Understanding Signal to Noise Ratio and Noise Spectral Density in high speed data converters
|
|
- Allen Eaton
- 5 years ago
- Views:
Transcription
1 Understanding Signal to Noise Ratio and Noise Spectral Density in high speed data converters TIPL 4703 Presented by Ken Chan Prepared by Ken Chan 1
2 Table o Contents What is SNR Deinition o SNR Components o SNR Thermal, Quantization, Jitter Calculation o SNR Jitter Dominated What is NSD Deinition o NSD How is NSD dierent rom SNR Components o NSD Same as SNR, just speciication is dierent Using NSD in typical application In band Perormance estimate using close in phase noise Out o band emissions estimate based on out o band phase noise 2
3 What is SNR - Signal-to-Noise Ratio Basics SNR is the ratio o the signal power to the noise power that corrupts the signal. This parameter does not include harmonic distortion. In the time domain: Amplitude (db) Noise Signal Noisy Signal In the requency domain: Signal SNR SNR P NOISE log P, dbm SIGNAL P P, dbm log SIGNAL NOISE P P NOISE NOISE, dbm, dbm / Hz log BW Hz Noise Level FREQUENCY (Hz) 3
4 Maximizing the SNR in an ADC SNR P SIGNAL, dbm P NOISE, dbm Quantization Thermal Aperture Jitter SNR can be increased in the ollowing ways: Increase signal power Full Scale Range (FSR) Decrease noise power Quantization Noise Clock Jitter ADC Aperture Jitter Thermal Noise Clock Jitter 4
5 SNR by Individual Noise Contributors Total SNR can be calculated by the sum o the individual noise sources: SNR total Design Choice ADC Selection Sampling Clock Selection Sampling Rate log SNR QUANT SNR JITTER SNR THERM SNR QUANT = SNR due to quantization SNR JITTER = SNR due to clock and aperture jitter SNR THERM = SNR due to thermal and transistor noise 1 Eect on Noise N-bits aects quantization noise, aperture jitter and thermal noise by design Clock jitter Bandwidth over which noise is distributed 5
6 Quantization Noise and SNR SNR due to quantization error, assuming a sine wave input: SNR QUANT 6.02 N db Example: 14-bit converter where N=14: SNR QUANT db How to determine the required ADC resolution? An N-bit ADC determines the maximum possible SNR or the system Practically, an ADC s SNR is limited by other actors: Sampling clock jitter ADC jitter and thermal noise Other system noise sources Over-sampling rate and application channel bandwidth 6
7 Transistor and Thermal Noise and SNR Noise Mechanism α Spectral Proile Source Cause Shot I DC white pn-junctions DC bias current is not constant Flicker 1/ 1/ Active devices Carriers are trapped and released in a semiconductor Thermal T white resistors Thermal excitation o carriers in a conductor Noise in an ADC: Track-and-hold is dominant source Capacitors source no noise Resistor results in kt/c noise v 2 no ( ( 4 ktr kt C ) v 2 R ( ) * * 2 1 ) * ( ) * ( 2 2 RC o ) 7
8 Clock Jitter and SNR Clock jitter is the random variation o the clock edge compared to its ideal point in time Theoretical limit o SNR due to jitter: SNR where : in j j dbc input clock 20 log( requency jitter 2 in j ) Total jitter is the rms sum o the individual jitter contributions For ADCs, this is generally the external clock jitter and aperture jitter T external 2 aperture 2 8
9 More on Clock Jitter Clock jitter causes imprecise sampling intervals which results in incorrect sampling instances and thereore errors in the sampled signal Clock jitter has an increased eect at higher input requencies or higher maximum input slew rates 9
10 Sources o Clock Jitter The total clock jitter or an ADC is rom the aperture jitter and the external sampling clock jitter. Clock jitter is the jitter contribution rom the external clock source and can be measured by using a phase noise analyzer Aperture jitter (a.k.a. aperture uncertainty) is the jitter contribution rom the ADC, due to the internal clock buers. This cannot be measured directly using a phase noise analyzer. Example: aperture jitter or the ADS4249 The total clock jitter is determined by rms sum o all individual contributions: TOTAL 2 EXTERNAL 2 APERTURE
11 Example Phase Noise Plot 11 Noise Spectral Density (dbc/hz) Frequency (MHz)
12 Calculating Jitter rom Clock Phase Noise Jitter is a result o noise on the sampling clock. Assuming the wideband clock noise is relatively low, then the clock jitter is calculated by integrating the clock phase noise over a speciied BW then converting to seconds. j 2 2 clk N Where: N = Phase Noise Power (dbc) 0, 1 = requency limits o integration j = clock jitter Example rom previous slide s phase noise plot: N = dbc/hz (rom khz to MHz oset) F clk = MHz 2 j MHz dbc / Hz s 12
13 A DIFFERENT WAY TO LOOK AT CLOCK JITTER/NOISE 13
