Investigation of gain optimization technique in Doppler ultrasound system

Size: px
Start display at page:

Download "Investigation of gain optimization technique in Doppler ultrasound system"

Transcription

1 PAPER #2009 The Acoustical Society of Jaan Investigation of gain otimization technique in Doler ultrasound system Tatsuro Baba Toshiba Medical Systems Cororation ( Received 14 February 2008, Acceted for ublication 13 May 2008 ) Abstract: In this aer the author describes a high sensitivity Doler ultrasound system based on the rincile of ensemble mean rocessing utilizing automatic gain otimization through system arameters. This technique allows a reduction of the hysical size of the hardware and simlifies gain adjustment by reducing the gain range substantially. Such a system is not subject to Doler ultrasound system artifacts such as the mirror effect and quantization. Keywords: Doler ultrasound system, Dynamic range, Gain comensation, Mirror effect, Quantization, Ensemble mean rocess PACS number: Yb [doi: /ast.30.67] 1. INTRODUCTION The dynamic range of conventional Doler ultrasound diagnostic systems is insufficient for some alications. The blood flow signal is not sufficiently sensitive, and artifacts caused by signal clutter degrade the Doler image quality [1,2]. In recent years, diagnostic ultrasound equiment erformance has imroved through the use of high-frequency electronics and integrated circuits. New diagnostic techniques are used because of the higher dynamic range available in both B-mode imaging and blood flow analysis [3 7]. However, a higher dynamic range also requires more comlicated gain control. It is ossible to automatically otimize gain through the use of ultrasound system arameters. This technique reduces the size of the hardware and reduces the gain control range substantially. 2. DOPPLER SIGNAL PROCESSING AND ITS DYNAMIC RANGE 2.1. Signal Processing Conventional Doler ultrasound signal rocessing is shown in Fig. 1. The transceiver rocessor (Tx/Rx Proc.) receives signals from the robe elements and the received signals are amlified by the reamlifier. Gain comensation is alied to the signal to correct it for range-distance attenuation (STC: sensitivity time control), and an analog gain correction of the robe characteristics (frequency, sensitivity, etc.) is alied. The signal is then sent to an analog/digital converter (ADC). After AD conversion a baba@us.nasu.toshiba.co.j digital beam former (DBF) alies a delay attern to the data to focus it and roduce beam data. This data is rocessed by tomogram rocessing (B-Mode Image Proc.) and Doler signal rocessing (Doler Image Proc.), then is dislayed as a tomogram image and/or a sectrum Doler image in the dislay rocessor (Dislay). The signal-to-noise ratio (S/N ratio) is increased in the DBF as the number of channels (corresonding to transducer elements) to which delay calculations are alied increases. In Doler signal rocessing, quadrature detection (Mixer) is alied to the DBF outut, and a band-ass filter (BPF) rovides band limitation and rejects clutter. The result is a base-band Doler signal. At this time, the S/N ratio is sharly increased because of the band limitation of the BPF. In ulse-wave Doler signal rocessing, we aly range-gate (RG) integration across the range direction of the region of interest (ROI). This also increases the S/N ratio. In the case of a continuous-wave Doler signal rocessing, the dynamic range is even larger and the high-ass filter (HPF) alied to this data must be more sohisticated. The dynamic range of the signal leaving the HPF is also much larger than that in the case of ulse-wave Doler, on the order of 100 db [8]. After fast Fourier transform (FFT) the S/N ratio is greatly increased because of the butterfly integration. The dynamic range of the signal is now very large, and considerable gain adjustment and dislay comression must be erformed in order to dislay the data Dynamic and S/N Ratio It is also necessary to take into consideration the fact 67

2 Tx Proc. Probe that the dynamic range is increased in Doler signal rocessing. In addition, a mirror effect and/or quantization artifacts are introduced when erforming automatic gain comensation. Although the beam data leaving the DBF has a frequency of about MHz, it is resamled at about khz. Thus, the inut dynamic range of the FFT is increased by the band limitation effect. Moreover the S/N ratio of the FFT outut is increased in a similar manner to that resulting from ensemble mean rocessing [9,10]. The standard deviation of the noise increases inversely with the square root of the samle size N according to z 2 ðtþ ¼ 1 N x 2 ðtþ: z : standard deviation of outut noise x : standard deviation of inut noise Figure 2 shows a model of the S/N ratio increase induced by ensemble mean rocessing. The integration of multile channels (N channels) by the DBF and the band limitation by Mixer/BPF of Fig. 1 behave in a similar manner and can be treated similarly using Eq. (1). If the Bit Length Tx/Rx Proc. PreAm/ Analog Gain STC Fig. 2 ADC f1 Fig. 1 FFT f3 DBF f1 N1 N3 B-Mode Image Proc. Mixer /BPF PSD/Pre- Com./MA N4 Doler Image Proc. N2 Gate f2 Digital Gain Doler ultrasound system. Max Signal Level Noise Level Inut Dynamic Dislay HPF f3 Dislay Comression Effect of the ensemble mean rocess. ð1þ Outut Dynamic ensemble mean is set to N (or the band limitation ratio is 1=N), the maximum signal level will increase in roortion ffiffiffiffi to N, but the noise level increases in roortion ffiffiffiffi to N. Thus, the S/N ratio is increased a factor of N. 3. THE PURPOSE OF GAIN ADJUSTMENT Gain adjustment corrects the diagnostic target and Doler sensitivity, and the effects resulting from differences in users skills. In addition, it comensates for variations of other equiment arameters, such as the number of summing channels in the DBF, the aodization function, the bandwidth of the BPF, the integration length of RG, the FFT number, the window function, and the number of shift additions of the ower sectrum deending on swee seed [11 13]. The maximum signal level and the noise level vary with changes in these equiment arameters. In order to realize highly sensitive Doler blood-flow diagnosis without saturation, a system with a high dynamic range must erform gain comensation taking all these arameters into account. Table 1 shows a rough estimation of the dynamic range and S/N ratio based on the virtual system. A model of the signal rocessing method accomanied by an increase in the S/N ratio is shown in Fig. 3. The noise level and maximum signal level of the incoming signal are increased by signal rocessing. However, the increase in the noise level differs from that in the maximum signal level, and the overall S/N ratio is increased. Under otimal gain adjustment (the range shown in light gray in Fig. 3), there is no saturation of the maximum signal level, and the quantizing noise and the signal are not mixed in the outut. When gain adjustment is unsuitable (the range shown in dark gray in Fig. 3), a mirror effect or quantization artifacts occur in the sectrum image due to saturation or omission. For signal amlitude, when the quantization accuracy is inadequate, quantizing noise is mixed with the signal [14 16]. A method of gain adjustment that takes the margin into consideration when detecting the weak Doler signal around system noise and has sufficient quantizing margin is required. The effect of quantization is shown in Fig. 3, which shows the sectrum obtained when inutting a sinusoidal signal (0:02f s ) including white noise. The horizontal axis is time and the vertical axis is frequency normalized by the samling frequency f s. The quantizing level of the inut range was changed every 2 s and was assigned values of 3, 5, 9 and 17. It turns out that the harmonic comonents ( 20 to 30 db) were roduced by quantization with frequencies near 0:3f s, 0:2f s, and þ0:25f s. The mirror effect is an imaginal image symmetrically generated with a real image on both sides of a baseline [17]. In an analog system, it is mainly caused by the hase 68

