ARTM CHANNEL SOUNDING RESULTS AN INVESTIGATION OF FREQUENCY SELECTIVE FADING ON AERONAUTICAL TELEMETRY CHANNELS

Size: px
Start display at page:

Download "ARTM CHANNEL SOUNDING RESULTS AN INVESTIGATION OF FREQUENCY SELECTIVE FADING ON AERONAUTICAL TELEMETRY CHANNELS"

Transcription

1 ARTM CHANNEL SOUNDING RESULTS AN INVESTIGATION OF FREQUENCY SELECTIVE FADING ON AERONAUTICAL TELEMETRY CHANNELS Item Type text; Proceeings Authors Rice, Michael; e Gaston, Davi; Davis, Aam; German, Gus; Bettwieser, Christian Publisher International Founation for Telemetering Journal International Telemetering Conference Proceeings Rights Copyright International Founation for Telemetering Downloa ate 5/6/8 9:34:3 Link to Item

2 ARTM CHANNEL SOUNDING RESULTS AN INVESTIGATION OF FREQUENCY SELECTIVE FADING ON AERONAUTICAL TELEMETRY CHANNELS Michael Rice, Davi e Gaston, Aam Davis, Gus German, Christian Bettwieser Department of Electrical an Computer Engineering Brigham Young University ABSTRACT Initial results of wieban channel souning experiments sponsore by the Avance Range Telemetry (ARTM) program are presente. Data collecte at Ewars EAFB uring the Winter , are analyze in the frequency omain to estimate the number, strength, an elays of the significant multipath reflections observe uring the experiments. We observe that the channel is aequately moele using two or three multipath reflections. The multipath fae events are correlate with recore bit error rates an transmitter location to provie a comprehensive overview of the channel characteristics. Summaries from two test flights are inclue where it is seen that the - an 3-ray channel moels provie excellent moels for the ata. In general, the 3-ray moel captures the essential features of the multipath interference. In this moel the first multipath is a strong specular reflection with relative amplitue greater than.5 an relative elay in the 3 to 7 ns range. The secon multipath is a much weaker reflection with relative amplitue less than.5 an relative elay in the 75 to 35 ns range. KEY WORDS Channel Souning, Channel Characterization, Multipath Faing, ARTM. INTRODUCTION Multipath interference occurs when reflecte replicas of the transmitte wave front arrive within the main lobe of the receive antenna gain pattern []. The ranom phasing of these reflections causes ranom perios of constructive an estructive interference. When the estructive interference reuces the carrier-to-noise ratio at the receiver front en to an unacceptably low level, a multipath fae event occurs which prouces what is often calle a ata outage or signal outage []. Mitigation techniques for faing inclue space iversity, antenna iversity [], interleave error control coing [3], an equalization [3]. The effectiveness of these

3 techniques epens on certain faing characteristics such as the number, strength an time elays of these reflections. One of the tasks of the Avance Range Telemetry (ARTM) Program is to investigate the properties of multipath faing in common aeronautical telemetry environments. This paper reports on the initial results from two ARTM channel souning flights at Ewars AFB in December 998 an February 999. x(t) h(t) y(t) Y(f) = H(f)X(f) Figure : Linear time-invariant system representation of the RF multipath environment. CHANNEL MODELS AND SOUNDING TECHNIQUES We begin by noting that real channels are time-varying. The channel impulse response is a function of the physical geometry involving the airborne transmitter, the receiver, an the reflection points. Since this geometry varies uring the mission, the channel impulse response varies uring the mission. The characterization of these changes or channel ynamics, is treate in [4]. We assume that over a short enough time interval, the channel oes not change an is time-invariant. Thus, uring a sufficiently short interval of time, we moel the aeronautical telemetry channel as a linear, time-invariant system with impulse response h(t) an transfer function H(f) as illustrate in Figure. When a signal x(t) is input to the system, the channel output y(t) is given by the convolution of x(t) with h(t). In the frequency omain, the input-output relationship is Y(f) = H(f)X(f). Observations of receive signal properties at Point Mugu NAWC [5,6], White Sans Missile Range [7], Ewars AFB [8,9], an China Lake NAWC [] suggest that a goo moel for the aeronautical telemetry channel is one consisting of a line-of-sight signal accompanie by a single strong specular reflection whose elay relative to the line-ofsight signal is some fraction of the bit time. Such a channel is moele mathematically as j ( πf τ + θ ) h( t) = δ ( t) + Γe δ ( t τ ) ()

4 where Γ is the strength of the reflection relative to the line-of-sight signal, θ is the phase shift cause by the reflective meium, τ is the elay of the specular reflection, an πf τ is the phase shift cause by the elay ( f is the carrier frequency). Γ an θ are a function of the permeability, permittivity, an roughness of the reflecting surface, the incience angle of the arriving electromagnetic wavefront [], an the gain of the receive antenna in the irection of the arriving specular reflection []. The relative elay τ is a function of the geometry: slant range, elevation angle, etc. The overall phase shift of the specular reflection is γ = πfoτ + θ. For our analysis, we are intereste only in γ an not in its constituent parts so that j γ h( t) = δ ( t) + Γe δ ( t τ ). () The magnitue of the corresponing channel transfer function is H ( f ) = + Γ + Γcos f ( π τ γ ). (3) Some of the ata to be presente later is well moele by a channel consisting of two specular reflections. In this case we have j γ jγ δ ( t τ ) + Γ e δ ( ) (4) h( t) = δ ( t) + Γe t τ where the subscripts are use to enote the magnitue, phase shift, an elay of the first an secon reflections. In general, a multipath channel with L reflections may be moele as an LTI system with impulse response jγ i h( t) = δ ( t) + Γe δ τ L i= i ( t ). (5) In many applications, the accuracy of the moel improves with increasing L. But moels with large L are of limite practical value in simulation an analysis. Thus we prefer channel moels with as small an L as possible. Our ata moeling shows excellent results using L = or. The ieal channel souner is one that transmits an impulse an recors the channel output. When x(t) = δ(t), y(t) = h(t). Since transmitting an ieal impulse is not possible, the alternative metho outline in Figure is often use. Here x(t) is a bipolar NRZ pseuo-ranom (PN) sequence of length M. The PN sequence is use because it has the esirable correlation property [3]: i R XX ( λ) = x( t) x( t + λ) t λ + = T c M M T c < λ T λ < ( M ) T c c (6)

5 moulate PN source x(t) h(t) y(t) replica of x(t) correlator Figure : PN sequence metho for channel souning. The receive signal is correlate with a locally generate replica of the transmitte moulate PN sequence. The resulting correlation peaks ientify the multipath reflections. λ M T c MT c Figure 3: Perioic correlation function for length-m PN sequence moulate with bipolar NRZ pulse shape with a bit perio of T c secons. where T c is the bit perio. A plot of the correlation function (6) is shown in Figure 4 where it is seen that it is perioic with perio T c. To see how channel souning is accomplishe using a signal with this property, consier what happens when x(t) is passe through a two ray channel with impulse response given j γ by equation (). In this case, y( t) = x( t) + Γe x( t τ ). The channel souning proceure computes the cross correlation between the receive signal y(t) an the transmitte PN sequence x(t): R YX ( λ) = = R y( t) x( t + λ) t XX ( λ) + Γe jγ R XX ( λ τ ) The cross correlation function is plotte in Figure 4 for two important cases. In the first case, τ > T c so that the correlation peaks o not overlap. From the cross correlation function, we are able to etermine the magnitue, phase, an elay of the reflection. In the secon case, τ < T c so that the two correlation peaks overlap thereby making the etermination of the reflection properties problematic. (7)

6 Γe jγ M e j Γ γ M λ + Γe jγ M τ istortion cause by correlation peak overlap λ τ? Figure 4: Examples of the cross correlation between the transmitte length-m PN sequence an the output of a -ray channel with impulse response given by Equation (3). The top figure illustrates the case where the elay τ is greater than T c. Two istinct peaks are obvious an are separate by the time elay τ. The bottom figure illustrates the case where τ is less than T c. The two correlation peaks are smeare together making the ientification of the channel parameters problematic. When τ < T c it is still possible to perform some channel moeling using frequency omain techniques. This technique uses the power spectral ensities of the input an output signals which we enote by S X (f) an S Y (f), respectively, an exploits the relationship SY ( f ) = H ( f ) S X ( f ). (8) Using this technique, the power spectral ensity of the receive signal is compute then ivie by the power spectral ensity of the known transmitte signal (the PN sequence in our case) to obtain an estimate of the magnitue of the channel transfer function (which we call H ˆ ( f ) ): Hˆ ( f ) SY ( f ) =. (9) S ( f ) X As an illustration of the technique, assume a -ray channel moel h(t) given by () with corresponing transfer function given by (3). The channel transfer function H(f) is completely specifie by the three parameters Γ, γ, an τ. The parameters that most closely match the ata may be etermine by choosing the parameters to minimize the square error between the assume transfer function H ( f ) an the measure transfer function H ˆ ( f ). Usually, some weighting is use so that small values of H ( f ) an