14 Limitation o the Traditional SNR Calculation Due to Jitter The traditional SNR due to jitter equation gives the SNR over the entire Nyquist band, with the jitter measured over a wide clock oset requency The equation is a unction o the analog input requency and jitter perormance SNR where in j j dbc : input clock 20 log( requency jitter I the ADC clock is already ine tuned to the best jitter perormance, would the only option let to meet stringent SNR perormance is to adjust the input requency? I so, what is the point o over-sampling ADCs? 2 in ) j 14
15 General Equation or ADC SNR It turns out the SNR equation is also a unction o clock requency as well. Recall the jitter equation: clk I we substitute the jitter equation into the SNR equation, we would get the ollowing: SNR j dbc 20 log( 2 20 log( 20 log( 20 log( j in The irst term is the inherent integrated noise due to clock noise. The second term is a correction term. This is important to help us understand the perormance o over-sampling. I over-sampling is used, the SNR can be improved 2 2 N N N 2 clk N in clk ) ) ) 20 log( ) 20 log( N in clk clk in ) ) 15
16 Why is the general equation important? The general equation is important because the traditional equation oten simpliies the ADC clock noise loor as an uniorm white noise. In reality, the ADC clock usually has better noise behavior as the oset requency increases, and also, the clock is oten well iltered. Simpliied integrated clock noise Actual phase noise 16
17 System Requirement Implication Most importantly, some o the stringent system requirements oten are bandwidth speciic. I.e. noise spec over a speciic bandwidth. For instance, when given a certain blocker signal, the traditional SNR calculation may overestimate the noise over the bandwidth o the wanted signal. This may make jitter speciication o the clock impossible to achieve. 17
18 Experiment Result Clocking the ADC with a 250MHz tone + MHz noise ranging rom 240MHz to 250MHz ADS4149 at 250MSPS Two inputs shown and overlaid: MHz and 0MHz (DAC5681 output) 18
19 ADC Test Result 20log(250/) = 28dBc 20log(250/0) = 8dBc 19
20 DAC NSD VS SNR 20
21 SNR Jitter estimate is the same or DACs The total SNR is the vector sum o all individual SNR contributions SNR total log SNR QUANT SNR CLK SNR THERM 1 SNR QUANT = SNR due to quantization SNR CLK = SNR due to clock and aperture jitter SNR THERM = SNR due to thermal and transistor noise Similar treatment o clock jitter (integrated phase noise) or SNR limit o DAC sampled system SNR where : i j j dbc 20 log( output requency clock jitter 2 i j ) 21
22 NSD or SNR? For DACs, generally the noise spectral density (NSD) is more important than overall SNR The shape o the NSD around the carrier must meet mask requirements When SNR is required, customer s oten limit the bandwidth o the transmitted signal by a bandpass or lowpass ilter For this reason, newer datasheets report NSD rather than SNR s = 1GSPS out = 20MHz Signal Noise DAC output noise is comprised o Quantization noise Thermal noise Jitter noise Data dependent noise 22
23 Why NSD over SNR? In real systems, there is oten tight iltering around the band o interest, where all the noise outside o that band is iltered out. Rather than showing the SNR o the signal in the irst Nyquist zone, it is more convenient to show the noise power so that the total noise power in the uniltered band can be readily calculated For example, consider a DAC3484 running at MSPS with a band o interest o 0 MHz and the ollowing ilters: A MHz low-pass ilter (passing ull irst Nyquist zone): A 0-MHz low-pass ilter: 160 dbc / Hz log MHz 72. dbfs SNR dbfs 0 dbfs dbc / Hz log 0 MHz dbfs SNR dbfs 0 dbfs 80 23
24 Converting NSD to SNR The SNR o the DAC can be calculated rom the NSD spec The SNR was traditionally deined as the ratio o the power o the undamental to the power o the noise integrated over the irst Nyquist zone. SNR It can also be calculated directly in dbfs rom the NSD in dbc/hz SNR dbc dbfs P dbm Example: DAC3484 running at 1.25 GSPS with MHz output SNR, undamenta l NSD dbm / Hz log S 0 dbfs NSD dbc / Hz log F 2 S 1.25 GHz 160 dbc / Hz log 72. dbfs dbfs dbfs 04 F
25 NSD to SNR tradeos Jitter/Phase noise SNR estimates based on Jitter are good estimates or SNR or the entire Nyquist band may be too pessimistic or BW limited applications. SNR estimates based on NSD (typically measured at some MHz oset) do not account or close-in phase noise which could aect inband EVM Useul or out o band estimates like ACPR Also useul or transmit mask requirements Using the clock NSD curve and BW limited noise calculations would be the ideal solution or in-band and out-o-band measurements.