3 T. BABA: GAIN OPTIMIZATION TECHNIQUE IN DOPPLER ULTRASOUND SYSTEM Table 1 Estimation of the increases in S/N ratio and digital gain control range. Module Cause Effect of D.R. increment 1 Conventional system Fig. 4 (db) New system Fig. 4 (db) ADC outut (Analog gain) 50 db 1 1 DBF Beam sum effect (N 1 channel) +50 db DR2 = DR logðn 1 Þ DR2 ot = DR logð Þ N 1 Mixer/BPF Band limitation effect (f 1 =f 2 ) +30 db DR3 = DR1 + DR logð f 1 =f 2 Þ DR3 ot ffiffiffiffiffiffiffiffiffi = DR1 + DR2 ot + 20 logð ð f 1 =f 2 ÞÞ RG RG integration effect (N 2 ta) +40 db DR4 = DR1 + DR2 + DR logðn 2 Þ DR4 ot = DR1 + DR2 ot + DR3 ot + 20 logð Þ N 2 FFT FFT rocessing effect [FFT number and window] (N 3 samling) +50 db DR5 = DR1 + DR2 + DR3 + DR logðn 3 Þ DR5 ot = DR1 + DR2 ot + DR3 ot + DR4 ot + 20 logð Þ N 3 PSD/Pre-Comres. Power dimension to amlitude dimension DR5 DR5 ot MA Moving average effect (N 4 average) +10 db DR6 = DR1 + DR2 + DR3 + DR4 + DR logðn 4 Þ DR6 ot = DR1 + DR2 ot + DR3 ot + DR4 ot + DR5 ot + 20 logð Þ N 4 Digital gain inut D.R. before digital gain inut 230 db (DR6) 140 db (DR6 ot) Digital gain Digital gain outut D.R. after digital gain outut (DR7) (DR7) Gain control range 1 This estimation is based on virtual model of the Doler ultrasound system. 160 db (DR6-DR7) (DR6 ot-dr7) error of quadrature detection or by small gain differences between IQ signals. In a digital system, although these effects do not occur, they are generated by a mirror effect owing to saturation. As shown in Fig. 3(c), a symmetrical mirror effect occurs on both sides of 0 Hz in the sectrum image. Figure 3(c) shows the image of sectrum in which the gain is raised 6 db every 2 s u to the sinusoidal inut including white noise. In this figure the FFT inut dynamic range is 16 bit. The horizontal axis is time and the vertical axis is the frequency normalized by the samling frequency f s. The mirror-effect comonent ( 0:2f s ) of the original signal comonent (þ0:2f s ) occurs as a result of saturation. Thus, in conventional ultrasound design, both the mirror and quantization artifacts are caused by insufficient dynamic range of the system during Doler signal rocessing. 4. DESIGN OF SIGNAL PROCESSING SYSTEM Table 1 deicts the increases in the dynamic range and gain-control range of the conventional system and the new system based on the signal rocessing block diagram shown in Fig. 1. The DBF sums the beams of the N 1 channels. The Mixer/BPF limits the band-width into f 2 =f 1. The RG integrates N 2 tas. The FFT integrates N 3 tas weighted by the window and oerator. The PSD/Pre- Com. simly transfers the dimension (from amlitude to ower) by alying the square root. The MA calculates the moving average of N 4 columns according to the swee seed of the sectrum dislay. Figure 4 shows the gain charts of the conventional system and new system based on Table 1. The gain chart of the conventional system, which does not take the realization scale of the hardware into consideration, is shown in Fig. 4. In this study, we develoed a system that can reduce the gain-control range as well as the internal dynamic range. Automatic gain comensation according to changes in the ranges of system arameters is realized for every subblock of the Doler signal rocessing and is accomanied by an imroved S/N ratio. Since the ranges of the system arameters are known, the imrovement of the S/N ratio, the maximum signal level, and the noise level are calculable. The internal dynamic range and the gain adjustment range can be otimally designed for every subblock. By connecting artially otimized subblocks in series and uniting them, the internal dynamic range of the system can be reduced, thus, the system size and the total gain control range can both be sharly reduced. As shown in the examle in Fig. ffiffiffiffi 2, the internal S/N ratio is increased by a factor of N. Then, suosing the inut signal 69

4 Bit Length Inner Dynamic Saturation Region Max. Signal Level Ot. Gain Small Gain Large Gain Noise Level Margin Otimized Gain Quantizing Noise Region Imroer Gain N=17 86dB N=9 92dB N=5 98dB N=3 (c) 104dB Fig. 3 Artifacts caused by inadequate gain control. Problems of inadequate gain control. Artifacts caused by quantization. (c) Artifacts caused by mirror effect. dynamic ffiffiffiffi range is DRin [db], a range increase equivalent to 20 logð N Þ [db] will occur. Moreover, the internal dynamic range ffiffiffiffiffi DRroc [db], adds a margin of more than (20 logð 12 Þ) to the quantizing noise, can be roughly calculated using ffiffiffiffi DRroc DRin þ 20 logð N Þþ20 logð 12 Þ: ð2þ When digitizing, the least significant bit (LSB) must be rounded u or down not truncated, otherwise an error of LSB=2 will occur. The RMS value of the quantizing noise is equivalent to LSB= ffiffiffiffiffi 12. Thus, an additional margin of 12 for the dynamic range must be maintained so that rounding can be erformed accurately [18]. Although the internal dynamic range DRroc is only sufficient for automatic gain comensation using the system arameters, it is necessary to consider a margin for the original gain adjustment that comensates for the diagnostic target and Doler sensitivity variations in an internal dynamic range. The gain chart of the subblock signal rocessing accomanied by range exansion is shown in Fig. 4. The gaincontrol range of the conventional system (Fig. 4) is DR6-DR7, and the gain-control range of the new system (Fig. 4) is DR6 ot-dr7. In general Doler signal Fig. 4 Comarison of gain control systems. Gain chart of the conventional system. Gain chart of the new system. rocessing, DR6 is above 200 db and DR7 (the digital gain outut) is the dislay luminance range (about ). Thus, the gain-control range of the conventional system should be more than 130 db, which is very large. On the other hand, DR6 ot for new system is smaller than DR6, about 100 db. We can reduce not only the gain-control range but also the inner dynamic ranges of the submodules at the same time. 5. RESULT The effect of automatic gain otimization using the new system was verified in a simulation of RG integral rocessing. Sectra of the conventional system and the new system when changing the RG width are shown in Figs. 5 and 5, resectively. The horizontal axis is time and the vertical axis is the frequency normalized by samling frequency f s. The RG was adjusted from 1 mm to 4 mm then to 16 mm in 1.8 s intervals. A sinusoidal signal including white noise was used as the inut. In the 70

