, David R. Jackon and Donald R. Wilton Applied Electromagnetic Laboratory Department of Electrical Engineering,

More information

Published in: Proceedings of the 26th European Solid-State Circuits Conference, 2000, ESSCIRC '00, September 2000, Stockholm, Sweden

Published in: Proceedings of the 26th European Solid-State Circuits Conference, 2000, ESSCIRC '00, September 2000, Stockholm, Sweden Uing capacitive cro-coupling technique in RF low noie amplifier and down-converion mixer deign Zhuo, Wei; Embabi, S.; Pineda de Gyvez, J.; Sanchez-Sinencio, E. Publihed in: Proceeding of the 6th European

More information

A CALIBRATION SYSTEM FOR LASER VIBROMETERS AT NIMT

A CALIBRATION SYSTEM FOR LASER VIBROMETERS AT NIMT XX IMEKO World Congre Metrology for Green Growth September 9 14, 2012, Buan, Republic of Korea A CALIBRATION SYSTEM FOR LASER VIBROMETERS AT NIMT C. Hirunyapruk, P. Rattanangkul, B. Thummawut, V. Plangangma

More information

HEURISTIC APPROACHES TO SOLVE THE U-SHAPED LINE BALANCING PROBLEM AUGMENTED BY GENETIC ALGORITHMS. Ulises Martinez William S. Duff

HEURISTIC APPROACHES TO SOLVE THE U-SHAPED LINE BALANCING PROBLEM AUGMENTED BY GENETIC ALGORITHMS. Ulises Martinez William S. Duff Proceeding of the 200 Sytem and Information Engineering Deign Sympoium Matthew H. Jone, Stephen D. Pate, and Barbara E. Tawney, ed. HEURISTIC APPROACHES TO SOLVE THE U-SHAPED LINE BALANCING PROBLEM AUGMENTED

More information

A moving sound source localization method based on TDOA

A moving sound source localization method based on TDOA A moving ound ource localization method baed on TDOA Feng MIAO; Diange YANG ; Ruia WANG; Junie WEN; Ziteng WANG; Xiaomin LIAN Tinghua Univerity, China ABSTRACT The Time Difference of Arrival (TDOA) method

More information

Voltage Analysis of Distribution Systems with DFIG Wind Turbines

Voltage Analysis of Distribution Systems with DFIG Wind Turbines 1 Voltage Analyi of Ditribution Sytem with DFIG Wind Turbine Baohua Dong, Sohrab Agarpoor, and Wei Qiao Department of Electrical Engineering Univerity of Nebraka Lincoln Lincoln, Nebraka 68588-0511, USA

More information

MIMO Systems: Multiple Antenna Techniques

MIMO Systems: Multiple Antenna Techniques ADVANCED MIMO SYSTEMS MIMO Sytem: Multiple Antenna Technique Yiqing ZOU, Zhengang PAN, Kai-Kit WONG Dr, Senior Member of IEEE, Aociate Editor, IEEE TWirele, IEEE CL, and JoC (AP), Senior Lecturer, Department

More information

Integral Control AGC of Interconnected Power Systems Using Area Control Errors Based On Tie Line Power Biasing

Integral Control AGC of Interconnected Power Systems Using Area Control Errors Based On Tie Line Power Biasing ISSN (Online) 232 24 ISSN (Print) 232 5526 Vol. 2, Iue 4, April 24 Integral Control AGC of Interconnected Power Sytem Uing Area Control Error Baed On Tie Line Power Biaing Charudatta B. Bangal Profeor,

More information

Massachusetts Institute of Technology Haystack Observatory WESTFORD, MASSACHUSETTS DATE 07/15/2009

Massachusetts Institute of Technology Haystack Observatory WESTFORD, MASSACHUSETTS DATE 07/15/2009 BBD Memo #033 Maachuett Intitute of Technolog Hatack Obervator WESTFORD, MASSACHUSETTS 0886 DATE 07/5/2009 To: Broadband Development Group From: C. J. Beaudoin Subject: Holographic Proceing and Conideration

More information

DESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS

DESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS DESIGN OF SECOND ORDER SIGMA-DELTA MODULATOR FOR AUDIO APPLICATIONS 1 DHANABAL R, 2 BHARATHI V, 3 NAAMATHEERTHAM R SAMHITHA, 4 G.SRI CHANDRAKIRAN, 5 SAI PRAMOD KOLLI 1 Aitant Profeor (Senior Grade), VLSI