26 Copyright 2017 Texas Instruments Incorporated. All rights reserved. This material is provided strictly as-is, or inormational purposes only, and without any warranty. Use o this material is subject to TI s, viewable at TI.com
SLC ultra low jitter Clock Synthesizer 2 MHz to 7 GHz
SLC ultra low jitter Clock Synthesizer 2 MHz to 7 GHz Datasheet The SLC is a very affordable single or dual clock 7 GHz synthesizer that exhibits outstanding phase noise and jitter performance in a very
More informationITU - Telecommunication Standardization Sector. G.fast: Far-end crosstalk in twisted pair cabling; measurements and modelling ABSTRACT
ITU - Telecommunication Standardization Sector STUDY GROUP 15 Temporary Document 11RV-22 Original: English Richmond, VA. - 3-1 Nov. 211 Question: 4/15 SOURCE 1 : TNO TITLE: G.ast: Far-end crosstalk in
More informationECE 6560 Multirate Signal Processing Chapter 8
Multirate Signal Processing Chapter 8 Dr. Bradley J. Bazuin Western Michigan University College o Engineering and Applied Sciences Department o Electrical and Computer Engineering 903 W. Michigan Ave.
More information13. Power Management in Stratix IV Devices
February 2011 SIV51013-3.2 13. Power Management in Stratix IV Devices SIV51013-3.2 This chapter describes power management in Stratix IV devices. Stratix IV devices oer programmable power technology options
More informationNeighbourhood Operations
Neighbourhood Operations Neighbourhood operations simply operate on a larger neighbourhood o piels than point operations Origin Neighbourhoods are mostly a rectangle around a central piel Any size rectangle
More informationAN 608: HST Jitter and BER Estimator Tool for Stratix IV GX and GT Devices
AN 608: HST Jitter and BER Estimator Tool or Stratix IV GX and GT Devices July 2010 AN-608-1.0 The high-speed communication link design toolkit (HST) jitter and bit error rate (BER) estimator tool is a
More information2. Recommended Design Flow
2. Recommended Design Flow This chapter describes the Altera-recommended design low or successully implementing external memory interaces in Altera devices. Altera recommends that you create an example
More informationMAPI Computer Vision. Multiple View Geometry
MAPI Computer Vision Multiple View Geometry Geometry o Multiple Views 2- and 3- view geometry p p Kpˆ [ K R t]p Geometry o Multiple Views 2- and 3- view geometry Epipolar Geometry The epipolar geometry
More informationHIGH SPEED SIGNAL CHAIN SELECTION GUIDE
HIGH SPEED SIGNAL CHAIN SELECTION GUIDE Includes High Speed Cs, DACs, Amplifiers, and Clocking Solutions Visit analog.com and linear.com High Speed Signal Chain Product Selection Guide TABLE OF CONTENTS
More informationADQ412. Product Preview. Features. Introduction. Applications. Software support. Ordering information. ADQ Development Kit
ADQ412 is a software-selectable two or four channel flexible member of the ADQ V6 Digitizer family. The ADQ412 has an outstanding combination of high bandwidth and dynamic range, which enables demanding
More informationDecompensated Operational Amplifiers
Decompensated Operational Amplifiers Abstract This paper discusses the what, why, and where of decompensated op amps in section one. The second section of the paper describes external compensation techniques,
More informationDigital Image Processing. Image Enhancement in the Spatial Domain (Chapter 4)
Digital Image Processing Image Enhancement in the Spatial Domain (Chapter 4) Objective The principal objective o enhancement is to process an images so that the result is more suitable than the original