5 T. BABA: GAIN OPTIMIZATION TECHNIQUE IN DOPPLER ULTRASOUND SYSTEM 1mm 4mm 16mm 1mm conventional system, the signal level and noise level increase with increasing RG width. For this reason, the user should reduce gain manually when the RG width is increased. In the new system, although the signal level rises if the RG width is increases, it turns out that the noise level does not change. As mentioned above, by Doler automatic gain comensation, the inut bit length of each signal rocessing block can be made smaller, and the gain adjustment range can also be decreased as necessary. 6. CONCLUSION Through the use of ensemble mean rocessing it is ossible to reduce the overall dynamic range of an ultrasound signal while maintaining signal quality. As a result, the bit deth required to reresent the signal can be reduced, resulting in smaller and more cost-effective system hardware. Furthermore, gain adjustments of the oerator and the final system are simlified meaning that less oerator adjustment is required. The system does not generate the mirror and quantization artifacts that occur in conventional ultrasound system designs. REFERENCES 4mm Fig. 5 Effect of automatic gain comensation: examle of RG integration rocess. Conventional system. New system. 16mm [1] T. Baba, Investigation of wall filter in Doler ultrasound system, Soc. Signal Process. Al. Technol. Jn., 9(2), (2006) (in Jaanese). [2] T. Baba, Evaluation of ost wall filter for Doler ultrasound system, in Acoustical Imaging, Vol. 29, I. Akiyama, Ed. (Sringer Science + Business Media, Berlin, 2008), [3] J. Lisauskas, J. Singh, M. Courtois and S. J. Kovacs, The relation of the eak Doler E-wave to eak mitral annulus velocity ratio to diastolic function, Ultrasound Med. Biol., 27, (2001). [4] C. Bruch, R. Gradaus, S. Gunia, G. Breithardt and T. Wichter, Doler tissue analysis of mitral annular velocities, J. Am. Soc. Echocardiograhy, 16, (2003). [5] C. W. Guron, M. Hartford, A. Persson, J. Herlitz, D. Thelle and K. Caidahl, Timing of regional left ventricular lengthening by ulsed tissue Doler, J. Am. Soc. Echocardiograhy, 17, (2004). [6] H. Kanai and Y. Koiwa, Myocardial raid velocity distribution, Ultrasound Med. Biol., 27, (2001). [7] T. Oki, Y. Oishi and T. Ishimoto, Tissue Doler imaging, J. Med. Ultrason., 30, (2003) (in Jaanese). [8] J. A. Jensen, Estimation of Blood Velocities Using Ultrasound: A Signal Processing Aroach (Cambridge University Press, London, 1996), [9] The Physical Society of Jaan, Exerimental Data Processing Using Comuter (Saiensu-sha Co., Ltd., Tokyo, 1987), (in Jaanese). [10] G. Date, A. V. Oenheim and R. W. Schafer, Digital Signal Processing (Corona Publishing Co. Ltd., Tokyo, 1981), (in Jaanese). [11] K. Ranganathan and W. F. Walker, A novel beamformer design method for medical ultrasound. Part I: Theory, IEEE Trans. Ultrason. Ferroelectr. Freq. Control, UFFC-50, (2003). [12] M. Nagano and T. Nakata, Frequency swee sectrum analyzer, Soc. Signal Process. Al. Technol. Jn., 3(4), (2000) (in Jaanese). [13] K. Kubo, Method for estimating instantaneous frequency and arameters of sine-wave by differential domain samling, Trans. Soc. Instrum. Control Eng., 42, (2006) (in Jaanese). [14] K. Miyawaki, Noise Analysis (Asakura Publishing Co. Ltd., Osaka, 1978), (in Jaanese). [15] Y. Kasahara, Information Theory and Communication Method (Kyoritsushuan Co., Ltd., Tokyo), 1976, (in Jaanese). [16] S. Minami and S. Kawada, The Introduction of Data Processing for Science Measurement (CQ Pub. Co., Ltd., Tokyo, 2002), (in Jaanese). [17] H. Susaki, I=Q samling method as re-rocessing: Frequency analysis, Soc. Signal Process. Al. Technol. Jn., 5(3),. 2 7 (2002) (in Jaanese). [18] V. Caellini, A. G. Constantinides and P. Emiliani, Digital Filters and Their Alications (Academic Press, London, 1978), Tatsuro Baba received the B.S., M. Sc. in recision engineering from Osaka University, and Ph.D. degree in Mechanical engineering from Kobe University in 1981, 1983 and 2006, resectively. From 1983 has been emloyed at Toshiba Medical Systems Cororation, Tochigi. His research interests include Doler ultrasound system and digital signal rocessing. 71

Simulink Implementation of a CDMA Smart Antenna System

Simulink Implementation of a CDMA Smart Antenna System Simulink Imlementation of a CDMA Smart Antenna System MOSTAFA HEFNAWI Deartment of Electrical and Comuter Engineering Royal Military College of Canada Kingston, Ontario, K7K 7B4 CANADA Abstract: - The

More information

One-Chip Linear Control IPS, F5106H

One-Chip Linear Control IPS, F5106H One-Chi Linear Control IPS, F5106H NAKAGAWA Sho OE Takatoshi IWAMOTO Motomitsu ABSTRACT In the fi eld of vehicle electrical comonents, the increasing demands for miniaturization, reliability imrovement

More information

Modeling and Simulation of an Incremental Encoder Used in Electrical Drives

Modeling and Simulation of an Incremental Encoder Used in Electrical Drives 10 th International Symosium of Hungarian Researchers on Comutational Intelligence and Informatics Modeling and Simulation of an Incremental Encoder Used in Electrical Drives János Jób Incze, Csaba Szabó,

More information

Measuring relative phase between two waveforms using an oscilloscope

Measuring relative phase between two waveforms using an oscilloscope Measuring relative hase between two waveforms using an oscilloscoe Overview There are a number of ways to measure the hase difference between two voltage waveforms using an oscilloscoe. This document covers

More information

HALF-WAVE & FULL-WAVE RECTIFICATION

HALF-WAVE & FULL-WAVE RECTIFICATION HALF-WAE & FULL-WAE RECTIFICATION Objectives: HALF-WAE & FULL-WAE RECTIFICATION To recognize a half-wave rectified sinusoidal voltage. To understand the term mean value as alied to a rectified waveform.