7 Hˆ ( f ) are not ignore by the curve fitting process. For example, Rummler [4] ivie each point by the square of its absolute value. Here we use a ifferent weighting by converting the ata to ecibels (B) to convert equal magnitue ifferences to linear ifferences. In this way, the structure of to 3 B nulls in curve fit. In mathematical terms, the best-fit parameters are expresse as ( Γ, τ ) ( log H ( f ) log Hˆ ( ) H ˆ ( f ) are preserve in the, γ opt = argmin f ) () ( Γ, γ, τ ) where the conversion to B has been mae explicit. The extension of this technique to the 3-ray moel is straight forwar. Since many of the elays encountere uring the ARTM channel souning experiments were less than T c, the frequency omain metho was use to process the ata. EXPERIMENTAL CONFIGURATION The channel souning experiments were conucte as outline in Figure 5. A length-7 PN sequence was transmitte using a Mbit/secon BPSK transmitter in a T-39 aircraft. A -Watt linear power amplifier was connecte to a linearly polarize antenna mounte uner the fuselage. A GPS receiver logge the time an position for post flight ata correlation. The receiving station was locate at Builing 579, the main telemetry receiving site at the Ewars AFB complex. The receiver was equippe with a circularly polarize tracking antenna, a wieban telemetry receiver with a linear 7 MHz IF output, an ata acquisition equipment. The receiver AGC signal was sample at a rate of 5 ksamples/secon an recore with GPS erive time stamps. The bit error counts from the bit error rate analyzer were also logge. The IF output was sample at a rate of Msamples/secon using a high-spee igital oscilloscope. The oscilloscope sampling-trigger was riven by a BPSK emoulator couple with a bit error rate analyzer. Whenever the bit error count exceee a certain level, the sample trigger was asserte. During each trigger event, the igital oscilloscope recore evenly space ata segments. Each segment consiste of, samples, or µsecons of ata. At the en of each trigger event, the samples were ownloae from the igital oscilloscope to a PC an logge with a time stamp. To apply the frequency omain curve fitting techniques of Equations (9) an () to the sample ata, careful associations must be mae between the recore iscrete-time ata an the continuous-time ata assume by the technique. This association is outline in Figure 6. Here we see that we have samples of the output signal y(t) which we enote y(nt s ) where t s = ns is the sample perio. Computing the N-point DFT of the sequence Y e j e jω Y is the iscrete-time Fourier Ω y(nt s ) prouces ( ) πk for k =,,,N- where ( ) Ω= N

8 transform (DTFT) of y(nt s ) an π < Ω π is the iscrete-time frequency. Using samples jω of the input signal x(nt s ) we can compute ( e ) H jω ( e ) πk Ω= N Y jω ( e ) jω ( e ) X an form the ratio = for k =,, N- () X πk Ω= N 7-PN source LPF BPSK mo linear PA bipolar Mbits/sec aircraft fuselage hemispherically omni-irectional antenna tracking antenna wieban telemetry receiver AGC 7 MHz IF A/D sampling trigger high spee igital oscilloscope PC BPSK emo BER analyzer trigger circuit GPS Figure 5: System configuration for the ARTM channel souning flights.

9 which are frequency omain samples of H ( f ) over those frequencies where X(f) has support [5]. Thus we have k H k =,,..., N / Nt jω s H ( e ) π k = Ω= () N k N H k = N / +,..., N Nts x(nt s ) X jω ( ) e πk Ω= N x(t) h(t) H ( f ) =? y(t) sample y(nt s ) DFT Y jω ( ) e πk Ω= N H jω ( e ) πk Ω= N = Y X jω ( e ) jω ( e ) k H Nt s πk Ω= N Figure 6: Diagram illustrating the relationship between iscrete-time processing an the continuous-time channel impulse response. Thus while it is impossible to sample h(t) given by (), (4), or (5) irectly (they are not banlimite signals), it is possible to moel samples of H(f) over a limite frequency range [5]. Using the DFT s of the sample input an output signals an Equation () in place of H ( f ) in Equation (), we are able to apply the frequency omain technique to etermine the least squares parameters for our channel moel using the sample ata. RESULTS This paper reports on two of the ARTM channel souning flights outline in Table. The basic iea of these flights was to gather information from ifferent locations at ifferent frequencies using ifferent receive antennas. This ata represents a course sampling of the multipath environments common to lan-base aeronautical telemetry an gives us some iea of the number, strength, an elays of the multipath reflections to be expecte. Table : Technical specification summaries for ARTM Flights an. ARTM flight ientifier Flight Flight carrier frequency 5.5 MHz MHz receive antenna 8-foot parabolic reflector -foot parabolic reflector segment spacing msec 5 msec flight path Black Mountain Cors Roa

10 Some representative curve fits from Flight are illustrate in Figures 7 an 8. These figures also illustrate the ata moeling technique using the DFT s of the sample transmitte an receive signals. Figure 7 emonstrates an example where the -ray channel moel is an excellent match to the ata an suggests the existence of a strong specular reflection with a relative amplitue of.97 an a ifferential elay (from the line-of-sight path) of 47 ns. It is clear from the plot in the lower right han corner that the ae complexity of the 3-ray moel is unnecessary in moeling this particular ata segment. In this case the thir ray has a relative amplitue of only.4 an coul be ignore. Figure 8 is an example where the 3-ray moel is require. These results suggest the presence of a strong multipath reflection elaye 74 ns from the line-of-sight signal an a weaker multipath reflection elaye 3 ns from the line-of-sight signal. Both of these examples illustrate an important relationship between the - an 3-ray moels. The first reflection in the 3-ray moel is usually the strong reflection associate with a short elay an is consistent with the reflection moele by the -ray channel moel. The secon reflection of the 3-ray moel is usually a weaker reflection with a long elay. The inclusion of this aitional multipath reflection improves the accuracy of the moel. Generalizing to L multipaths (see Equation (5)), it is evient that improve moeling accuracy can be realize at the expense of computational complexity. Our experience with these moels an the available ata suggest that a 3-ray moel aequately captures all the essential features of the channel istortions cause by multipath propagation. The ata use in Figure 8 also illustrates an important caveat of channel characterization using the PN cross correlation metho. The PN cross correlation for the ata of Figure 8 is plotte in Figure 9. The PN cross-correlation ata show three peaks at ns (the line-ofsight path), ns, an 37 ns. The ns spacing between the first an secon correlation peaks is well below the ns spacing require by the PN correlation metho to resolve the iniviual multipath reflections. The correlation peak at ns is a false correlation peak resulting from the out-of-phase interference between the line-of-sight path an the multipath reflection elaye 74 ns. When the elay between the multipaths is greater than ns, the PN cross correlation metho oes a nice job of ientifying the elay. This is illustrate by the thir correlation peak at 37 ns in Figure 9 an is consistent with the frequency omain moeling results in Figure 8.

11 Spectrum (B) frequency (MHz) Spectrum (B) frequency (MHz) H(e jω ) (B) Γ =.97 γ =.6 ra τ = 47.3 ns H(e jω ) (B) Γ =.93 γ =.3 ra τ = 46. ns Γ =.4 γ = -.4 ra τ = 8.6 ns frequency (MHz) frequency (MHz) Figure 7: Representative ata from Flight. This ata was recore uring the first segment at time stamp 7:3:. Starting in the upper left an moving clockwise: () the DFT of the transmitte signal; () the DFT of the receive signal; (3) the resulting sample channel transfer function together with the least squares curve fit for the 3-ray moel; (4) the resulting sample channel transfer function together with the least squares curve fit for the -ray moel.

12 3 Spectrum (B) 5 5 Spectrum (B) frequency (MHz) frequency (MHz) H(e jω ) (B) Γ =.9 γ = -.8 ra τ = 7. ns H(e jω ) (B) Γ =.86 γ = -.6 ra τ = 73.9 ns Γ =.3 γ =.7 ra τ = 3. ns frequency (MHz) frequency (MHz) Figure 8: Representative ata from Flight. This ata was recore uring the ninth segment at time stamp 7:3:. Starting in the upper left an moving clockwise: () the DFT of the transmitte signal; () the DFT of the receive signal; (3) the resulting sample channel transfer function together with the least squares curve fit for the 3-ray moel; (4) the resulting sample channel transfer function together with the least squares curve fit for the -ray moel.

13 correlation (magnitue) Γ =.33 γ =.3 ra τ = 37. ns elay (ns).5 in phase quarature correlation elay (ns) Figure 9: PN cross correlation results for the ata presente in Figure 8. These plots are a goo example of both the utility an anger of using the PN cross correlation metho for the channel parameter estimation. The tallest peak at (normalize) elay ns represents the line-of-sight signal. The frequency omain least-squares curve fits in Figure 8 show that there are two elays accompanying the line-of-sight path. The first elay is a strong elay with relative amplitue.86 an relative elay 74 ns. The relative elay is much shorter than the minimum ns spacing require for elay estimation using the PN cross correlation metho. In this example, the phase ifference between the line-of-sight path an the short-elay path causes a false peak at ns in the correlation. This false peak is obvious in the top plot. The frequency omain least squares curve fit in Figure 8 ientifies a secon elay with relative amplitue.3 an elay 3 ns. This elay is obvious in the correlation curve in the top figure where a peak with relative amplitue.33 at 37 ns is observe.