More informationChapter 3 Image Enhancement in the Spatial Domain
Chapter 3 Image Enhancement in the Spatial Domain Yinghua He School o Computer Science and Technology Tianjin University Image enhancement approaches Spatial domain image plane itsel Spatial domain methods
More information9.8 Graphing Rational Functions
9. Graphing Rational Functions Lets begin with a deinition. Deinition: Rational Function A rational unction is a unction o the orm P where P and Q are polynomials. Q An eample o a simple rational unction
More informationThe spatial frequency response and resolution limitations of pixelated mask spatial carrier based phase shifting interferometry
The spatial requency response and resolution limitations o pixelated mask spatial carrier based phase shiting intererometry Brad Kimbrough, James Millerd 4D Technology Corporation, 80 E. Hemisphere Loop,
More information7. High-Speed Differential Interfaces in the Cyclone III Device Family
December 2011 CIII51008-4.0 7. High-Speed Dierential Interaces in the Cyclone III Device Family CIII51008-4.0 This chapter describes the high-speed dierential I/O eatures and resources in the Cyclone III
More informationA STUDY ON COEXISTENCE OF WLAN AND WPAN USING A PAN COORDINATOR WITH AN ARRAY ANTENNA
A STUDY ON COEXISTENCE OF WLAN AND WPAN USING A PAN COORDINATOR WITH AN ARRAY ANTENNA Yuta NAKAO(Graduate School o Engineering, Division o Physics, Electrical and Computer Engineering, Yokohama National
More informationData Acquisition Specifications a Glossary Richard House
NATIONAL INSTRUMENTS The Software is the Instrument Application Note 092 Introduction Data Acquisition Specifications a Glossary Richard House This application note consists of comprehensive descriptions
More information5. Delta-Sigma Modulators for ADC
Basics Architectures SC Modeling Assisted Low-Power 1/46 5. Delta-Sigma Modulators for ADC Francesc Serra Graells francesc.serra.graells@uab.cat Departament de Microelectrònica i Sistemes Electrònics Universitat
More information8-Bit to 16-Bit, 40MSPS to 500MSPS ADC Evaluation System
Author: David Carr 8-Bit to 16-Bit, 40MSPS to 500MSPS ADC Evaluation System The Intersil KMB001 evaluation system allows users to evaluate the Intersil portfolio of low-power, 8-bit to 16-bit, high-performance
More information8-Bit to 14-Bit, 40MSPS to 500MSPS ADC Evaluation System
8-Bit to 14-Bit, 40MSPS to 500MSPS ADC Evaluation System Intersil s KMB001 has been created to evaluate the company s portfolio of low power 8-bit to 14-bit, high performance Analog-to-Digital converters.
More informationAD GSPS Analog Input XMC/PMC with Xilinx Virtex -5 FPGA. Data Sheet
Data Sheet 3GSPS Analog Input XMC/PMC with Xilinx Virtex -5 FPGA Applications Electronic Warfare (EW) Spectral Analysis RADAR Features 3GSPS, 8-bit ADC Xilinx Virtex-5 SX95T FPGA (user programmable) Dual
More informationQUICK START GUIDE FOR DEMONSTRATION CIRCUIT 1350 HIGH TEMP ADC
LTC2246H, LTC2226H DESCRIPTION Demonstration circuit 1350 supports a family of 12 and 14-Bit 25Msps ADC. This assembly features one of the following devices: LTC2226H or LTC2246H high speed, high dynamic
More informationECONseries Low Cost USB DAQ
ECONseries Low Cost USB Data Acquisition Modules ECONseries Low Cost USB DAQ The ECONseries is a flexible yet economical series of multifunction data acquisition modules. You choose the number of analog
More informationFS2000 Series Fast Switching Synthesizer
Supports hundreds of fast switching, high spectral purity applications. Features: Ultra-fast Switching
More informationConcavity. Notice the location of the tangents to each type of curve.