More information

ERS ASCAT Backscatter and Soil Moisture Intercomparison First Results

ERS ASCAT Backscatter and Soil Moisture Intercomparison First Results ASCAT Soil Moiture Working Note No. 6 ERS ASCAT Backcatter and Soil Moiture Intercomparion Firt Reult 29 June 3 How to reference thi document: Bartali, Z. (29). ERS-ASCAT Backcatter and Soil Moiture Intercomparion

More information

MAX3610 Synthesizer-Based Crystal Oscillator Enables Low-Cost, High-Performance Clock Sources

MAX3610 Synthesizer-Based Crystal Oscillator Enables Low-Cost, High-Performance Clock Sources Deign Note: HFDN-31.0 Rev.1; 04/08 MAX3610 Syntheizer-Baed Crytal Ocillator Enable Low-Cot, High-Performance Clock Source MAX3610 Syntheizer-Baed Crytal Ocillator Enable Low-Cot, High-Performance Clock

More information

IE 361 Module 6. Gauge R&R Studies Part 2: Two-Way ANOVA and Corresponding Estimates for R&R Studies

IE 361 Module 6. Gauge R&R Studies Part 2: Two-Way ANOVA and Corresponding Estimates for R&R Studies IE 361 Module 6 Gauge R&R Studie Part 2: Two-Way ANOVA and Correponding Etimate for R&R Studie Reading: Section 2.2 Statitical Quality Aurance for Engineer (Section 2.4 of Revied SQAME) Prof. Steve Vardeman

More information

Active Harmonic Elimination in Multilevel Converters Using FPGA Control

Active Harmonic Elimination in Multilevel Converters Using FPGA Control Active Harmonic Elimination in Multilevel Converter Uing FPGA Control Zhong Du, Leon M. Tolbert, John N. Chiaon Electrical and Computer Engineering The Univerity of Tenneee Knoxville, TN 7996- E-mail:

More information

SCK LAB MANUAL SAMPLE

SCK LAB MANUAL SAMPLE SCK LAB MANUAL SAMPLE VERSION 1.2 THIS SAMPLE INCLUDES: TABLE OF CONTENTS TWO SELECTED LABS FULL VERSION IS PROVIDED FREE WITH KITS Phone: +92 51 8356095, Fax: +92 51 8311056 Email: info@renzym.com, URL:www.renzym.com

More information

Ephemeris Type A Fault Analysis and Mitigation for LAAS

Ephemeris Type A Fault Analysis and Mitigation for LAAS Ephemeri Type A Fault Analyi and Mitigation for LAAS Haochen Tang, Sam Pullen, and Per Enge, Stanford Univerity Livio Gratton and Bori Pervan, Illinoi Intitute of Technology Mat Brenner, Joe Scheitlin,

More information

Before the beginning of the Q wave At the top of the R wave After the end of the S wave

Before the beginning of the Q wave At the top of the R wave After the end of the S wave 334 AcqKnowledge 4 Software Guide Detect and Claify Heartbeat Thi robut QRS detector i tuned for human ECG Lead II ignal. It attempt to locate QRS complexe and place an event near the center of each QRS

More information

Design, Realization, and Analysis of PIFA for an RFID Mini-Reader

Design, Realization, and Analysis of PIFA for an RFID Mini-Reader Deign, Realization, and Analyi of PIFA for an RFID Mini-Reader SUNG-FEI YANG ; TROY-CHI CHIU ; CHIN-CHUNG NIEN Indutrial Technology Reearch Intitute (ITRI) Rm. 5, Bldg. 5, 95, Sec., Chung Hing Rd., Chutung,

More information

Different Parameters Variation Analysis of a PV Cell

Different Parameters Variation Analysis of a PV Cell Different Parameter Variation Analyi of a PV Cell Md Tofael Ahmed *a,terea Gonçalve b,andre Albino b, Maud Rana Rahel b, Angela Veiga b, Mouhaydine Tlemcani b *a,b Department of Phyic, b Department of

More information

Tensile Capacity of U-bar Loop Connections with Precast Fiber Reinforced Dowels

Tensile Capacity of U-bar Loop Connections with Precast Fiber Reinforced Dowels Downloaded from orbit.dtu.dk on: Oct 15, 018 Tenile Capacity of U-bar Loop Connection with Precat Fiber Reinforced Dowel Sørenen, Jeper arrild; oang, Linh Cao; Oleen, John Forbe; Ficher, Gregor Publihed