14 3 Receive Spectrum (B) frequency (MHz) H(e jω ) (B) Γ =.3 γ =.5 ra τ = 36. ns frequency (MHz) correlation (magnitue) Γ =.3 γ = -.7 ra τ = 36. ns elay (ns) Figure : Sample ata from Flight showing an example of a long-elay multipath reflection. The upper left plot is the DFT of the receive signal (the transmitte signal is ientical to the one shown in Figures 7 an 8). The upper right is a plot of the measure transfer function together with a plot of the least squares fit using the -ray moel. The bottom is a plot of the magnitue of the PN correlation function which shows a correlation peak at 36 ns. Note the close agreement between the frequency omain technique an the PN cross correlation metho when the elay is well in excess of ns. Figure illustrates sample results from Flight. This plot is an example of a long multipath elay of 36 ns. As expecte, a multipath characterize by a elay this long has a relative amplitue which is smaller than the relative amplitues associate with shortelay multipath reflections. The frequency omain an PN cross-correlation methos prouce very similar results. This reinforces our confience in the moeling results obtaine using the frequency omain technique.

15 Figure : Parameter summaries of the -ray moel (left column) an 3-ray moel (right column) for the Black Mountain Run (ARTM Flight ) at Ewars AFB with an aircraft at an altitue of 5, feet. Figures through 4 summarize the - an 3-ray moeling results using the frequencyomain technique. Figures an summarize the results from Flight at L-ban while Figures 3 an 4 summarize the results from Flight at S-ban. We make the following observations: General Form for the Channel Moel: In general, we observe two multipath reflections together with the line-of-sight signal. The first multipath is a strong specular reflection with relative amplitue greater than.5 an relative elay in the 3 to 7 ns range. The secon multipath is a much weaker reflection with relative amplitue less than.5 an relative elay in the 75 to 35 ns range. To emonstrate that these numbers are reasonable, we consier the cross sectional slice of terrain for Flight at time 7:3: (the high-altitue Black Mountain run) shown in Figure 5. The ifferential path elays for a single multipath reflection with reflection points A, B, an C as shown were compute. The ifferential elay assuming a reflection from point A (the ege of the 3- B antenna beamwith) is 8 ns. The ifferential elay assuming a reflection from point

16 B is 3 ns while the ifferential elay assuming a reflection from point C is 5855 ns. These values boun the possible elays of multipath reflections from Figure : Parameter summaries for the -ray moel (left column) an 3-ray moel (right column) for the Black Mountain Run (ARTM Flight ) at Ewars AFB with an aircraft at an altitue of, feet. the groun at this point in the test flight. The moeling results summarize in Figure 8 are within this range. Note that for the ata moele in Figure 8, we see that the strong, short-elay reflection occurs off the ry lake be approximately half way between the aircraft an the receiver while the weak, long-elay reflection occurs in the foothills of the Black Mountains. Amplitue-Delay Relationship: In general, strong multipaths are characterize by short elays on the orer of 5 ns. Multipath reflections with longer relative elays on the orer of to 3 ns are much weaker. This is to be expecte since the longer paths that lea to longer elays usually impose greater attenuation. Frequency Depenency: Given the limite ata available at this time, it is ifficult to etermine which ifferences in Figures through 4 are frequency epenent an which are geometry epenent. Figures 3 an 4 emonstrate that there is tremenous

17 variation over a single flight path. Even though the frequencies an flight paths were ifferent, the results from the curve fitting at the two frequencies are quite similar. It is clear that there is significant multipath interference at both the L- an S-bans. Figure 3: Parameter summaries for the -ray moel (left column) an 3-ray moel (right column) for the mile portion of the Cors Roa Run (ARTM Flight ) at Ewars AFB with an aircraft at an altitue of 4, feet. Altitue Depenency: An interesting relationship exists between transmitter altitue an channel characteristics. Figure summarizes the results for the Black Mountain run for an aircraft at an altitue of 5, ft while Figure summarizes the results for the same flight path for an aircraft at an altitue of, ft. The low altitue run exhibite long elays on the orer of to 3 ns which are completely absent in the high altitue run. With a few exceptions, we see that the long-elay multipaths are weak reflections with a relative amplitue of. or less. During the high altitue runs, the increase attenuation ue to the higher altitue an ifferent incience angles resulte in multipaths too weak to trigger a ata acquisition event.

18 Figure 4: Parameter summaries for the -ray moel (left column) an 3-ray moel (right column) for the east-most portion of the Cors Roa Run (ARTM Flight ) at Ewars AFB with an aircraft at an altitue of 4,5 feet. Relationship to Bit Error Rate: Figures 6 an 7 present the bit error count together with the channel souning trigger events on the same time axis. The plot facilitates a correlation between channel conitions an the recore bit errors. The event numbers below the trigger events are a key in cross-referencing the channel conitions summarize in Tables an 3. For the sake of brevity, the tables list average values for the -ray moel least-squares fit parameters. In general, the large amplitue reflections cause the largest increases in bit error rates. This is to be expecte. What these figures suggest is that even relatively small multipath reflections with amplitues.3 or less can cause significant increases in the bit error rate.

19 Figure 5: Cross-section of the aircraft-to-groun station terrain for Flight, time 7:3:. The vertical scale is exaggerate to show the terrain features where the elevations are inicate. The line-of-sight path is shown as the soli line from the aircraft to the groun station. The ifferential elay for a single multipath reflection for 3 ifferent reflection points is compute: point A, the ege of the 3-B beam with; point B, the ege of the low hill overlooking the ry lake be; point C, near the top of the Black Mountains irectly uner the aircraft. The ifferential elays are 8 ns for point A, 3 ns for point B, an 5855 ns for point C. CONCLUSIONS We have summarize results from two ARTM channel souning experiments esigne to provie a course sampling of the terrain an frequencies typical of lan-base aeronautical telemetry. Channel moeling was performe in both the time-omain (PN cross correlation) an frequency omain (least squares curve fit to an assume moel). The two methos provie consistent results when the ifferential path elays exceee ns. We emonstrate that the channel parameters erive from this analysis were within the bouns impose by the transmitter-to-receiver geometry. It is shown that -ray an 3-ray multipath moels provie an excellent match to the ata obtaine thus far. The 3-ray moel is characterize by a strong line-of-sight propagation path; a strong shortelay specular reflection with relative amplitue greater than.5 an elay in the 3 to 7 ns range; an a weaker, long elay specular reflection with relative amplitue less than.5 an elay in the 75 to 35 ns range. Finally, we emonstrate the correlation

20 between channel parameters an bit error rates. This analysis showe that that the magnitue of the reflection is the ominant factor in etermining bit error rate. Table : Summary of average best-fit parameters for the -ray moel using ata from Flight. The event numbers correspon to the numbers marke in Figure 6. The measure BER is the average BER over the interval uring which the ata segments were recore. Event number average Γ average τ (ns) measure BER Table 3: Summary of average best-fit parameters for the -ray moel using ata from Flight. The event numbers correspon to the numbers marke in Figure 7. The measure BER is the average BER over the interval uring which the ata segments were recore. Event number average Γ average τ (ns) measure BER

21 Figure 6: Correlation between recore bit error counts an channel conitions for the first part of the low-altitue Black Mountain Run from Flight. Each point on the top line is a one plus the number of bit errors recore by the bit error rate analyzer uring a ms interval. The lower line plots the trigger events for the igital oscilloscope. The trigger events allow us to perform a time correlation between bit error rate an recore channel outputs. The event numbers below the trigger events are a key in cross-referencing the channel conitions summarize in Table. Note that event numbers, 3, 4, 7, an 8 correspon to channel conitions characterize by multipath reflections with relative amplitues less than.3 an inclue both long (greater than ns) an short (less than ns) elays. Thus we see that even weak multipath can cause significant BER performance egraation.

22 Figure 7: Correlation between recore bit error counts an the channel conitions for the Cors Roa Run from Flight. Each point in the top line is the number of bit errors recore by the bit error rate analyzer uring a 5 ms interval. The lower line plots the trigger events for the igital oscilloscope. The trigger events allow us to perform a time correlation between bit error rate an recore channel outputs. The event numbers below the trigger events are a key in cross-referencing the channel conitions summarize in Table 3. Event numbers -4 occurre when the aircraft was at the mi-point of the Cors Roa run. At this point, the channel is characterize by long elays (longer than the ns bit time) an amplitues less than.5. Event numbers 5 occurre when the aircraft was at the eastern en of the Cors Roa run where the channel is characterize by short elays (less than half the ns bit time) an amplitues greater than.5. This plot illustrates clearly that the shorter, stronger elays egrae BER performance much more than the weaker, longer elays.