Concavity We ve seen how knowing where a unction is increasing and decreasing gives a us a good sense o the shape o its graph We can reine that sense o shape by determining which way the unction bends
More information10. SOPC Builder Component Development Walkthrough
10. SOPC Builder Component Development Walkthrough QII54007-9.0.0 Introduction This chapter describes the parts o a custom SOPC Builder component and guides you through the process o creating an example
More informationET4254 Communications and Networking 1
Topic 2 Aims:- Communications System Model and Concepts Protocols and Architecture Analog and Digital Signal Concepts Frequency Spectrum and Bandwidth 1 A Communications Model 2 Communications Tasks Transmission
More informationKeysight Technologies Specifying Calibration Standards and Kits for Keysight Vector Network Analyzers. Application Note
Keysight Technologies Speciying Calibration Standards and Kits or Keysight Vector Network Analyzers Application Note Introduction Measurement errors in network analysis can be separated into two categories:
More informationEE 435. Lecture 27. Data Converters. INL of DAC and ADC Differential Nonlinearity Spectral Performance
EE 435 Lecture 27 Data Converters INL of DAC and ADC Differential Nonlinearity Spectral Performance . Review from last lecture. Data Converter Architectures Many more data converter architectures have
More informationKonverter Analyzer User s Guide
Konverter Analyzer User s Guide High-Speed ADC Evaluation Platform Complete High-Speed ADC Measurement Solution 40MSPS to 500MSPS Operation Calculation of Critical ADC Parameters (SNR, SINAD, SFDR, Harmonics,
More informationAnalog Input Sample Rate
ECONseries Low Cost USB Data Acquisition Modules Overview The ECONseries is a flexible yet economical series of multifunction DAQ modules. You chse the number of analog I/O and digital I/O channels, the
More informationImage Restoration: The Problem and Basic Approaches
1 Image Restoration: The Problem and Basic Approaches What is Restoration (vs. Enhancement): Enhancement Making pleasing images Oten no speciic model o the degradation Ad hoc procedures Restoration Undoing
More informationfoldr CS 5010 Program Design Paradigms Lesson 5.4
oldr CS 5010 Program Design Paradigms Lesson 5.4 Mitchell Wand, 2012-2014 This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License. 1 Introduction In this lesson,
More informationAdvanced Jitter Analysis with Real-Time Oscilloscopes
with Real-Time Oscilloscopes August 10, 2016 Min-Jie Chong Product Manager Agenda Review of Jitter Decomposition Assumptions and Limitations Spectral vs. Tail Fit Method with Crosstalk Removal Tool Scope
More informationMeasure the Connected World And Everything in It ADVANTEST CORPORATION. All Rights Reserved.
Measure the Connected World And Everything in It Test Challenges for Future Automotive 100M/1Gbps Ethernet PHY ADVANTEST Corporation Takahiro Nakajima Agenda 1. Trends of ADAS and Automotive Ethernet 2.
More informationSensors & Transducers 2016 by IFSA Publishing, S. L.
Sensors & ransducers 06 by IFSA Publishing, S. L. http://www.sensorsportal.com Polynomial Regression echniques or Environmental Data Recovery in Wireless Sensor Networks Kohei Ohba, Yoshihiro Yoneda, Koji
More informationSPECIAL TOPICS IN COMPUTER ARCHITECTURE AND VLSI DESIGN: Prof. Youngcheol Chae Office: Room B712, Office Hours: Fri.
SPECIAL TOPICS IN COMPUTER ARCHITECTURE AND VLSI DESIGN: Overview of Data Converters Prof. Youngcheol Chae ychae@yonsei.ac.kr Office: Room B712, Office Hours: Fri. 4~6PM Related Course Mixed SignalVLSI
More informationFMC150 User Manual r1.9 FMC150. User Manual. Abaco Systems, USA. Support Portal
FMC150 User Manual Abaco Systems, USA Support Portal This document is the property of Abaco Systems and may not be copied nor communicated to a third party without the written permission of Abaco Systems.