More information

Constant Switching Frequency Self-Oscillating Controlled Class-D Amplifiers

Constant Switching Frequency Self-Oscillating Controlled Class-D Amplifiers http://dx.doi.org/.5755/j.eee..6.773 ELEKTRONIKA IR ELEKTROTECHNIKA, ISSN 39 5, OL., NO. 6, 4 Contant Switching Frequency Self-Ocillating Controlled Cla-D Amplifier K. Nguyen-Duy, A. Knott, M. A. E. Anderen

More information

Available online at ScienceDirect. Procedia Technology 21 (2015 ) SMART GRID Technologies, August 6-8, 2015

Available online at   ScienceDirect. Procedia Technology 21 (2015 ) SMART GRID Technologies, August 6-8, 2015 Available online at www.ciencedirect.com ScienceDirect Procedia Technology 1 (15 ) 589 595 SMART GRID Technologie, Augut 6-8, 15 An Optimization Algorithm for Voltage Flicer Analyi Athira S a*, Hariumar

More information

FAST PATH LOSS PREDICTION BY USING VIRTUAL SOURCE TECHNIQUE FOR URBAN MICROCELLS

FAST PATH LOSS PREDICTION BY USING VIRTUAL SOURCE TECHNIQUE FOR URBAN MICROCELLS FAST PATH LOSS PREDICTION BY USING VIRTUAL SOURCE TECHNIQUE FOR URBAN MICROCELLS Haan M. El-Sallai Radio Laoratory, Intitute of Radio Communication (IRC) Helinki Univerity of Technology P. O. Box 3000,

More information

The RCS of a resistive rectangular patch antenna in a substrate-superstrate geometry

The RCS of a resistive rectangular patch antenna in a substrate-superstrate geometry International Journal of Wirele Communication and Mobile Computing 0; (4): 9-95 Publihed online October 0, 0 (http://www.ciencepublihinggroup.com/j/wcmc) doi: 0.648/j.wcmc.0004. The RCS of a reitive rectangular

More information

A Real-Time Wireless Channel Emulator For MIMO Systems

A Real-Time Wireless Channel Emulator For MIMO Systems A eal-time Wirele Channel Emulator For MIMO Sytem Hamid Elami, Ahmed M. Eltawil {helami,aeltawil}@uci.edu Abtract: The improvement in channel capacity hailed by MIMO ytem i directly related to intricate

More information

SETTING UP A GRID SIMULATOR A. Notholt 1, D. Coll-Mayor 2, A. Engler 1

SETTING UP A GRID SIMULATOR A. Notholt 1, D. Coll-Mayor 2, A. Engler 1 SETTING U A GRID SIMULATOR A. Notholt, D. CollMayor 2, A. Engler Intitut für Solare Energieverorgungtechnik (ISET). Königtor 9. D349 Kael anotholt@iet.unikael.de 2 Department of hyic. Univerity of Balearic

More information

Joint Wireless Positioning and Emitter Identification in DVB-T Single Frequency Networks

Joint Wireless Positioning and Emitter Identification in DVB-T Single Frequency Networks Joint Wirele Poitioning and Emitter Identification in Single Frequency Network Liang Chen, Lie-Liang Yang, Jun Yan and Ruizhi Chen Abtract Digital televiion (DTV) ignal ha been recognized a a promiing

More information

Gravitational redshift experiments with space-borne atomic clocks

Gravitational redshift experiments with space-borne atomic clocks Gravitational redhift experiment with pace-borne atomic clock Rudenko V. 1, Guev A. 1, Kaut V. 2,, Kulagin V. 1, Porayko N. 1 1 Sternberg Atronomical Intitute, Mocow State Univerity, Mocow, Ruia; 2 Atro

More information

Point-to-point radio link variation at E-band and its effect on antenna design Al-Rawi, A.N.H.; Dubok, A.; Herben, M.H.A.J.; Smolders, A.B.