23 REFERENCES. Rice, M. an E. Law, Aeronautical Telemetry Faing Sources as Test Ranges, in Proceeings of the International Telemetering Conference, volume 33, Las Vegas, Nevaa, October 997, pages Jakes, W., Microwave Mobile Communications, IEEE Press, Piscataway, New Jersey, Proakis, J., Digital Communications, Thir Eition, McGraw-Hill, New York, Lanon, D. Doppler Banwith Characterization of ARTM Channel Souning Data, in Proceeings of the International Telemetering Conference, volume 35, Las Vegas, Nevaa, October Bishop B. an E. Law, S an L Telemetry Bans: Signal Level Comparison, Technical Report, Point Mugu, California, October, Law, E., private communication, Naval Air Weapons Center WPNS, Point Mugu, California. 7. Law, E., Performance of PCM/FM During Frequency Selective Faing, in Proceeings of the International Telemetering Conference, volume 3, Las Vegas, Nevaa, October 995, pages Reemann, J., Ewars Range Telemetry Evaluation, in Proceeings of the International Test an Evaluation Conference, Lancaster, California, April Frien, D., BER Analysis of an F-6 Test Run at Ewars AFB, in Proceeings of the International Telemetering Conference, volume 33, Las Vegas, Nevaa, October 997, pages Welling, K., Analysis of JDAM Tests at China Lake, in Proceeings of the International Telemetering Conference, volume 33, Las Vegas, Nevaa, October 997, pages Balanis, C., Avance Engineering Electromagnetics, John Wiley an Sons, New York, Rice, M. an D. Frien, Antenna Gain Pattern Effects on Multipath Interference in Aeronautical Telemetering, in Proceeings of the International Telemetering Conference, volume 33, Las Vegas, Nevaa, October 997, pages Peterson, R. an R. Ziemer an D. Borth, Introuction to Sprea Spectrum Communications, Prentice-Hall, Englewoo Cliffs, New Jersey, Rummler, W., A New Selective Faing Moel: Application to Propagation Data, Bell System Technical Journal, volumn 58, July-August, 979, pages Oppenheim, A. an A. Willsky, Signals an Systems, Secon Eition, Prentice-Hall, Upper Sale River, New Jersey, 997.

Signal Transmission Through LTI Systems EE 442 Spring 2017 Lecture 3. Signal Transmission

Signal Transmission Through LTI Systems EE 442 Spring 2017 Lecture 3. Signal Transmission Signal Transmission Through LTI Systems EE 442 Spring 207 Lecture 3 Signal Transmission Steay-State Response in Linear Time Invariant Network By steay-state we mean an sinusoial excitation. x(t) LTI Network

More information

Design of a Radio channel Simulator for Aeronautical Communications

Design of a Radio channel Simulator for Aeronautical Communications Design of a Radio channel Simulator for Aeronautical Communications Item Type text; Proceedings Authors Montaquila, Roberto V.; Iudice, Ivan; Castrillo, Vittorio U. Publisher International Foundation for

More information

INTERFERENCE REJECTION PERFORMANCE AS A MEANS OF FREQUENCY OPTIMISATION IN A MIXED CELLULAR/MANET NETWORK

INTERFERENCE REJECTION PERFORMANCE AS A MEANS OF FREQUENCY OPTIMISATION IN A MIXED CELLULAR/MANET NETWORK ITERFERECE REJECTIO PERFORMACE A A MEA OF FREQUECY OPTIMIATIO I A MIXED CELLULAR/MAET ETORK Kayonne ebley Faculty Avisor: Dr. Richar Dean Department of Electrical an Computer Engineering Morgan tate University

More information

Using Chaos to Detect IIR and FIR Filters

Using Chaos to Detect IIR and FIR Filters PIERS ONLINE, VOL. 6, NO., 00 90 Using Chaos to Detect IIR an FIR Filters T. L. Carroll US Naval Research Lab, Coe 66, Washington, DC 07, USA Abstract In many signal processing applications, IIR an FIR

More information

SECONDARY TRANSMISSION POWER OF COGNITIVE RADIOS FOR DYNAMIC SPECTRUM ACCESS

SECONDARY TRANSMISSION POWER OF COGNITIVE RADIOS FOR DYNAMIC SPECTRUM ACCESS SECONDARY TRANSMISSION POWER OF COGNITIVE RADIOS FOR DYNAMIC SPECTRUM ACCESS Xiaohua Li 1 1 Department of ECE State University of New York at Binghamton Binghamton, NY 139, USA {xli,jhwu1}@binghamton.eu

More information

AN-1140 APPLICATION NOTE

AN-1140 APPLICATION NOTE APPLICATION NOTE One Technology Way P.O. Box 9106 Norwoo, MA 02062-9106, U.S.A. Tel: 781.329.4700 Fax: 781.461.3113 www.analog.com Microphone Array Beamforming by Jera Lewis INTRODUCTION All MEMS microphones

More information

C2. Design of Digital Filters

C2. Design of Digital Filters C2. Design of Digital Filters Objectives Unerstan what is an ieal filter vs a non-ieal filter Given signal an noise specifications in the frequency omain, how to esign a igital filter; For the same problem,

More information

MODELLING OF GPS SIGNAL LARGE SCALE PROPAGATION CHARACTERISTICS IN URBAN AREAS FOR PRECISE NAVIGATION

MODELLING OF GPS SIGNAL LARGE SCALE PROPAGATION CHARACTERISTICS IN URBAN AREAS FOR PRECISE NAVIGATION Int. J. Elec&Electr.Eng&Telcomm. 2012 G Sateesh Kumar et al., 2012 Research Paper ISSN 2319 2518 www.ijeetc.com Vol. 1, No. 1, October 2012 2012 IJEETC. All Rights Reserve MODELLING OF GPS SIGNAL LARGE

More information

Wave-Induced Fluctuations in Underwater Light Field: Analysis of Data from RaDyO Experiments

Wave-Induced Fluctuations in Underwater Light Field: Analysis of Data from RaDyO Experiments DISTRIBUTION STATEMENT A. Approve for public release; istribution is unlimite. Wave-Inuce Fluctuations in Unerwater Light Fiel: Analysis of Data from RaDyO Experiments Dariusz Stramski Marine Physical

More information

Wideband Channel Model for Aeronautical Telemetry

Wideband Channel Model for Aeronautical Telemetry Brigham Young University BYU ScholarsArchive All Faculty Publications 2004-01-01 Wideband Channel Model for Aeronautical Telemetry Christian Bettweiser Adam Davis See next page for additional authors Follow

More information

Measurement of Semi-Anechoic Chamber Using Modified VSWR method above 1GHz

Measurement of Semi-Anechoic Chamber Using Modified VSWR method above 1GHz Measurement of Semi-Anechoic Chamber Using Moifie VSWR metho above 1GHz M. Bittera, K. Kováč, J. Hallon Department of Measurement, Faculty of Electrical Engineering an Information Technology, Slovak University

More information

Jitter Limitations on a Gigabit Copper Multi- Carrier System

Jitter Limitations on a Gigabit Copper Multi- Carrier System Jitter Limitations on a Gigabit Copper Multi- Carrier System Jan H. Rutger Schraer, Eric A.M. Klumperink, Jan L. Visschers, Bram Nauta University of Twente, IC-Design Group, P.O. Box 7, 75 AE, Enschee,

More information

Acoustical Localization in Schools of Submersibles

Acoustical Localization in Schools of Submersibles Oceans 6, Singapore (authors manuscript o not istribute) Acoustical Localization in Schools of Submersibles Navina Kottege & Uwe R. Zimmer Research School of Information Sciences an Engineering Autonomous

More information

WIND TURBINE AMPLITUDE MODULATION NOISE DUE TO TIME- DEPENDENT INTERFERENCE

WIND TURBINE AMPLITUDE MODULATION NOISE DUE TO TIME- DEPENDENT INTERFERENCE WIND TURBINE AMPLITUDE MODULATION NOISE DUE TO TIME- DEPENDENT INTERFERENCE Abstract Stuart Braley Physics Department, University of Aucklan, Private Bag 9019, Aucklan, New Zealan Email: s.braley@aucklan.ac.nz

More information

MLS based Distributed, Bearing, Range and Posture Estimation for Schools of Submersibles

MLS based Distributed, Bearing, Range and Posture Estimation for Schools of Submersibles ISER 6, Brazil (authors manuscript o not istribute) base Distribute, Bearing, Range an Posture Estimation for Schools of Submersibles Navina Kottege & Uwe R. Zimmer Research School of Information Sciences

More information

Lightning Protection Optimization for Large Wind Turbines with Method-of-Moments

Lightning Protection Optimization for Large Wind Turbines with Method-of-Moments Lightning Protection Optimization for Large Win Turbines with Metho-of-Moments Florian Krug, Ralph Teichmann General Electric - Global Research Freisinger Lanstrasse 50, 85748 Munich, GERMAY Ulrich Jakobus,

More information

Digital Audio Signal Processing DASP. Lecture-3: Noise Reduction-II. Fixed Beamforming. Marc Moonen