More information

MODEL OF THE PNEUMATIC DOUBLE ACTING CYLINDER COMPILED BY RHD RESISTANCES

MODEL OF THE PNEUMATIC DOUBLE ACTING CYLINDER COMPILED BY RHD RESISTANCES Journal of alied science in the thermodynamics and fluid mechanics Vol. 3, No. 1/009, ISSN 180-9388 MODEL OF THE PNEUMATIC DOUBLE ACTING CYLINDER COMPILED BY RHD RESISTANCES *Lukáš DVOŘÁK * Deartment of

More information

Effect Sizes Based on Means

Effect Sizes Based on Means CHAPTER 4 Effect Sizes Based on Means Introduction Raw (unstardized) mean difference D Stardized mean difference, d g Resonse ratios INTRODUCTION When the studies reort means stard deviations, the referred

More information

An Associative Memory Readout in ESN for Neural Action Potential Detection

An Associative Memory Readout in ESN for Neural Action Potential Detection g An Associative Memory Readout in ESN for Neural Action Potential Detection Nicolas J. Dedual, Mustafa C. Ozturk, Justin C. Sanchez and José C. Princie Abstract This aer describes how Echo State Networks

More information

Monitoring Frequency of Change By Li Qin

Monitoring Frequency of Change By Li Qin Monitoring Frequency of Change By Li Qin Abstract Control charts are widely used in rocess monitoring roblems. This aer gives a brief review of control charts for monitoring a roortion and some initial

More information

STABILITY OF PNEUMATIC and HYDRAULIC VALVES

STABILITY OF PNEUMATIC and HYDRAULIC VALVES STABILITY OF PNEUMATIC and HYDRAULIC VALVES These three tutorials will not be found in any examination syllabus. They have been added to the web site for engineers seeking knowledge on why valve elements

More information

Pressure Drop in Air Piping Systems Series of Technical White Papers from Ohio Medical Corporation

Pressure Drop in Air Piping Systems Series of Technical White Papers from Ohio Medical Corporation Pressure Dro in Air Piing Systems Series of Technical White Paers from Ohio Medical Cororation Ohio Medical Cororation Lakeside Drive Gurnee, IL 600 Phone: (800) 448-0770 Fax: (847) 855-604 info@ohiomedical.com

More information

The Effective Number of Bits (ENOB) of my R&S Digital Oscilloscope Technical Paper

The Effective Number of Bits (ENOB) of my R&S Digital Oscilloscope Technical Paper The Effective Number of Bits (ENOB) of my R&S Digital Oscilloscope Technical Paper Products: R&S RTO1012 R&S RTO1014 R&S RTO1022 R&S RTO1024 This technical paper provides an introduction to the signal

More information

Synopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE

Synopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Develoment FRANCE Synosys There is no doubt left about the benefit of electrication and subsequently

More information

Large-Scale IP Traceback in High-Speed Internet: Practical Techniques and Theoretical Foundation

Large-Scale IP Traceback in High-Speed Internet: Practical Techniques and Theoretical Foundation Large-Scale IP Traceback in High-Seed Internet: Practical Techniques and Theoretical Foundation Jun Li Minho Sung Jun (Jim) Xu College of Comuting Georgia Institute of Technology {junli,mhsung,jx}@cc.gatech.edu

More information

RF Measurements Using a Modular Digitizer

RF Measurements Using a Modular Digitizer RF Measurements Using a Modular Digitizer Modern modular digitizers, like the Spectrum M4i series PCIe digitizers, offer greater bandwidth and higher resolution at any given bandwidth than ever before.

More information

Introduction to IQ-demodulation of RF-data

Introduction to IQ-demodulation of RF-data Introduction to IQ-demodulation of RF-data by Johan Kirkhorn, IFBT, NTNU September 15, 1999 Table of Contents 1 INTRODUCTION...3 1.1 Abstract...3 1.2 Definitions/Abbreviations/Nomenclature...3 1.3 Referenced

More information

Forensic Science International

Forensic Science International Forensic Science International 214 (2012) 33 43 Contents lists available at ScienceDirect Forensic Science International jou r nal h o me age: w ww.els evier.co m/lo c ate/fo r sc iin t A robust detection

More information

Estimation of Reliability of a Interleaving PFC Boost Converter

Estimation of Reliability of a Interleaving PFC Boost Converter SRBIAN JOURNAL OF LCTRICAL NGINRING Vol. 7, No. 2, November 2010, 205-216 UDK: 621.314.6 stimation of Reliability of a Interleaving PFC Boost Converter Gulam Amer Sandeudi 1, Srinivasa Rao 2 Abstract:

More information

The impact of metadata implementation on webpage visibility in search engine results (Part II) q

The impact of metadata implementation on webpage visibility in search engine results (Part II) q Information Processing and Management 41 (2005) 691 715 www.elsevier.com/locate/inforoman The imact of metadata imlementation on webage visibility in search engine results (Part II) q Jin Zhang *, Alexandra

More information

Underwater Acoustic Communications: Design Considerations on the Physical Layer

Underwater Acoustic Communications: Design Considerations on the Physical Layer Underwater Acoustic Communications: Design Considerations on the Physical Layer Milica Stojanovic Massachusetts Institute of Technology Cambridge, MA 239 millitsa@mit.edu Abstract Acoustic roagation is

More information

The risk of using the Q heterogeneity estimator for software engineering experiments

The risk of using the Q heterogeneity estimator for software engineering experiments Dieste, O., Fernández, E., García-Martínez, R., Juristo, N. 11. The risk of using the Q heterogeneity estimator for software engineering exeriments. The risk of using the Q heterogeneity estimator for

More information

Department of Electrical and Computer Engineering Ben-Gurion University of the Negev. LAB 1 - Introduction to USRP

Department of Electrical and Computer Engineering Ben-Gurion University of the Negev. LAB 1 - Introduction to USRP Department of Electrical and Computer Engineering Ben-Gurion University of the Negev LAB 1 - Introduction to USRP - 1-1 Introduction In this lab you will use software reconfigurable RF hardware from National

More information

NOISE ANALYSIS OF NIKON D40 DIGITAL STILL CAMERA

NOISE ANALYSIS OF NIKON D40 DIGITAL STILL CAMERA NOISE ANALYSIS OF NIKON D40 DIGITAL STILL CAMERA F. Mojžíš, J. Švihlík Detartment of Comuting and Control Engineering, ICT Prague Abstract This aer is devoted to statistical analysis of Nikon D40 digital

More information

MODELLING AND SIMULATION OF A DISH STIRLING SOLAR ENGINE. Sergio Bittanti Antonio De Marco Marcello Farina Silvano Spelta

MODELLING AND SIMULATION OF A DISH STIRLING SOLAR ENGINE. Sergio Bittanti Antonio De Marco Marcello Farina Silvano Spelta MODELLING AND SIMULATION OF A DISH STIRLING SOLAR ENGINE Sergio Bittanti Antonio De Marco Marcello Farina Silvano Selta Diartimento di Elettronica e Informazione, Politecnico di Milano, Via Ponzio 34,

More information

Non-Data Aided Carrier Offset Compensation for SDR Implementation

Non-Data Aided Carrier Offset Compensation for SDR Implementation Non-Data Aided Carrier Offset Compensation for SDR Implementation Anders Riis Jensen 1, Niels Terp Kjeldgaard Jørgensen 1 Kim Laugesen 1, Yannick Le Moullec 1,2 1 Department of Electronic Systems, 2 Center

More information

Doppler. Doppler. Doppler shift. Doppler Frequency. Doppler shift. Doppler shift. Chapter 19

Doppler. Doppler. Doppler shift. Doppler Frequency. Doppler shift. Doppler shift. Chapter 19 Doppler Doppler Chapter 19 A moving train with a trumpet player holding the same tone for a very long time travels from your left to your right. The tone changes relative the motion of you (receiver) and

More information

STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND

STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND Giorgio Sciascia *, Sandro Scalise *, Harald Ernst * and Rodolfo Mura + * DLR (German Aerosace Centre) Institute for Communications

More information

Passive Compensation For High Performance Inter-Chip Communication

Passive Compensation For High Performance Inter-Chip Communication Passive Comenion For High Performance Inter-Chi Communication Chun-Chen Liu, Haikun Zhu and Chung-Kuan Cheng Deartment of Comuter Science and Engineering University of California, San Diego E-mail: ch1084@ucsd.edu,{hazhu,ckcheng}@cse.ucsd.edu

More information

Beamforming and hardware design for a multichannel front-end integrated circuit for real-time 3D catheter-based ultrasonic imaging.