More information1.8 V, 12-LVDS/24-CMOS Output, Low Power Clock Fanout Buffer ADCLK854
.8 V, 2-LVDS/24-CMOS Output, Low Power Clock Fanout Buffer AD854 FEATURES 2 selectable differential inputs Selectable LVDS/CMOS outputs Up to 2 LVDS (.2 GHz) or 24 CMOS (250 MHz) outputs
More informationAVDD AGND AGND A IN I.C. MSV I.C. I.C. I.C. I.C. I.C. I.C. Maxim Integrated Products 1
19-3592; Rev 0; 2/05 526ksps, Single-Channel, General Description The are single-channel, 14-bit, 526ksps analog-to-digital converters (ADCs) with ±2 LSB INL and ±1 LSB DNL with no missing codes. The MAX1323
More informationProduct Information Sheet PDA GHz Waveform Digitizer APPLICATIONS FEATURES OVERVIEW
Product Information Sheet PDA1000 1 GHz Waveform Digitizer FEATURES Single channel at up to 1 GHz sample rate Bandwidth from DC-500 MHz 256 Megabytes of on-board memory 500 MB/s transfer via Signatec Auxiliary
More informationCompact 8 in 1 Multi-Instruments SF Series
Oscilloscope/ Spectrum Analyzer/ Data Recorder 1 GHz analog input bandwidth Automated Response Analyzer range: 1 Hz to 15 MHz Arbitrary Waveform Generator 1 mhz to 15 MHz output frequency Logic Analyzer
More informationPSEC-4: Review of Architecture, etc. Eric Oberla 27-oct-2012
PSEC-4: Review of Architecture, etc. Eric Oberla 27-oct-2012 PSEC-4 ASIC: design specs LAPPD Collaboration Designed to sample & digitize fast pulses (MCPs): Sampling rate capability > 10GSa/s Analog bandwidth
More informationA NEW TIMING CALIBRATION METHOD FOR SWITCHED CAPACITOR ARRAY CHIPS TO ACHIEVE SUB-PICOSECOND RESOLUTIONS
Stefan Ritt, Paul Scherrer Institute, Switzerland A NEW TIMING CALIBRATION METHOD FOR SWITCHED CAPACITOR ARRAY CHIPS TO ACHIEVE SUB-PICOSECOND RESOLUTIONS 13 March 2014 Workshop on Picosecond Photon Sensors,
More informationMixed Signal IP Design Guide
Mixed Signal IP Design Guide Vol13 Iss2 v3, Nov. 5, 2013 The Leading Provider of High-Performance Silicon-Proven Mixed-Signal IP BENEFITS Integrate Mixed-Signal Content into Your SoC Improve Performance
More informationThis Part-B course discusses design techniques that are used to reduce noise problems in large-scale integration (LSI) devices.
Course Introduction Purpose This Part-B course discusses design techniques that are used to reduce noise problems in large-scale integration (LSI) devices. Objectives Learn approaches and design methods
More informationPCI-16HSDI: 16-Bit, Six-Channel Sigma-Delta Analog Input PMC Board. With 1.1 MSPS Sample Rate per Channel, and Two Independent Clocks
PMC-16HSDI 16-Bit, Six-Channel Sigma-Delta Analog Input PMC Board With 1.1 MSPS Sample Rate per Channel, and Two Independent Clocks Available also in PCI, cpci and PC104-Plus form factors as: PCI-16HSDI:
More informationICS8543I. Features. General Description. Pin Assignment. Block Diagram LOW SKEW, 1-TO-4 DIFFERENTIAL-TO-LVDS FANOUT BUFFER
LOW SKEW, 1-TO-4 DIFFERENTIAL-TO-LVDS FANOUT BUFFER ICS8543I General Description The ICS8543I is a low skew, high performance ICS 1-to-4 Differential-to-LVDS Clock Fan Buffer and a member of the family
More informationDesign and Verify Embedded Signal Processing Systems Using MATLAB and Simulink
Design and Verify Embedded Signal Processing Systems Using MATLAB and Simulink Giorgia Zucchelli, Application Engineer, MathWorks 10 January 2013, Technical University Eindhoven 2013 The MathWorks, Inc.