Digital Audio Signal Processing DASP. Lecture-3: Noise Reduction-II. Fixed Beamforming. Marc Moonen Digital Auio Signal Processing DASP Lecture-3: Noise Reuction-II Fixe Beamforming arc oonen Dept. E.E./ESAT-STADIUS, KU Leuven marc.moonen@kuleuven.be homes.esat.kuleuven.be/~moonen/ Overview Introuction

More information

Polarization Diversity in the Presence of Multipath Propagation

Polarization Diversity in the Presence of Multipath Propagation Brigham Young University BYU ScholarsArchive All Theses and Dissertations 213-12-9 Polarization Diversity in the Presence of Multipath Propagation Grant Taylor Wagner Brigham Young University - Provo Follow

More information

New M-ary QAM Transmission Payload System

New M-ary QAM Transmission Payload System r AIAA ICSSC-005 New M-ary QAM Transmission Payloa System Masayoshi TANAKA * Nihon University, College of Inustrial Technology, --, Izumicho, Narashino, 75-8575, Japan This paper presents a new M-ary moulation

More information

Assessment of Combined Integrity Algorithms

Assessment of Combined Integrity Algorithms Assessment of Combine Integrity Algorithms C. Stöber an F. Kneißl Institute of Geoesy an Navigation, University FAF Munich ICG WG-B, Munich, 8.3.1 1/6 OUTLINE Overview User Equations Comparison of Integrity

More information

University of Huddersfield Repository

University of Huddersfield Repository University of Huersfiel Repository Towsyfyan, Hossein, Hassin, Osama, Gu, Fengshou an Ball, Anrew Characterization of Acoustic Emissions from Mechanical Seals for Fault Detection Original Citation Towsyfyan,

More information

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

Introduction to Wireless Communication Systems ECE 476/ECE 501C/CS 513 Winter 2003 Introuction to Wireless ommunication Systems EE 476/EE 5/S 53 Winter 3 Review for Exam # April 5, 3 Exam Details Must follow seating chart - Poste 3 minutes before exam. heating will be treate very seriously.

More information

Effect of Carrier Frequency Offset on the BER Performance of Variable Spreading Factor OFCDM Systems

Effect of Carrier Frequency Offset on the BER Performance of Variable Spreading Factor OFCDM Systems This full text paper was peer reviewe at the irection of IEEE Communications Society subject matter experts for publication in the ICC 008 proceeings. Effect of Carrier Frequency Offset on the erformance

More information

Code-Carrier Divergence Monitoring for the GPS Local Area Augmentation System

Code-Carrier Divergence Monitoring for the GPS Local Area Augmentation System Coe-Carrier Divergence Monitoring for the GPS Local Area Augmentation System Dwaraanath V. Simili an Boris Pervan, Illinois Institute of Technology, Chicago, IL Abstract Coe-carrier smoothing is a commonly

More information

AN APPLICATION OF A GENERALISED JAKES MODEL FOR MIMO CHANNELS

AN APPLICATION OF A GENERALISED JAKES MODEL FOR MIMO CHANNELS AN APPLICATION OF A GENERALISED JAKES MODEL FOR MIMO CHANNELS Davi B. Smith (1) (1) Faculty of Engineering (Telecommunications), University of Technology Syney PO Box 13 Broaway NS 007 Australia E-mail:

More information

RECENTLY, the 2G standard GSM was enhanced by

RECENTLY, the 2G standard GSM was enhanced by 274 IEEE TRANSACTIONS ON WIREESS COMMUNICATIONS, VO. 5, NO. 2, FEBRUARY 2006 The Training Sequence Coe Depenence of EDGE Receivers using Zero IF Sampling Martin Krueger, Member, IEEE, Robert Denk, an Bin

More information

Indoor Positioning Using Ultrasound and Radio Combination

Indoor Positioning Using Ultrasound and Radio Combination Inoor Positioning Using Ultrasoun an Raio Combination Gintautas Salcius, Evalas Povilaitis, Algimantas Tacilauskas Centre of Real Time Computer Systems, Kaunas University of Technology Stuentu St. 50,

More information

Resource Allocation for Cooperative Transmission in Wireless Networks with Orthogonal Users

Resource Allocation for Cooperative Transmission in Wireless Networks with Orthogonal Users Resource Allocation for Cooperative Transmission in Wireless Networks with Orthogonal Users D. Richar Brown III Electrical an Computer Engineering Department Worcester Polytechnic Institute Worcester,

More information

ECE 476/ECE 501C/CS Wireless Communication Systems Winter Lecture 6: Fading

ECE 476/ECE 501C/CS Wireless Communication Systems Winter Lecture 6: Fading ECE 476/ECE 501C/CS 513 - Wireless Communication Systems Winter 2003 Lecture 6: Fading Last lecture: Large scale propagation properties of wireless systems - slowly varying properties that depend primarily

More information

RF Microelectronics. Hanyang University. Oscillator. Changsik Yoo. Div. Electrical and Computer Eng. Hanyang University.

RF Microelectronics. Hanyang University. Oscillator. Changsik Yoo. Div. Electrical and Computer Eng. Hanyang University. RF Microelectronics Oscillator Changsik Yoo Div. Electrical an Computer Eng. anyang University. Barkausen s Criterion RF oscillators can be viewe as a feeback circuit with frequency selective network.

More information

Hybrid Posicast Controller for a DC-DC Buck Converter

Hybrid Posicast Controller for a DC-DC Buck Converter SERBIAN JOURNAL OF ELETRIAL ENGINEERING Vol. 5, No. 1, May, 11-13 Hybri Posicast ontroller for a D-D Buck onverter Kaithamalai Uhayakumar 1, Ponnusamy Lakshmi, Kanasamy Boobal Abstract: A new Posicast

More information

ECE 476/ECE 501C/CS Wireless Communication Systems Winter Lecture 6: Fading

ECE 476/ECE 501C/CS Wireless Communication Systems Winter Lecture 6: Fading ECE 476/ECE 501C/CS 513 - Wireless Communication Systems Winter 2004 Lecture 6: Fading Last lecture: Large scale propagation properties of wireless systems - slowly varying properties that depend primarily

More information

PAPER A Simple Method of BER Calculation in DPSK/OFDM Systems over Fading Channels

PAPER A Simple Method of BER Calculation in DPSK/OFDM Systems over Fading Channels 366 IEICE TRANS. FUNDAMENTALS, VOL.E88 A, NO. JANUARY 5 PAPER A Simple Metho of BER Calculation in DPSK/OFDM Systems over Faing Channels Fumihito SASAMORI a), Shiro HANDA, an Shinjiro OSHITA, Members SUMMARY

More information

ECE 476/ECE 501C/CS Wireless Communication Systems Winter Lecture 6: Fading

ECE 476/ECE 501C/CS Wireless Communication Systems Winter Lecture 6: Fading ECE 476/ECE 501C/CS 513 - Wireless Communication Systems Winter 2005 Lecture 6: Fading Last lecture: Large scale propagation properties of wireless systems - slowly varying properties that depend primarily

More information

Controller Design for Cuk Converter Using Model Order Reduction

Controller Design for Cuk Converter Using Model Order Reduction n International Conference on Power, Control an Embee Systems Controller Design for Cuk Converter Using Moel Orer Reuction Brijesh Kumar Kushwaha an Mr. Aniruha Narain Abstract: Cuk converter contain two

More information

Wind sculpture. Cable 2. Cable 1. Sculpture

Wind sculpture. Cable 2. Cable 1. Sculpture Win sculpture Your frien, an artist, has been thinking about an interesting way to isplay a new win sculpture she has just create. In orer to create an aural as well as visual effect, she woul like to

More information

Energy Efficient Virtual MIMO-based Cooperative Communications for Wireless Sensor Networks

Energy Efficient Virtual MIMO-based Cooperative Communications for Wireless Sensor Networks Energy Efficient Virtual MIMO-base Cooperative Communications for Wireless Sensor Networks Suharman K. Jayaweera Department of Electrical an Computer Engineering Wichita State University, Wichita, KS,

More information

Wireless Event-driven Networked Predictive Control Over Internet

Wireless Event-driven Networked Predictive Control Over Internet UKACC International Conference on Control 22 Cariff, UK, 3-5 September 22 Wireless Event-riven Networke Preictive Control Over Internet Wenshan Hu, Hong Zhou, an Qijun Deng Abstract In networke control

More information

A New GNSS Acquisition Method with Signal Down Sampling in Frequency Domain

A New GNSS Acquisition Method with Signal Down Sampling in Frequency Domain A ew SS Acquisition Metho with Signal Down Sampling in Frequency Domain Feng Xu an Yang ao, eomatics Engineering, University o Calgary, 5 University Drive,.W., Calgary, AB, Canaa School o eoesy an eomatics,