Point-to-point radio link variation at E-band and its effect on antenna design Al-Rawi, A.N.H.; Dubok, A.; Herben, M.H.A.J.; Smolders, A.B. Point-to-point radio link variation at E-band and it effect on antenna deign Al-Rawi, A.N.H.; Dubok, A.; Herben, M.H.A.J.; Smolder, A.B. Publihed in: PIERS 215 Prague Publihed: 1/1/215 Document Verion

More information

A Two-Stage Optimization PID Algorithm

A Two-Stage Optimization PID Algorithm PID' Brecia (Italy), March 8-3, ThB. A Two-Stage Optimization PID Algorithm Gíli Herjólfon Anna Soffía Haukdóttir Sven Þ. Sigurðon Department of Electrical and Computer Engineering,Univerity of Iceland

More information

Control of Electromechanical Systems using Sliding Mode Techniques

Control of Electromechanical Systems using Sliding Mode Techniques Proceeding of the 44th IEEE Conference on Deciion and Control, and the European Control Conference 25 Seville, Spain, December 2-5, 25 MoC7. Control of Electromechanical Sytem uing Sliding Mode Technique

More information

Mechatronics Laboratory Assignment 5 Motor Control and Straight-Line Robot Driving

Mechatronics Laboratory Assignment 5 Motor Control and Straight-Line Robot Driving Mechatronic Laboratory Aignment 5 Motor Control and Straight-Line Robot Driving Recommended Due Date: By your lab time the week of March 5 th Poible Point: If checked off before your lab time the week

More information

/09/$ IEEE 472

/09/$ IEEE 472 Bai Puruit for Robut Paive Acoutic Beamforming Ben Shapo and Chri Kreucher Integrity Application Incorporated 900 Victor Way, Suite 220 Ann Arbor, MI 48108 bhapo@integrity-app.com, ckreuche@umich.edu Abtract

More information

COST OF TRANSMISSION TRANSACTIONS: Comparison and Discussion of Used Methods

COST OF TRANSMISSION TRANSACTIONS: Comparison and Discussion of Used Methods INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY AND POWER QUALITY (ICREPQ 03) COST OF TRANSMISSION TRANSACTIONS: Comparion and Dicuion of Ued Method Judite Ferreira 1, Zita Vale 2, A. Almeida Vale 3 and Ricardo

More information

ASSISTING PERSONAL POSITIONING IN INDOOR ENVIRONMENTS USING MAP MATCHING

ASSISTING PERSONAL POSITIONING IN INDOOR ENVIRONMENTS USING MAP MATCHING Archive of Photogrammetry, Cartography and Remote Sening, Vol., 0, pp. 39-49 ISSN 083-4 ASSISTING PERSONAL POSITIONING IN INDOOR ENVIRONMENTS USING MAP MATCHING Mohamed Attia, Adel Moua, ing Zhao 3, Naer

More information

An FM signal in the region of 4.2 to 4.6

An FM signal in the region of 4.2 to 4.6 A LOW COST, HIGH ACCURACY RADAR ALTIMETER Thi article decribe the development of a frequency modulated (FM) radar altimeter for meauring the height of flying object. The entire tructure comprie two part:

More information

Multi Frequency Precise Point Positioning Using GPS and Galileo Data with Smoothed Ionospheric Corrections

Multi Frequency Precise Point Positioning Using GPS and Galileo Data with Smoothed Ionospheric Corrections Multi Frequency recie oint oitioning Uing GS and Galileo Data with Smoothed Ionopheric Correction Franceco Baile, Terry Moore, Chri Hill Nottingham Geopatial Intitute Univerity o Nottingham Nottingham,

More information

UNIVERSITY OF SASKATCHEWAN EE456: Digital Communications FINAL EXAM, 9:00AM 12:00PM, December 9, 2010 (open-book) Examiner: Ha H.

UNIVERSITY OF SASKATCHEWAN EE456: Digital Communications FINAL EXAM, 9:00AM 12:00PM, December 9, 2010 (open-book) Examiner: Ha H. Name: Page 1 UNIVERSIY OF SASKACHEWAN EE456: Digital Communication FINAL EXAM, 9:00AM 1:00PM, December 9, 010 (open-book) Examiner: Ha H. Nguyen Permitted Material: Only textbook and calculator here are

More information

Techniques for Implementing a Model Simulated on a Physical Drive Vector Control

Techniques for Implementing a Model Simulated on a Physical Drive Vector Control 3 rd International Sympoium on Electrical Engineering and Energy er September 24-25, 2009, Suceava Technique for Implementing a Model Simulated on a Phyical Drive Vector Control Ciprian AFANASOV "Stefan