More informationD. Richard Brown III Professor Worcester Polytechnic Institute Electrical and Computer Engineering Department
D. Richard Brown III Professor Worcester Polytechnic Institute Electrical and Computer Engineering Department drb@ece.wpi.edu Lecture 2 Some Challenges of Real-Time DSP Analog to digital conversion Are
More informationMethod estimating reflection coefficients of adaptive lattice filter and its application to system identification
Acoust. Sci. & Tech. 28, 2 (27) PAPER #27 The Acoustical Society o Japan Method estimating relection coeicients o adaptive lattice ilter and its application to system identiication Kensaku Fujii 1;, Masaaki
More informationLow Skew, 1-to-8, Differential-to-LVDS Clock
Low Skew, 1-to-8, Differential-to-LVDS Clock 85408 DATA SHEET General Description The 85408 is a low skew, high performance 1-to-8 Differential-to-LVDS Clock Distribution Chip. The 85408 CLK, nclk pair
More informationDigital Transceiver V616
PC-based Instrument with 4 Ch DDC, 2 Ch DUC, Spectrum Analyzer and Two XMC Module Sites System Features Intel i7 Quad Core, 8 GB RAM, 240 GB SSD, Win 7 Pro 64-bit Two, independent XMC module sites Sustained
More informationA 20 GSa/s 8b ADC with a 1 MB Memory in 0.18 µm CMOS
A 20 GSa/s 8b ADC with a 1 MB Memory in 0.18 µm CMOS Ken Poulton, Robert Neff, Brian Setterberg, Bernd Wuppermann, Tom Kopley, Robert Jewett, Jorge Pernillo, Charles Tan, Allen Montijo 1 Agilent Laboratories,
More information6. I/O Features for HardCopy III Devices
6. I/O Features or HardCopy III Devices January 2011 HIII51006-3.1 HIII51006-3.1 This chapter describes the I/O standards, eatures, termination schemes, and perormance supported in HardCopy III devices.
More informationECONseries Low Cost USB DAQ
ECONseries Low Cost USB Data Acquisition Modules ECONseries Low Cost USB DAQ The ECONseries is a flexible yet economical series of multifunction data acquisition modules. You choose the number of analog
More informationAD9144-FMC-EBZ Evaluation Board Quick Start Guide
One Technology Way P.O. Box 9106 Norwood, MA 02062-9106 Tel: 781.329.4700 Fax: 781.461.3113 www.analog.com AD9144-FMC-EBZ Evaluation Board Quick Start Guide Getting Started with the AD9144-FMC-EBZ Evaluation
More informationComposite functions. [Type the document subtitle] Composite functions, working them out.
Composite unctions [Type the document subtitle] Composite unctions, workin them out. luxvis 11/19/01 Composite Functions What are they? In the real world, it is not uncommon or the output o one thin to
More information5.2 Properties of Rational functions
5. Properties o Rational unctions A rational unction is a unction o the orm n n1 polynomial p an an 1 a1 a0 k k1 polynomial q bk bk 1 b1 b0 Eample 3 5 1 The domain o a rational unction is the set o all
More informationBinary Morphological Model in Refining Local Fitting Active Contour in Segmenting Weak/Missing Edges
0 International Conerence on Advanced Computer Science Applications and Technologies Binary Morphological Model in Reining Local Fitting Active Contour in Segmenting Weak/Missing Edges Norshaliza Kamaruddin,
More informationDSP. Presented to the IEEE Central Texas Consultants Network by Sergio Liberman
DSP The Technology Presented to the IEEE Central Texas Consultants Network by Sergio Liberman Abstract The multimedia products that we enjoy today share a common technology backbone: Digital Signal Processing
More informationLWA DRX C Language Simulation Report - v0.1
LWA DRX C Language Simulation Report - v0.1 Johnathan York (ARL:UT) February 1, 2008 1 Introduction This document contains a short report on the Long Wavelength Array (LWA) Digital Receiver (DRX) C simulator
More informationLow-Complexity Sub-band Digital Predistortion for Spurious Emission Suppression in Noncontiguous Spectrum Access
1 Low-Complexity Sub-band Digital Predistortion or Spurious Emission Suppression in Noncontiguous Spectrum Access Mahmoud Abdelaziz, Student Member, IEEE, Lauri Anttila, Member, IEEE, Chance Tarver, Student
More informationVT XLR-to-USB Pre Test Report using Multi-Instrument
VT XLR-to-USB Pre Test Report using Multi-Instrument Rev: 01 May 22, 2010 This report is valid only for the particular VT XLR-to-USB Pre unit we tested. The purpose of these tests was to evaluate the performance
More informationFig. 3.1: Interpolation schemes for forward mapping (left) and inverse mapping (right, Jähne, 1997).