More information

A COMPACT, TOTALLY PASSIVE, MULTI-PASS SLAB LASER AMPLIFIER BASED ON STABLE, DEGENERATE OPTICAL RESONATORS

A COMPACT, TOTALLY PASSIVE, MULTI-PASS SLAB LASER AMPLIFIER BASED ON STABLE, DEGENERATE OPTICAL RESONATORS A COMPACT, TOTALLY PASSIVE, MULTI-PASS SLAB LASER AMPLIFIER BASED ON STABLE, DEGENERATE OPTICAL RESONATORS John J. Degnan, Sigma Space Corporation, Lanham, MD 76 USA John.Degnan@sigmaspace.com, FAX: +---9

More information

EXPERIMENTAL RESULTS FOR PCM/FM, TIER 1 SOQPSK, AND TIER II MULTI-H CPM WITH CMA EQUALIZATION

EXPERIMENTAL RESULTS FOR PCM/FM, TIER 1 SOQPSK, AND TIER II MULTI-H CPM WITH CMA EQUALIZATION EXPERIMENTAL RESULTS FOR PCM/FM, TIER 1 SOQPSK, AND TIER II MULTI-H CPM WITH CMA EQUALIZATION Item Type text; Proceedings Authors Geoghegan, Mark Publisher International Foundation for Telemetering Journal

More information

COMPTON SCATTERING. Phys 2010 Brown University March 13, 2009

COMPTON SCATTERING. Phys 2010 Brown University March 13, 2009 COMPTON SCATTERING Phys 00 Brown University March 3, 009 Purpose The purpose of this experiment is to verify the energy epenence of gamma raiation upon scattering angle an to compare the ifferential cross

More information

2.35 Tuning PID Controllers

2.35 Tuning PID Controllers 2.35 Tuning PID Controllers P. W. MURRILL (1970) P. D. SCHNELLE, JR. (1985) B. G. LIPTÁK (1995) J. GERRY, M. RUEL, F. G. SHINSKEY (2005) In orer for the reaer to fully unerstan the content an concepts

More information

Capacity Gain from Transmitter and Receiver Cooperation

Capacity Gain from Transmitter and Receiver Cooperation Capacity Gain from Transmitter an Receiver Cooperation Chris T. K. Ng an Anrea J. Golsmith Dept. of Electrical Engineering Stanfor University, Stanfor, CA 90 Email: ngctk, anrea}@wsl.stanfor.eu arxiv:cs/00800v1

More information

HIGH PERFORMANCE CONTROLLERS BASED ON REAL PARAMETERS TO ACCOUNT FOR PARAMETER VARIATIONS DUE TO IRON SATURATION

HIGH PERFORMANCE CONTROLLERS BASED ON REAL PARAMETERS TO ACCOUNT FOR PARAMETER VARIATIONS DUE TO IRON SATURATION 213 NDIA GROUND VEHICLE SYSTEMS ENGINEERING AND TECHNOLOGY SYMPOSIUM VEHICLE ELECTRONICS AND ARCHITECTURE (VEA MINI-SYMPOSIUM AUGUST 21-22, 213 - TROY, MICHIGAN HIGH PERFORMANCE CONTROLLERS BASED ON REAL

More information

Field Visualization by Image Processing

Field Visualization by Image Processing The 0th International Symposium on Flow Visualiation August 6-9, 00, Kyoto, Japan F008 Fiel Visualiation by Image Processing Image refining an fiel characteristics arinova, I. *, Eno, H. *, Hayano, S.

More information

Power Efficient Pilot Symbol Power Allocation under Time-variant Channels

Power Efficient Pilot Symbol Power Allocation under Time-variant Channels Power Efficient Pilot Symbol Power Allocation uner Time-variant Channels Michal Šimko, Paulo S. R. Diniz,QiWang an Markus Rupp Institute of Telecommunications, Vienna University of Technology, Vienna,

More information

MODULE III. Foundations Of Data Communications And The Physical Layer

MODULE III. Foundations Of Data Communications And The Physical Layer MODULE III Founations Of Data Communications An The Physical Layer Computer Networks an Internets -- Moule 3 1 Spring, 2014 Copyright 2014. All rights reserve. Topics Motivation an moel Information sources

More information

KEY FEATURES TEST CAPABILITIES 8000S HIGH POWER EARTH TESTING SYSTEM STANDARDS COMPLIANCE

KEY FEATURES TEST CAPABILITIES 8000S HIGH POWER EARTH TESTING SYSTEM STANDARDS COMPLIANCE KEY FEATURES 8000S HIGH POWER EARTH TESTING SYSTEM High power earth systems (Substations, Transmission towers, etc) have to be perioically monitore to check if they comply with safety levels establishe

More information

Chapter 9 answers. Section 9.1. Worked example: Try yourself Heinemann Physics 12 4e APPLYING HUYGENS PRINCIPLE

Chapter 9 answers. Section 9.1. Worked example: Try yourself Heinemann Physics 12 4e APPLYING HUYGENS PRINCIPLE Chapter 9 answers Heinemann Physics 12 4e Section 9.1 Worke example: Try yourself 9.1.1 APPLYING HUYGENS PRINCIPLE On the circular waves shown below, sketch some of the seconary wavelets on the outer wavefront

More information

Evaluation of the Proposed Signal Structure for the New Civil GPS Signal at MHz

Evaluation of the Proposed Signal Structure for the New Civil GPS Signal at MHz W 99W0000034 WORKIG OTE Evaluation of the Propose Signal Structure for the ew Civil GPS Signal at 1176.45 MHz June 1999 Dr. Christopher J. Hegarty Sponsor: Feeral Aviation Aministration Contract o.: DTFA01-93-C-00001

More information

RCGA based PID controller with feedforward control for a heat exchanger system

RCGA based PID controller with feedforward control for a heat exchanger system Journal of the Korean Society of Marine Engineering, Vol. 1, No. pp. 11~17, 17 ISSN 223-7925 (Print) J. Korean Soc. of Marine Engineering (JKOSME) ISSN 223-8352 (Online) https://oi.org/.5916/jkosme.17.1..11

More information

A NEW PUZZLE FOR ITERATED COMPLETE GRAPHS OF ANY DIMENSION

A NEW PUZZLE FOR ITERATED COMPLETE GRAPHS OF ANY DIMENSION A NEW PUZZLE FOR ITERATED COMPLETE GRAPHS OF ANY DIMENSION ELIZABETH SKUBAK AND NICHOLAS STEVENSON ADVISOR: PAUL CULL OREGON STATE UNIVERSITY ABSTRACT. The Towers of Hanoi puzzle can be use to label a

More information

Double Closed-loop Control System Design of PMSM Based on DSP MoupengTao1, a,songjianguo2, b, SongQiang3, c

Double Closed-loop Control System Design of PMSM Based on DSP MoupengTao1, a,songjianguo2, b, SongQiang3, c 4th International Conference on Mechatronics, Materials, Chemistry an Computer Engineering (ICMMCCE 2015) Double Close-loop Control System Design of PMSM Base on DSP MoupengTao1, a,songjianguo2, b, SongQiang3,

More information

ELEC3027 Radio Communications Background Information on Amplitude Modulation

ELEC3027 Radio Communications Background Information on Amplitude Modulation ELEC327 Raio Communications Backgroun Information on Moulation 1 Analogue Moulation 1.1 Moulation When a Raio Frequency (RF) signal is place onto the antenna of a transmitter, it will propagate through

More information

Indoor Wireless Planning using Smart Antennas

Indoor Wireless Planning using Smart Antennas Inoor Wireless Planning using Smart Antennas Ali Abbasi an Maji Ghaeri Department of Computer Science, University of Calgary Emails: {abbasi, mghaeri}@ucalgary.ca Abstract This paper consiers the problem

More information

Joint Cooperative Relaying and Jamming for Maximum Secrecy Capacity in Wireless Networks

Joint Cooperative Relaying and Jamming for Maximum Secrecy Capacity in Wireless Networks Joint Cooperative Relaying an Jamming for Maximum Secrecy Capacity in Wireless Networks Li Wang, Chunyan Cao, Mei Song an Yu Cheng Beijing Key Laboratory of Work Safety Intelligent Monitoring School of

More information

A model for mobility-dependent large-scale. propagation characteristics of wireless channel. D. Moltchanov, Y. Koucheryavy, J.