Beamforming and hardware design for a multichannel front-end integrated circuit for real-time 3D catheter-based ultrasonic imaging. Beamforming and hardware design for a multichannel front-end integrated circuit for real-time 3D catheter-based ultrasonic imaging. Ira O. Wygant a, Mustafa Karaman b, Ömer Oralkana, and Butrus T. Khuri-Yakub

More information

A Third Generation Automated Teller Machine Using Universal Subscriber Module with Iris Recognition

A Third Generation Automated Teller Machine Using Universal Subscriber Module with Iris Recognition A Third Generation Automated Teller Machine Using Universal Subscriber Module with Iris Recognition B.Sundar Raj Assistant rofessor, Det of CSE, Bharath University, Chennai, TN, India. ABSTRACT: This aer

More information

NAVAL POSTGRADUATE SCHOOL THESIS

NAVAL POSTGRADUATE SCHOOL THESIS NAVAL POSTGRADUATE SCHOOL MONTEREY CALIFORNIA THESIS SYMMETRICAL RESIDUE-TO-BINARY CONVERSION ALGORITHM PIPELINED FPGA IMPLEMENTATION AND TESTING LOGIC FOR USE IN HIGH-SPEED FOLDING DIGITIZERS by Ross

More information

DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON

DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON Rosario Esínola, Javier Contreras, Francisco J. Nogales and Antonio J. Conejo E.T.S. de Ingenieros Industriales, Universidad

More information

A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm

A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm International Journal of Comuter Theory and Engineering, Vol. 7, No. 4, August 2015 A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm Xin Lu and Zhuanzhuan Zhang Abstract This

More information

TISSUE MIMICKING GEL QUALITY LE PHANTOM SERIES DESIGN. performance the ultrasound labs ofand. icking material has the same attenuation mim-

TISSUE MIMICKING GEL QUALITY LE PHANTOM SERIES DESIGN. performance the ultrasound labs ofand. icking material has the same attenuation mim- QUALITY Tissue Benefits Mimicking of s RMI recognized RMI as the ultrasound standard phantoms for quality are performance the ultrasound labs ofand hospitals, manufacturers. clinics Sophisticated and ultrasound

More information

Application Note 52. ADSL line qualification tests Author: Peter Ziemann (e-mail: peter.ziemann@wago.de)

Application Note 52. ADSL line qualification tests Author: Peter Ziemann (e-mail: peter.ziemann@wago.de) Alication Note 52 ADSL line qualification tests Auth: Peter Ziemann (e-mail: eter.ziemann@wago.de) Asymmetric Digital Subscriber Line (ADSL), a modem technology, converts existing twisted-air telehone

More information

Failure Behavior Analysis for Reliable Distributed Embedded Systems

Failure Behavior Analysis for Reliable Distributed Embedded Systems Failure Behavior Analysis for Reliable Distributed Embedded Systems Mario Tra, Bernd Schürmann, Torsten Tetteroo {tra schuerma tetteroo}@informatik.uni-kl.de Deartment of Comuter Science, University of

More information

Chapter 2 - Porosity PIA NMR BET

Chapter 2 - Porosity PIA NMR BET 2.5 Pore tructure Measurement Alication of the Carmen-Kozeny model requires recise measurements of ore level arameters; e.g., secific surface area and tortuosity. Numerous methods have been develoed to

More information

Implementation of Digital Signal Processing: Some Background on GFSK Modulation

Implementation of Digital Signal Processing: Some Background on GFSK Modulation Implementation of Digital Signal Processing: Some Background on GFSK Modulation Sabih H. Gerez University of Twente, Department of Electrical Engineering s.h.gerez@utwente.nl Version 4 (February 7, 2013)

More information

Moving Objects Tracking in Video by Graph Cuts and Parameter Motion Model

Moving Objects Tracking in Video by Graph Cuts and Parameter Motion Model International Journal of Comuter Alications (0975 8887) Moving Objects Tracking in Video by Grah Cuts and Parameter Motion Model Khalid Housni, Driss Mammass IRF SIC laboratory, Faculty of sciences Agadir

More information

Tx/Rx A high-performance FM receiver for audio and digital applicatons

Tx/Rx A high-performance FM receiver for audio and digital applicatons Tx/Rx A high-performance FM receiver for audio and digital applicatons This receiver design offers high sensitivity and low distortion for today s demanding high-signal environments. By Wayne C. Ryder

More information

The front end of the receiver performs the frequency translation, channel selection and amplification of the signal.

The front end of the receiver performs the frequency translation, channel selection and amplification of the signal. Many receivers must be capable of handling a very wide range of signal powers at the input while still producing the correct output. This must be done in the presence of noise and interference which occasionally

More information

Taking the Mystery out of the Infamous Formula, "SNR = 6.02N + 1.76dB," and Why You Should Care. by Walt Kester

Taking the Mystery out of the Infamous Formula, SNR = 6.02N + 1.76dB, and Why You Should Care. by Walt Kester ITRODUCTIO Taking the Mystery out of the Infamous Formula, "SR = 6.0 + 1.76dB," and Why You Should Care by Walt Kester MT-001 TUTORIAL You don't have to deal with ADCs or DACs for long before running across

More information

RECOMMENDATION ITU-R BO.786 *

RECOMMENDATION ITU-R BO.786 * Rec. ITU-R BO.786 RECOMMENDATION ITU-R BO.786 * MUSE ** system for HDTV broadcasting-satellite services (Question ITU-R /) (992) The ITU Radiocommunication Assembly, considering a) that the MUSE system

More information

C-Bus Voltage Calculation

C-Bus Voltage Calculation D E S I G N E R N O T E S C-Bus Voltage Calculation Designer note number: 3-12-1256 Designer: Darren Snodgrass Contact Person: Darren Snodgrass Aroved: Date: Synosis: The guidelines used by installers

More information

How To Use A Sound Card With A Subsonic Sound Card

How To Use A Sound Card With A Subsonic Sound Card !"## $#!%!"# &"#' ( "#' )*! #+ #,# "##!$ -+./0 1" 1! 2"# # -&1!"#" (2345-&1 #$6.7 -&89$## ' 6! #* #!"#" +" 1##6$ "#+# #-& :1# # $ #$#;1)+#1#+

More information

GAS TURBINE PERFORMANCE WHAT MAKES THE MAP?