More information

Comm 502: Communication Theory. Lecture 5. Intersymbol Interference FDM TDM

Comm 502: Communication Theory. Lecture 5. Intersymbol Interference FDM TDM Lecture 5 Interymbol Interference FDM TDM 1 Time Limited Waveform Time-Limited Signal = Frequency Unlimited Spectrum Square Pule i a Time-Limited Signal Fourier Tranform 0 T S -3/T S -2/T S -1/T S 0 1/T

More information

Group Image 1 Report

Group Image 1 Report THE UNIVERSITY OF COLORADO Group Image 1 Report Multiple Internal Refraction of Laer Light in Laminar Flow Chritopher Francklyn 3/14/2013 MCEN 4151 Flow Viualization Spring 2013 1. Purpoe of Image The

More information

Adaptive Groundroll filtering

Adaptive Groundroll filtering Adaptive Groundroll filtering David Le Meur (CGGVerita), Nigel Benjamin (CGGVerita), Rupert Cole (Petroleum Development Oman) and Mohammed Al Harthy (Petroleum Development Oman) SUMMARY The attenuation

More information

INDIAN OCEAN HYDROACOUSTIC WAVE PROPAGATION CHARACTERISTICS

INDIAN OCEAN HYDROACOUSTIC WAVE PROPAGATION CHARACTERISTICS ABSTRACT INDIAN OCEAN HYDROACOUSTIC WAVE PROPAGATION CHARACTERISTICS Pierre-Franck Pierchia, Pierre-Mathieu Dordain CEA/DIF Département Anlaye, Surveillance, Environnement, France Sponor Commiariat à l

More information

Available online at ScienceDirect. Procedia Technology 17 (2014 )

Available online at  ScienceDirect. Procedia Technology 17 (2014 ) Available online at www.ciencedirect.com ScienceDirect Procedia Technology 17 (014 ) 791 798 Conference on Electronic, Telecommunication and Computer CETC 013 DC-DC buck converter with reduced impact Miguel

More information

Self-Programmable PID Compensator for Digitally Controlled SMPS

Self-Programmable PID Compensator for Digitally Controlled SMPS 6 IEEE COMPEL Workhop, Renelaer Polytechnic Intitute, Troy, NY, USA, July 16-19, 6 Self-Programmable PID Compenator for Digitally Controlled SMPS Zhenyu Zhao and Alekandar Prodi Univerity of Toronto Toronto,

More information

CHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER

CHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER 16 CHAPTER 2 WOUND ROTOR INDUCTION MOTOR WITH PID CONTROLLER 2.1 INTRODUCTION Indutrial application have created a greater demand for the accurate dynamic control of motor. The control of DC machine are

More information

GPS WIRELESS SENSOR NETWORK FOR MONITORING QUASI-STATIC DISPLACEMENT

GPS WIRELESS SENSOR NETWORK FOR MONITORING QUASI-STATIC DISPLACEMENT GPS WIRELESS SENSOR NETWORK FOR MONITORING QUASI-STATIC DISPLACEMENT Maayuki SAEKI 1, Mai SAWADA 2, Yukio SHIBA 3 and Kenji OGUNI 4 1 Member of JSCE, Aociate Profeor, Dept. of Civil Eng., Tokyo Univerity

More information

NAVAL POSTGRADUATE SCHOOL THESIS

NAVAL POSTGRADUATE SCHOOL THESIS NAVAL POSTGRADUATE SCHOOL MONTEREY, CALIFORNIA THESIS SIMULATION PERFORMANCE OF MULTIPLE-INPUT MULTIPLE-OUTPUT SYSTEMS EMPLOYING SINGLE- CARRIER MODULATION AND ORTHOGONAL FRE- QUENCY DIVISION MULTIPLEXING

More information

Improving the Regulatory Response of PID Controller Using Internal Model Control Principles

Improving the Regulatory Response of PID Controller Using Internal Model Control Principles International Journal of Control Science and Engineering 9, 9(): 9-4 DOI:.59/j.control.99. Improving the Regulatory Repone of PID Controller Uing Internal Model Control Principle Arun R. Pathiran Dept.