A model for mobility-dependent large-scale. propagation characteristics of wireless channel. D. Moltchanov, Y. Koucheryavy, J. A moel for mobility-epenent large-scale propagation characteristics of wireless channels D. Moltchanov, Y. Koucheryavy, J. Harju Abstract In this paper we propose an extension to existing Markovian wireless

More information

Downward Trimming of Polymer Thick Film Resistors through High Voltage Pulses

Downward Trimming of Polymer Thick Film Resistors through High Voltage Pulses Downwar Trimming of Polymer Thick Film Resistors through High Voltage Pulses Y.Srinivasa Rao E.C.E. Department Shri Vishnu Engineering College For Women Vishnupur, Bhimavaram-540 W.G.Dt.,Ap, Inia Phone

More information

The Analysis and Complementarity of Abbe Principle Application Limited in Coordinate Measurement

The Analysis and Complementarity of Abbe Principle Application Limited in Coordinate Measurement Proceeings of the Worl Congress on Engineering 00 Vol III The Analysis an Complementarity of Abbe Principle Application Limite in Coorinate Measurement Fei Yetai, Shang Ping, Chen Xiaohuai, Huang Qiangxian

More information

On the Real Time Implementation of a Controller for an Electromechanical System

On the Real Time Implementation of a Controller for an Electromechanical System On the Real Time Implementation of a Controller for an Electromechanical System Ruben Salas-Cabrera, Jonathan C. Mayo-Malonao, Erika Y. Renon-Fraga, Euaro N. Salas-Cabrera an Aaron Gonzalez-Roriguez Abstract

More information

REPORT 2/9_12_2001 Position Error Signal Estimation at High Sampling Rates Using Data and Servo Sector Measurements Abstract

REPORT 2/9_12_2001 Position Error Signal Estimation at High Sampling Rates Using Data and Servo Sector Measurements Abstract REPORT 2/9_12_2001 Position Error Signal Estimation at High Sampling Rates Using Data an Servo Sector Measurements by Petros A. Ioannou an Elias B. Kosmatopoulos Department of Electrical Engineering Systems

More information

Broadband beamforming compensation algorithm in CI front-end acquisition

Broadband beamforming compensation algorithm in CI front-end acquisition Chen an Gong BioMeical Engineering OnLine 23, 2:8 RESEARCH Open Access Broaban beamforming compensation algorithm in CI front-en acquisition Yousheng Chen an Qin Gong * * Corresponence: gongqin@mail. tsinghua.eu.cn

More information

DETERMINATION OF OPTIMAL DIRECT LOAD CONTROL STRATEGY USING LINEAR PROGRAMMING

DETERMINATION OF OPTIMAL DIRECT LOAD CONTROL STRATEGY USING LINEAR PROGRAMMING DETERMINATION OF OPTIMAL DIRECT LOAD CONTROL STRATEGY USING LINEAR PROGRAMMING Zelko Popovic Distribution engineer Rae Koncara 57, 24300 Backa Topola, Yugoslavia Phone: +38 24 74 220 Fax: +38 24 74 898

More information

Erlang Capacity of Multi-class TDMA Systems with Adaptive Modulation and Coding

Erlang Capacity of Multi-class TDMA Systems with Adaptive Modulation and Coding Downloae from orbittuk on: Oct 2, 218 Erlang Capacity of Multi-class TDMA Systems with Aaptive Moulation an Coing Wang, Hua; Iversen, Villy Bæk Publishe in: Proceeings of IEEE ICC 28 Link to article, DOI:

More information

Construction of Power Efficient Routing Tree for Ad Hoc Wireless Networks using Directional Antenna

Construction of Power Efficient Routing Tree for Ad Hoc Wireless Networks using Directional Antenna Construction of Power Efficient Routing Tree for A Hoc Wireless Networks using Directional Antenna Qing Dai an Jie Wu Department of Computer Science an Engineering Floria Atlantic University Boca Raton,

More information

BI-DIRECTIONAL MIXED SIGNAL CONNECTION MODULES FOR AUTOMATIC INSERTION

BI-DIRECTIONAL MIXED SIGNAL CONNECTION MODULES FOR AUTOMATIC INSERTION BI-DIRECTIONAL MIXED SIGNAL CONNECTION MODULES FOR AUTOMATIC INSERTION Olaf Zinke Caence Design Systems San Diego, CA, USA oinke@caence.com Abstract Efficient simulation of mie signal esigns requires the

More information

Dynamic Hybrid Duplex for Rate Maximization in OFDMA. Sangmin Oh and Chae Y. Lee

Dynamic Hybrid Duplex for Rate Maximization in OFDMA. Sangmin Oh and Chae Y. Lee Dynamic Hybri Duplex for Rate Maximization in OFDMA Sangmin Oh an Chae Y. Lee Dept. of Inustrial Engineering, KAIST, 373-1 Kusung Dong, Taeon, Korea Tel: +82-42-350-5916, FAX: +82-42-350-3110 Email: {sangmin.oh,

More information

APPLICATION OF OPTIMAL-TUNING PID CONTROL TO INDUSTRIAL HYDRAULIC SYSTEMS. G. P. Liu*, S. Daley + and G. R. Duan

APPLICATION OF OPTIMAL-TUNING PID CONTROL TO INDUSTRIAL HYDRAULIC SYSTEMS. G. P. Liu*, S. Daley + and G. R. Duan Copyright 2002 IFAC 5th Triennial Worl Congress, Barcelona, Spain APPLICATION OF OPTIMAL-TUNING PID CONTROL TO INDUSTRIAL HYDRAULIC SYSTEMS G. P. Liu*, S. Daley + an G. R. Duan * University of Nottingham

More information

Validation of a Non-Line-of-Sight Path-Loss Model for V2V Communications at Street Intersections

Validation of a Non-Line-of-Sight Path-Loss Model for V2V Communications at Street Intersections Valiation of a Non-Line-of-Sight Path-Loss Moel for V2V Communications at Street Intersections Taimoor Abbas, Anreas Thiel, Thomas Zemen, Christoph F. Mecklenbräuker, an Frerik Tufvesson Department of

More information

Improving the Near-Metal Performance of UHF RFID Tags

Improving the Near-Metal Performance of UHF RFID Tags Improving the Near-Metal Performance of UHF RFID Tags Daniel D. Deavours Information an Telecommunications Technology Center University of Kansas, Lawrence, KS Email: eavours@ittc.ku.eu Abstract It is

More information

Shadowing Correlation Model for Indoor Multi-hop Radio Link in Office Environment

Shadowing Correlation Model for Indoor Multi-hop Radio Link in Office Environment JAVA, International Journal of Electrical Electronics Engineering Volume 4, Number, April 26 Shaowing Moel for Inoor Multi-hop Raio Link in Office Environment Mohamma Fahli Inustrial Engineering Department

More information

Principal Component Analysis-Based Compensation for Measurement Errors Due to Mechanical Misalignments in PCB Testing

Principal Component Analysis-Based Compensation for Measurement Errors Due to Mechanical Misalignments in PCB Testing Principal Component Analysis-Base Compensation for Measurement Errors Due to Mechanical Misalignments in PCB Testing Xin He 1, Yashwant Malaiya 2, Anura P. Jayasumana 1 Kenneth P. Parker 3 an Stephen Hir

More information

UNIT IV CONTROLLER TUNING:

UNIT IV CONTROLLER TUNING: UNIT IV CONTROLLER TUNING: Evaluation Criteria IAE, ISE, ITAE An ¼ Decay Ratio - Tuning:- Process Reaction Curve Metho, Continuous Cycling Metho An Dampe Oscillation Metho Determination Of Optimum Settings

More information

ON-LINE PARAMETER ESTIMATION AND ADAPTIVE CONTROL OF PERMANENT MAGNET SYNCHRONOUS MACHINES. A Dissertation. Presented to

ON-LINE PARAMETER ESTIMATION AND ADAPTIVE CONTROL OF PERMANENT MAGNET SYNCHRONOUS MACHINES. A Dissertation. Presented to ON-LINE PARAMETER ESTIMATION AND ADAPTIVE CONTROL OF PERMANENT MAGNET SYNCHRONOUS MACHINES A Dissertation Presente to The Grauate Faculty of the University of Akron In Partial Fulfillment Of the Reuirements

More information

Lecture 7/8: UWB Channel. Kommunikations

Lecture 7/8: UWB Channel. Kommunikations Lecture 7/8: UWB Channel Kommunikations Technik UWB Propagation Channel Radio Propagation Channel Model is important for Link level simulation (bit error ratios, block error ratios) Coverage evaluation

More information

Research on SNR Estimation of Signals in Galileo SAR System

Research on SNR Estimation of Signals in Galileo SAR System 1 3r International Conference on Computer an Electrical Engineering (ICCEE 1) IPCSIT vol. 53 (1) (1) IACSIT Press, Singapore DOI: 1.7763/IPCSIT.1.V53.o.1.73 Research on SR Estimation of Signals in Galileo

More information

Integrated Wavelet Packet Modulation and Signal Analysis Using Analytic Wavelet Packets

Integrated Wavelet Packet Modulation and Signal Analysis Using Analytic Wavelet Packets Integrate Wavelet Pacet Moulation an Signal Analysis Using Analytic Wavelet Pacets Michael auer, René Anselment, Klaus Dostert Institute of Inustrial Information Technology, Universität Karlsruhe TH Hertzstr

More information

Sirindhorn International Institute of Technology Thammasat University at Rangsit. ECS 455: Problem Set 1

Sirindhorn International Institute of Technology Thammasat University at Rangsit. ECS 455: Problem Set 1 Sirinhorn International Institute of Technology Thammasat University at Rangsit School of Information, Computer an Communication Technology ECS 455: Problem Set 1 Semester/Year: /016 Course Title: Mobile

More information

Experimental Approach for Determining the Received Pattern of a Rascan Holographic Radar Antenna