GAS TURBINE PERFORMANCE WHAT MAKES THE MAP? GAS TURBINE PERFORMANCE WHAT MAKES THE MAP? by Rainer Kurz Manager of Systems Analysis and Field Testing and Klaus Brun Senior Sales Engineer Solar Turbines Incororated San Diego, California Rainer Kurz

More information

COST CALCULATION IN COMPLEX TRANSPORT SYSTEMS

COST CALCULATION IN COMPLEX TRANSPORT SYSTEMS OST ALULATION IN OMLEX TRANSORT SYSTEMS Zoltán BOKOR 1 Introduction Determining the real oeration and service costs is essential if transort systems are to be lanned and controlled effectively. ost information

More information

Comparing Dissimilarity Measures for Symbolic Data Analysis

Comparing Dissimilarity Measures for Symbolic Data Analysis Comaring Dissimilarity Measures for Symbolic Data Analysis Donato MALERBA, Floriana ESPOSITO, Vincenzo GIOVIALE and Valentina TAMMA Diartimento di Informatica, University of Bari Via Orabona 4 76 Bari,

More information

The Calculation of G rms

The Calculation of G rms The Calculation of G rms QualMark Corp. Neill Doertenbach The metric of G rms is typically used to specify and compare the energy in repetitive shock vibration systems. However, the method of arriving

More information

MATRIX TECHNICAL NOTES

MATRIX TECHNICAL NOTES 200 WOOD AVENUE, MIDDLESEX, NJ 08846 PHONE (732) 469-9510 FAX (732) 469-0418 MATRIX TECHNICAL NOTES MTN-107 TEST SETUP FOR THE MEASUREMENT OF X-MOD, CTB, AND CSO USING A MEAN SQUARE CIRCUIT AS A DETECTOR

More information

A novel sharp beam-forming flat panel loudspeaker using digitally driven speaker system

A novel sharp beam-forming flat panel loudspeaker using digitally driven speaker system Audio Engineering Society Convention Paper Presented at the 131st Convention 2011 October 20 23 New York, NY, USA This Convention paper was selected based on a submitted abstract and 750-word precis that

More information

Storage Basics Architecting the Storage Supplemental Handout

Storage Basics Architecting the Storage Supplemental Handout Storage Basics Architecting the Storage Sulemental Handout INTRODUCTION With digital data growing at an exonential rate it has become a requirement for the modern business to store data and analyze it

More information

AM/FM/ϕM Measurement Demodulator FS-K7

AM/FM/ϕM Measurement Demodulator FS-K7 Data sheet Version 02.00 AM/FM/ϕM Measurement Demodulator FS-K7 July 2005 for the Analyzers FSQ/FSU/FSP and the Test Receivers ESCI/ESPI AM/FM/ϕM demodulator for measuring analog modulation parameters

More information

US-SPI New generation of High performances Ultrasonic device

US-SPI New generation of High performances Ultrasonic device US-SPI New generation of High performances Ultrasonic device Lecoeur Electronique - 19, Rue de Courtenay - 45220 CHUELLES - Tel. : +33 ( 0)2 38 94 28 30 - Fax : +33 (0)2 38 94 29 67 US-SPI Ultrasound device

More information

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore.

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. Title Transcription of polyphonic signals using fast filter bank( Accepted version ) Author(s) Foo, Say Wei;

More information

A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION

A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION 9 th ASCE Secialty Conference on Probabilistic Mechanics and Structural Reliability PMC2004 Abstract A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION

More information

Alpha Channel Estimation in High Resolution Images and Image Sequences

Alpha Channel Estimation in High Resolution Images and Image Sequences In IEEE Comuter Society Conference on Comuter Vision and Pattern Recognition (CVPR 2001), Volume I, ages 1063 68, auai Hawaii, 11th 13th Dec 2001 Alha Channel Estimation in High Resolution Images and Image

More information

From Simulation to Experiment: A Case Study on Multiprocessor Task Scheduling

From Simulation to Experiment: A Case Study on Multiprocessor Task Scheduling From to Exeriment: A Case Study on Multirocessor Task Scheduling Sascha Hunold CNRS / LIG Laboratory Grenoble, France sascha.hunold@imag.fr Henri Casanova Det. of Information and Comuter Sciences University

More information

MOS Transistors as Switches

MOS Transistors as Switches MOS Transistors as Switches G (gate) nmos transistor: Closed (conducting) when Gate = 1 (V DD ) D (drain) S (source) Oen (non-conducting) when Gate = 0 (ground, 0V) G MOS transistor: Closed (conducting)

More information

Re-Dispatch Approach for Congestion Relief in Deregulated Power Systems

Re-Dispatch Approach for Congestion Relief in Deregulated Power Systems Re-Disatch Aroach for Congestion Relief in Deregulated ower Systems Ch. Naga Raja Kumari #1, M. Anitha 2 #1, 2 Assistant rofessor, Det. of Electrical Engineering RVR & JC College of Engineering, Guntur-522019,

More information

High Quality Offset Printing An Evolutionary Approach

High Quality Offset Printing An Evolutionary Approach High Quality Offset Printing An Evolutionary Aroach Ralf Joost Institute of Alied Microelectronics and omuter Engineering University of Rostock Rostock, 18051, Germany +49 381 498 7272 ralf.joost@uni-rostock.de

More information

Chap#5 (Data communication)

Chap#5 (Data communication) Chap#5 (Data communication) Q#1: Define analog transmission. Normally, analog transmission refers to the transmission of analog signals using a band-pass channel. Baseband digital or analog signals are

More information

Multistage Human Resource Allocation for Software Development by Multiobjective Genetic Algorithm

Multistage Human Resource Allocation for Software Development by Multiobjective Genetic Algorithm The Oen Alied Mathematics Journal, 2008, 2, 95-03 95 Oen Access Multistage Human Resource Allocation for Software Develoment by Multiobjective Genetic Algorithm Feng Wen a,b and Chi-Ming Lin*,a,c a Graduate

More information

Statistical properties of linear prediction analysis underlying the challenge of formant bandwidth estimation

Statistical properties of linear prediction analysis underlying the challenge of formant bandwidth estimation Statistical roerties of linear rediction analysis underlying the challenge of formant bandwidth estimation Daryush D. Mehta a) Center for Laryngeal Surgery and Voice Rehabilitation, Massachusetts General

More information

A Simple Model of Pricing, Markups and Market. Power Under Demand Fluctuations

A Simple Model of Pricing, Markups and Market. Power Under Demand Fluctuations A Simle Model of Pricing, Markus and Market Power Under Demand Fluctuations Stanley S. Reynolds Deartment of Economics; University of Arizona; Tucson, AZ 85721 Bart J. Wilson Economic Science Laboratory;

More information

DIGITAL-TO-ANALOGUE AND ANALOGUE-TO-DIGITAL CONVERSION

DIGITAL-TO-ANALOGUE AND ANALOGUE-TO-DIGITAL CONVERSION DIGITAL-TO-ANALOGUE AND ANALOGUE-TO-DIGITAL CONVERSION Introduction The outputs from sensors and communications receivers are analogue signals that have continuously varying amplitudes. In many systems

More information

THE PUBLISHING HOUSE PROCEEDINGS OF THE ROMANIAN ACADEMY, Series A, OF THE ROMANIAN ACADEMY Volume 11, Number 2/2010, pp. 148 155