More information

ISO Assistive products for blind and visionimpaired persons Tactile walking surface indicators

ISO Assistive products for blind and visionimpaired persons Tactile walking surface indicators Provläningexemplar / Preview INTERNATIONAL STANDARD ISO 23599 Firt edition 2012-03-01 Aitive product for blind and viionimpaired peron Tactile walking urface indicator Produit d aitance pour peronne aveugle

More information

High Voltage Dry-Type Air-Core Shunt Reactors

High Voltage Dry-Type Air-Core Shunt Reactors 1, rue d Artoi, F-75008 PARIS A3-101 CIGRE 014 http : //www.cigre.org High Voltage Dry-Type Air-Core Shunt Reactor K. PAPP* M. R. SHARP D.F. PEELO Trench Autria GmbH Trench Limited Conultant Autria Canada

More information

Operation of the Discrete Wavelet Transform: basic overview with examples

Operation of the Discrete Wavelet Transform: basic overview with examples Operation o the Dicrete Wavelet Tranorm: baic overview with example Surname, name Antonino Daviu, Joe Alono (joanda@die.upv.e) Department Centre Ecuela Técnica Superior de Ingeniero Indutriale Departamento

More information

Distribution Transformer Due to Non-linear Loads

Distribution Transformer Due to Non-linear Loads RESEARCH ARTICLE Derating of OPEN ACCESS Ditribution Tranformer Due to Non-linear Load Vihakha L. Mehram 1, Mr. S. V. Umredkar 2 Department of Electrical EngineeringShri Ramdeobaba College of Engineering

More information

International Journal of Engineering Research & Technology (IJERT) ISSN: Vol. 1 Issue 6, August

International Journal of Engineering Research & Technology (IJERT) ISSN: Vol. 1 Issue 6, August ISSN: 2278-08 Vol. Iue 6, Augut - 202 The Turbo Code and an Efficient Decoder Implementation uing MAP Algorithm for Software Defined Radio Mr Rupeh Singh (Principal), Dr. Nidhi Singh (Aociate Profeor)

More information

The Central Limit Theorem

The Central Limit Theorem Objective Ue the central limit theorem to olve problem involving ample mean for large ample. The Central Limit Theorem In addition to knowing how individual data value vary about the mean for a population,

More information

AC : TEACHING DIGITAL FILTER IMPLEMENTATIONS US- ING THE 68HC12 MICROCONTROLLER

AC : TEACHING DIGITAL FILTER IMPLEMENTATIONS US- ING THE 68HC12 MICROCONTROLLER AC 2011-549: TEACHING DIGITAL FILTER IMPLEMENTATIONS US- ING THE 68HC12 MICROCONTROLLER Li Tan, Purdue Univerity North Central DR. LI TAN i currently with the College of Engineering and Technology at Purdue

More information

Revisiting Cross-channel Information Transfer for Chromatic Aberration Correction

Revisiting Cross-channel Information Transfer for Chromatic Aberration Correction Reviiting Cro-channel Information Tranfer for Chromatic Aberration Correction Tiancheng Sun, Yifan Peng 3, Wolfgang Heidrich,3 King Abdullah Univerity of Science and Technology, Thuwal, Saudi Arabia IIIS,

More information

Cuing mechanisms in auditory signal detection

Cuing mechanisms in auditory signal detection Cuing mechanim in auditory ignal detection RONALD HÜBNER and ERVIN R. HAFTER Univerity of California, Berkeley, California Detection of auditory ignal under frequency uncertainty can be improved by preenting

More information

A Programmable Compensation Circuit for System-on- Chip Application

A Programmable Compensation Circuit for System-on- Chip Application http://dx.doi.org/0.5573/jsts.0..3.98 JOURAL OF SEMICODUCTOR TECHOLOGY AD SCIECE, VOL., O.3, SEPTEMBER, 0 A Programmable Compenation Circuit for Sytem-on- Chip Application Woo-Chang Choi* and Jee-Youl

More information

R-R Interval Processing Using BIOPAC s HRV Algorithm Implementation

R-R Interval Processing Using BIOPAC s HRV Algorithm Implementation APPLICATION NOTE 42 Aero Camino, Goleta, CA 93117 Tel (805) 685-0066 Fax (805) 685-0067 info@biopac.com www.biopac.com Updated 01.07.2016 Application Note 246 R-R Interval Proceing Uing BIOPAC HRV Algorithm

More information

Cooling Fan Bearing Fault Identification Using Vibration Measurement

Cooling Fan Bearing Fault Identification Using Vibration Measurement Cooling Fan Bearing Fault Identification Uing Vibration Meaurement Qiang Miao * School of Mechanical, Electronic and Indutrial Engineering Univerity of Electronic Science and Technology of China Chengdu,

More information