Experimental Approach for Determining the Received Pattern of a Rascan Holographic Radar Antenna Eperimental Approach for Determining the Receive Pattern of a Rascan Holographic Raar Antenna Masaharu Inagaki Geophysical survey epartment Walnut Lt. Tachikawa, Japan ina_mas@beige.plala.or.jp Timothy

More information

On Time-of-Arrival Estimation in NB-IoT Systems

On Time-of-Arrival Estimation in NB-IoT Systems On Time-of-Arrival Estimation in NB-IoT Systems Sha Hu, Xuhong Li, an Frerik Rusek Department of Electrical an Information Technology, Lun University, Lun, Sween {firstname.lastname}@eit.lth.se arxiv:7.383v

More information

LINK DEPENDENT ADAPTIVE RADIO SIMULATION

LINK DEPENDENT ADAPTIVE RADIO SIMULATION LINK DEPENDENT ADAPTIVE RADIO SIMULATION Tara Pun, Deepak Giri Faculty Advisors: Dr. Farzad Moazzami, Dr. Richard Dean, Dr. Arlene Cole-Rhodes Department of Electrical and Computer Engineering Morgan State

More information

The effect of two realistic Radio Propagation Models for Mobile Ad hoc NETworks in Urban Area Environment Supported with stations

The effect of two realistic Radio Propagation Models for Mobile Ad hoc NETworks in Urban Area Environment Supported with stations International Journal of Scientific & Engineering Research Volume 2, Issue 1, Oct-211 1 The effect of two realistic Raio Propagation Moels for Mobile A hoc NETworks in Urban Area Environment Supporte with

More information

Joint Partial Relay Selection, Power Allocation and Cooperative Maximum Likelihood Detection for MIMO Relay Systems with Limited Feedback

Joint Partial Relay Selection, Power Allocation and Cooperative Maximum Likelihood Detection for MIMO Relay Systems with Limited Feedback Joint Partial Relay Selection, Power Allocation an Cooperative Maximum Likelihoo Detection for MIMO Relay Systems with Limite Feeback Thomas Hesketh, Rorigo C. e Lamare, Stephen Wales Department of Electronics,

More information

Chapter 2 Review of the PWM Control Circuits for Power Converters

Chapter 2 Review of the PWM Control Circuits for Power Converters Chapter 2 Review of the PWM Control Circuits for Power Converters 2. Voltage-Moe Control Circuit for Power Converters Power converters are electrical control circuits that transfer energy from a DC voltage

More information

Effects of Fading Channels on OFDM

Effects of Fading Channels on OFDM IOSR Journal of Engineering (IOSRJEN) e-issn: 2250-3021, p-issn: 2278-8719, Volume 2, Issue 9 (September 2012), PP 116-121 Effects of Fading Channels on OFDM Ahmed Alshammari, Saleh Albdran, and Dr. Mohammad

More information

HIGH PERFORMANCE CONTROLLERS BASED ON REAL PARAMETERS TO ACCOUNT FOR PARAMETER VARIATIONS DUE TO IRON SATURATION

HIGH PERFORMANCE CONTROLLERS BASED ON REAL PARAMETERS TO ACCOUNT FOR PARAMETER VARIATIONS DUE TO IRON SATURATION 2013 NDIA GROUND VEHICLE SYSTEMS ENGINEERING AND TECHNOLOGY SYMPOSIUM VEHICLE ELECTRONICS AND ARCHITECTURE (VEA MINI-SYMPOSIUM AUGUST 21-22, 2013 - TROY, MICHIGAN HIGH PERFORMANCE CONTROLLERS BASED ON

More information

IN SYNCHRONOUS code division multiple access

IN SYNCHRONOUS code division multiple access IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, VOL. 4, NO. 4, JULY 005 135 Rapi Slot Synchronization in the Presence of Large Frequency Offset an Doppler Sprea in WCDMA Systems June Moon, Stuent Member,

More information

Implementation of Beam Formation for WMNs

Implementation of Beam Formation for WMNs Implementation of Beam Formation for WMNs M. UTHANSAKUL, S. PRADITTARA AND P. UTHANSAKUL School of Telecommunication Engineering Suranaree University of Technology 111 University Avenue, Muang, Nakhonratchasima

More information

Application of Vector Fitting to High Frequency Transformer Modeling

Application of Vector Fitting to High Frequency Transformer Modeling Application of Vector Fitting to High Frequenc Transformer Moeling Bjørn Gustavsen SINTEF Energ Research, N-76 Tronheim, Norwa (e-mail: bjorn.gustavsen@sintef.no) Abstract This paper escribes a proceure

More information

Improving Ultra Wide Band Imaging using a Metamaterial Slab

Improving Ultra Wide Band Imaging using a Metamaterial Slab Volume 94 No 5, May 04 Improving Ultra Wie Ban Imaging using a Metamaterial Slab Ahme M. D. E. Hassanein Systems an Information Department, Engineering Division, The National Research centre (NRC). Doi,

More information

Musical Wind Instrument Analysis

Musical Wind Instrument Analysis Musical Win Instrument Analysis Darren, Murray Campbell Department of Acoustics an Flui Dynamics, University of Einburgh, EH9 3JZ, Einburgh, Scotlan D.A.@sms.e.ac.uk,.m.campbell@e.ac.uk The acoustic impeance

More information

Color image recognition by use of a joint transform correlator of three liquid-crystal televisions

Color image recognition by use of a joint transform correlator of three liquid-crystal televisions Color image recognition by use of a joint transform correlator of three liqui-crystal televisions Mei-Li Hsieh, Ken Y. Hsu, an Hongchen Zhai We present a joint transform correlator for color image recognition

More information

EXPERIMENTAL DEMONSTRATION OF MULTIPLE ROBOT COOPERATIVE TARGET INTERCEPT

EXPERIMENTAL DEMONSTRATION OF MULTIPLE ROBOT COOPERATIVE TARGET INTERCEPT EXPERIMENTAL DEMONSTRATION OF MULTIPLE ROBOT COOPERATIVE TARGET INTERCEPT Timothy W. McLain Ranal W. Bear Je M. Kelsey Department of Mechanical Engineering, Brigham Young University, Provo, Utah 86 Department

More information

The FDTD method for lightning surge propagation in 115-kV power transmission systems of PEA s Thailand

The FDTD method for lightning surge propagation in 115-kV power transmission systems of PEA s Thailand The FDTD metho for lightning surge propagation in 5-kV power transmission systems of PEA s Thailan * Kokiat Aosup ) an Thanatchai Kulworawanichpong ) ), ) Power System Research Unit, School of Electrical

More information

ASYMMETRIC MODULATION FOR COGNITIVE RADIO AND INTELLIGENT ENVIRONMENTS

ASYMMETRIC MODULATION FOR COGNITIVE RADIO AND INTELLIGENT ENVIRONMENTS ASYMMTRIC MODULATION FOR COGNITIV RADIO AND INTLLIGNT NVIRONMNTS ric. Kreb (SAIC, Chantilly, VA, USA; ekreb@ieee.org); Robert H. Morelos-Zaragoza (San Jose State University, San Jose, CA, USA, r.morelos-zaragoza@ieee.org)

More information

SIZING OF SMALL SURFACE-BREAKING TIGHT CRACKS BY USING LASER-ULTRASONICS

SIZING OF SMALL SURFACE-BREAKING TIGHT CRACKS BY USING LASER-ULTRASONICS SIZING OF SMALL SURFACE-BREAKING TIGHT CRACKS BY USING LASER-ULTRASONICS M. Ochiai, T. Miura, H. Kuroa, S. Yamamoto, an T. Onoera Toshiba Corporation, Yokohama, Kanagawa, Japan Abstract: On the nonestructive

More information

Static Voltage Over-scaling and Dynamic Voltage Variation Tolerance with Replica Circuits and Time Redundancy in Reconfigurable Devices

Static Voltage Over-scaling and Dynamic Voltage Variation Tolerance with Replica Circuits and Time Redundancy in Reconfigurable Devices Static Voltage Over-scaling an Dynamic Voltage Variation Tolerance with Replica Circuits an Time Reunancy in Reconfigurable Devices Dawoo Alnajjar, Masanori Hashimoto, Takao Onoye Dept. of Information

More information

1.0 MEASUREMENT OF PARAXIAL PROPERTIES OF OPTICAL SYSTEMS

1.0 MEASUREMENT OF PARAXIAL PROPERTIES OF OPTICAL SYSTEMS .0 MEASUREMENT OF PARAXIAL PROPERTIES OF OPTICAL SYSTEMS James C. Wyant Optical Sciences Center University of Arizona Tucson, AZ 8572 jcwyant@u.arizona.eu If we wish to completely characterize the paraxial

More information

Single- and Double-View Digital Holographic Diagnostics for Sprays

Single- and Double-View Digital Holographic Diagnostics for Sprays ILASS Americas, 1 st Annual Conference on Liqui Atomization an Spray Systems, Orlano, Floria, May 18-1 008 Single- an Double-View Digital Holographic Diagnostics for Sprays D. S. Olinger, J. Lee, A. Osta,

More information