THE PUBLISHING HOUSE PROCEEDINGS OF THE ROMANIAN ACADEMY, Series A, OF THE ROMANIAN ACADEMY Volume 11, Number 2/2010, pp. 148 155 THE PUBLISHING HOUSE PROCEEDINGS OF THE ROMANIAN ACADEMY, Series A, OF THE ROMANIAN ACADEMY Volume, Number /00,. 48 55 NEW CONCEPT FOR THE RUNNING OF ENGINES Nicolae CHIOREANU, Şerban CHIOREANU University

More information

Free Software Development. 2. Chemical Database Management

Free Software Development. 2. Chemical Database Management Leonardo Electronic Journal of Practices and echnologies ISSN 1583-1078 Issue 1, July-December 2002. 69-76 Free Software Develoment. 2. Chemical Database Management Monica ŞEFU 1, Mihaela Ligia UNGUREŞAN

More information

Electronic Communications Committee (ECC) within the European Conference of Postal and Telecommunications Administrations (CEPT)

Electronic Communications Committee (ECC) within the European Conference of Postal and Telecommunications Administrations (CEPT) Page 1 Electronic Communications Committee (ECC) within the European Conference of Postal and Telecommunications Administrations (CEPT) ECC RECOMMENDATION (06)01 Bandwidth measurements using FFT techniques

More information

Simulation and Design of Printed Circuit Boards Utilizing Novel Embedded Capacitance Material

Simulation and Design of Printed Circuit Boards Utilizing Novel Embedded Capacitance Material Simulation and Design of Printed Circuit Boards Utilizing Novel Embedded Capacitance Material Yu Xuequan, Yan Hang, Zhang Gezi, Wang Haisan Huawei Technologies Co., Ltd Lujiazui Subpark, Pudong Software

More information

Signal to Noise Instrumental Excel Assignment

Signal to Noise Instrumental Excel Assignment Signal to Noise Instrumental Excel Assignment Instrumental methods, as all techniques involved in physical measurements, are limited by both the precision and accuracy. The precision and accuracy of a

More information

Dithering in Analog-to-digital Conversion

Dithering in Analog-to-digital Conversion Application Note 1. Introduction 2. What is Dither High-speed ADCs today offer higher dynamic performances and every effort is made to push these state-of-the art performances through design improvements

More information

High-quality/High-resolution Digital Ultrasound Diagnostic Scanner

High-quality/High-resolution Digital Ultrasound Diagnostic Scanner Hitachi Review Vol. 52 (2003), No. 4 207 High-quality/High-resolution Digital Ultrasound Diagnostic Scanner Tsuyoshi Otake Toshihiko Kawano Takashi Sugiyama Tsuyoshi Mitake Shinichiro Umemura, Ph. D. OVERVIEW:

More information

Efficient Training of Kalman Algorithm for MIMO Channel Tracking

Efficient Training of Kalman Algorithm for MIMO Channel Tracking Efficient Training of Kalman Algorithm for MIMO Channel Tracking Emna Eitel and Joachim Seidel Institute of Telecommunications, University of Stuttgart Stuttgart, Germany Abstract In this aer, a Kalman

More information

arxiv:0711.4143v1 [hep-th] 26 Nov 2007

arxiv:0711.4143v1 [hep-th] 26 Nov 2007 Exonentially localized solutions of the Klein-Gordon equation arxiv:711.4143v1 [he-th] 26 Nov 27 M. V. Perel and I. V. Fialkovsky Deartment of Theoretical Physics, State University of Saint-Petersburg,

More information

Concurrent Program Synthesis Based on Supervisory Control

Concurrent Program Synthesis Based on Supervisory Control 010 American Control Conference Marriott Waterfront, Baltimore, MD, USA June 30-July 0, 010 ThB07.5 Concurrent Program Synthesis Based on Suervisory Control Marian V. Iordache and Panos J. Antsaklis Abstract

More information

AVR127: Understanding ADC Parameters. Introduction. Features. Atmel 8-bit and 32-bit Microcontrollers APPLICATION NOTE

AVR127: Understanding ADC Parameters. Introduction. Features. Atmel 8-bit and 32-bit Microcontrollers APPLICATION NOTE Atmel 8-bit and 32-bit Microcontrollers AVR127: Understanding ADC Parameters APPLICATION NOTE Introduction This application note explains the basic concepts of analog-to-digital converter (ADC) and the

More information

Pinhole Optics. OBJECTIVES To study the formation of an image without use of a lens.

Pinhole Optics. OBJECTIVES To study the formation of an image without use of a lens. Pinhole Otics Science, at bottom, is really anti-intellectual. It always distrusts ure reason and demands the roduction of the objective fact. H. L. Mencken (1880-1956) OBJECTIVES To study the formation

More information

FUNDAMENTALS OF MODERN SPECTRAL ANALYSIS. Matthew T. Hunter, Ph.D.

FUNDAMENTALS OF MODERN SPECTRAL ANALYSIS. Matthew T. Hunter, Ph.D. FUNDAMENTALS OF MODERN SPECTRAL ANALYSIS Matthew T. Hunter, Ph.D. AGENDA Introduction Spectrum Analyzer Architecture Dynamic Range Instantaneous Bandwidth The Importance of Image Rejection and Anti-Aliasing

More information

LEVERAGING FPGA AND CPLD DIGITAL LOGIC TO IMPLEMENT ANALOG TO DIGITAL CONVERTERS

LEVERAGING FPGA AND CPLD DIGITAL LOGIC TO IMPLEMENT ANALOG TO DIGITAL CONVERTERS LEVERAGING FPGA AND CPLD DIGITAL LOGIC TO IMPLEMENT ANALOG TO DIGITAL CONVERTERS March 2010 Lattice Semiconductor 5555 Northeast Moore Ct. Hillsboro, Oregon 97124 USA Telephone: (503) 268-8000 www.latticesemi.com

More information

HF Receiver Testing. Issues & Advances. (also presented at APDXC 2014, Osaka, Japan, November 2014)

HF Receiver Testing. Issues & Advances. (also presented at APDXC 2014, Osaka, Japan, November 2014) HF Receiver Testing: Issues & Advances (also presented at APDXC 2014, Osaka, Japan, November 2014) Adam Farson VA7OJ/AB4OJ Copyright 2014 North Shore Amateur Radio Club 1 HF Receiver Performance Specs

More information

Joint Production and Financing Decisions: Modeling and Analysis

Joint Production and Financing Decisions: Modeling and Analysis Joint Production and Financing Decisions: Modeling and Analysis Xiaodong Xu John R. Birge Deartment of Industrial Engineering and Management Sciences, Northwestern University, Evanston, Illinois 60208,

More information

The Online Freeze-tag Problem

The Online Freeze-tag Problem The Online Freeze-tag Problem Mikael Hammar, Bengt J. Nilsson, and Mia Persson Atus Technologies AB, IDEON, SE-3 70 Lund, Sweden mikael.hammar@atus.com School of Technology and Society, Malmö University,

More information

Web Application Scalability: A Model-Based Approach

Web Application Scalability: A Model-Based Approach Coyright 24, Software Engineering Research and Performance Engineering Services. All rights reserved. Web Alication Scalability: A Model-Based Aroach Lloyd G. Williams, Ph.D. Software Engineering Research

More information

Design of IIR Digital Filters. Ch. 5 - Lecture 18 DSP ECE 623 IIR DIGITAL FILTERS. Andreas Spanias. Chapter 5 IIR Filter Design. spanias@asu.

Design of IIR Digital Filters. Ch. 5 - Lecture 18 DSP ECE 623 IIR DIGITAL FILTERS. Andreas Spanias. Chapter 5 IIR Filter Design. spanias@asu. Title/Number: DSP ECE 623 By Andreas Sanias Chater 5 IIR Filter Design sanias@asu.edu Phone: 48 965 837, Fax: 48 965 8325 htt://www.eas.asu.edu/~sanias Coyright Andreas Sanias Ch. 5 - Design of IIR Digital

More information

Harmonics and Noise in Photovoltaic (PV) Inverter and the Mitigation Strategies

Harmonics and Noise in Photovoltaic (PV) Inverter and the Mitigation Strategies Soonwook Hong, Ph. D. Michael Zuercher Martinson Harmonics and Noise in Photovoltaic (PV) Inverter and the Mitigation Strategies 1. Introduction PV inverters use semiconductor devices to transform the

More information

Principles of Hydrology. Hydrograph components include rising limb, recession limb, peak, direct runoff, and baseflow.

Principles of Hydrology. Hydrograph components include rising limb, recession limb, peak, direct runoff, and baseflow. Princiles of Hydrology Unit Hydrograh Runoff hydrograh usually consists of a fairly regular lower ortion that changes slowly throughout the year and a raidly fluctuating comonent that reresents the immediate

More information

1.3 Saturation vapor pressure. 1.3.1 Vapor pressure

1.3 Saturation vapor pressure. 1.3.1 Vapor pressure 1.3 Saturation vaor ressure Increasing temerature of liquid (or any substance) enhances its evaoration that results in the increase of vaor ressure over the liquid. y lowering temerature of the vaor we

More information

Temperature advection derived from Doppler radar wind profiles. Susanne Jonker

Temperature advection derived from Doppler radar wind profiles. Susanne Jonker Temerature advection derived from Doler radar wind rofiles Susanne Jonker December 2003 2 Contents Contents...3 Chater 1 Introduction...5 2.1 Princiles...7 2.2 Scan strategy...7 2.3 Method for wind rofile

More information

The Good, the Bad, and the Ugly Aspects of ADC Input Noise Is No Noise Good Noise? by Walt Kester

The Good, the Bad, and the Ugly Aspects of ADC Input Noise Is No Noise Good Noise? by Walt Kester INTRODUCTION The Good, the Bad, and the Ugly Aspects of ADC Input Noise Is No Noise Good Noise? by Walt Kester MT-004 TUTORIAL All analog-to-digital converters (ADCs) have a certain amount of "input-referred

More information

Jeff Thomas Tom Holmes Terri Hightower. Learn RF Spectrum Analysis Basics

Jeff Thomas Tom Holmes Terri Hightower. Learn RF Spectrum Analysis Basics Jeff Thomas Tom Holmes Terri Hightower Learn RF Spectrum Analysis Basics Agenda Overview: Spectrum analysis and its measurements Theory of Operation: Spectrum analyzer hardware Frequency Specifications

More information

CABRS CELLULAR AUTOMATON BASED MRI BRAIN SEGMENTATION

CABRS CELLULAR AUTOMATON BASED MRI BRAIN SEGMENTATION XI Conference "Medical Informatics & Technologies" - 2006 Rafał Henryk KARTASZYŃSKI *, Paweł MIKOŁAJCZAK ** MRI brain segmentation, CT tissue segmentation, Cellular Automaton, image rocessing, medical

More information

Two-resource stochastic capacity planning employing a Bayesian methodology

Two-resource stochastic capacity planning employing a Bayesian methodology Journal of the Oerational Research Society (23) 54, 1198 128 r 23 Oerational Research Society Ltd. All rights reserved. 16-5682/3 $25. www.algrave-journals.com/jors Two-resource stochastic caacity lanning

More information

Safety evaluation of digital post-release environment sensor data interface for distributed fuzing systems

Safety evaluation of digital post-release environment sensor data interface for distributed fuzing systems Safety evaluation of digital ost-release environment sensor data interface for distributed fuzing systems 57 th Fuze Conference, Newark, NJ Wednesday, July 30 th, 2014 Oen Session IIIA, 3:20 PM S. Ebenhöch,

More information

Improving A D Converter Performance Using Dither

Improving A D Converter Performance Using Dither Improving A D Converter Performance Using Dither 1 0 INTRODUCTION Many analog-to-digital converter applications require low distortion for a very wide dynamic range of signals Unfortunately the distortion

More information

Response-Time Control of a Processor-Sharing System Using Virtualized Server Environments Kjaer, Martin Ansbjerg; Kihl, Maria; Robertsson, Anders

Response-Time Control of a Processor-Sharing System Using Virtualized Server Environments Kjaer, Martin Ansbjerg; Kihl, Maria; Robertsson, Anders Resonse-ime Control of a -Sharing System Using Virtualized Server Environments Kjaer, Martin Ansbjerg; Kihl, Maria; Robertsson, Anders Published in: Proc. of the 7th IFAC World Congress Published: 8--

More information

Jeff Thomas Tom Holmes Terri Hightower. Learn RF Spectrum Analysis Basics

Jeff Thomas Tom Holmes Terri Hightower. Learn RF Spectrum Analysis Basics Jeff Thomas Tom Holmes Terri Hightower Learn RF Spectrum Analysis Basics Learning Objectives Name the major measurement strengths of a swept-tuned spectrum analyzer Explain the importance of frequency

More information

Sampling Theorem Notes. Recall: That a time sampled signal is like taking a snap shot or picture of signal periodically.

Sampling Theorem Notes. Recall: That a time sampled signal is like taking a snap shot or picture of signal periodically. Sampling Theorem We will show that a band limited signal can be reconstructed exactly from its discrete time samples. Recall: That a time sampled signal is like taking a snap shot or picture of signal

More information

NBER WORKING PAPER SERIES HOW MUCH OF CHINESE EXPORTS IS REALLY MADE IN CHINA? ASSESSING DOMESTIC VALUE-ADDED WHEN PROCESSING TRADE IS PERVASIVE

NBER WORKING PAPER SERIES HOW MUCH OF CHINESE EXPORTS IS REALLY MADE IN CHINA? ASSESSING DOMESTIC VALUE-ADDED WHEN PROCESSING TRADE IS PERVASIVE NBER WORKING PAPER SERIES HOW MUCH OF CHINESE EXPORTS IS REALLY MADE IN CHINA? ASSESSING DOMESTIC VALUE-ADDED WHEN PROCESSING TRADE IS PERVASIVE Robert Kooman Zhi Wang Shang-Jin Wei Working Paer 14109

More information

Spectrum analyzer with USRP, GNU Radio and MATLAB

Spectrum analyzer with USRP, GNU Radio and MATLAB Spectrum analyzer with USRP, GNU Radio and MATLAB António José Costa, João Lima, Lúcia Antunes, Nuno Borges de Carvalho {antoniocosta, jflima, a30423, nbcarvalho}@ua.pt January 23, 2009 Abstract In this

More information