Eicken, GEOS 69 - Geoscience Image Processing Applications, Lecture Notes - 17-3. Spatial transorms 3.1. Geometric operations (Reading: Castleman, 1996, pp. 115-138) - a geometric operation is deined as
More informationACCURATE, EXPLICIT PIPE SIZING FORMULA FOR TURBULENT FLOWS
Journal o cience and Technology, Vol. 9, No. (009), pp 147-15 147 009 Kwame Nkrumah University o cience and Technology (KNUT) TECHNICAL NOTE ACCURATE, EXPLICIT PIPE IZING FORMULA FOR TURBULENT FLOW K.O.
More informationStructured Parallel Programming with Deterministic Patterns
Structured Parallel Programming with Deterministic Patterns May 14, 2010 USENIX HotPar 2010, Berkeley, Caliornia Michael McCool, Sotware Architect, Ct Technology Sotware and Services Group, Intel Corporation
More information3-D TERRAIN RECONSTRUCTION WITH AERIAL PHOTOGRAPHY
3-D TERRAIN RECONSTRUCTION WITH AERIAL PHOTOGRAPHY Bin-Yih Juang ( 莊斌鎰 ) 1, and Chiou-Shann Fuh ( 傅楸善 ) 3 1 Ph. D candidate o Dept. o Mechanical Engineering National Taiwan University, Taipei, Taiwan Instructor
More informationD. Richard Brown III Associate Professor Worcester Polytechnic Institute Electrical and Computer Engineering Department
D. Richard Brown III Associate Professor Worcester Polytechnic Institute Electrical and Computer Engineering Department drb@ece.wpi.edu 3-November-2008 Analog To Digital Conversion analog signal ADC digital
More information2. Design Planning with the Quartus II Software
November 2013 QII51016-13.1.0 2. Design Planning with the Quartus II Sotware QII51016-13.1.0 This chapter discusses key FPGA design planning considerations, provides recommendations, and describes various
More information12-Channel, 12-Bit PMC Analog Input/Output Board
12-Channel, 12-Bit PMC Analog Input/Output Board With Eight Simultaneously-Sampled Wide-Range Inputs at 2.0 MSPS per Channel, Four Analog Outputs, and 16-Bit Digital I/O Port Available also in PCI, cpci
More informationDesign and Verify Embedded Signal Processing Systems Using MATLAB and Simulink
Design and Verify Embedded Signal Processing Systems Using MATLAB and Simulink Giorgia Zucchelli, Application Engineer, MathWorks 17 January 2011, Technical University Eindhoven 1 Agenda Introduction to
More informationA variety of ECONseries modules provide economical yet flexible solutions. Waveform Generation
ECONseries BUS: USB Type: Economy, Mini-Instruments ECONseries Economy USB Mini-Instruments Flexible Yet Economical A variety of low-cost ECONseries modules are available to provide flexible yet economical
More informationTTR500 Series Vector Network Analyzers Demonstration Guide
xx ZZZ TTR500 Series Vector Network Analyzers Demonstration Guide *P071349301* 071-3493-01 xx ZZZ TTR500 Series Vector Network Analyzers Demonstration Guide Register now! Click the following link to protect
More informationPC104P66-16HSDI4AO4:
PMC66-16HSDI4AO4 16-Bit, 8-Channel, 1-MSPS PMC Analog Input/Output Board With Four Simultaneously Sampled Sigma-Delta Analog Inputs, and Four Buffered Analog Outputs, Available also in PCI, cpci and PC104-Plus
More informationScalable Test Problems for Evolutionary Multi-Objective Optimization
Scalable Test Problems or Evolutionary Multi-Objective Optimization Kalyanmoy Deb Kanpur Genetic Algorithms Laboratory Indian Institute o Technology Kanpur PIN 8 6, India deb@iitk.ac.in Lothar Thiele,
More informationJoint Congestion Control and Scheduling in Wireless Networks with Network Coding
Title Joint Congestion Control and Scheduling in Wireless Networks with Network Coding Authors Hou, R; Wong Lui, KS; Li, J Citation IEEE Transactions on Vehicular Technology, 2014, v. 63 n. 7, p. 3304-3317
More informationAD9119-CBLTX-EBZ and AD9129-CBLTX-EBZ Cable Transmitter Evaluation Board Quick Start Guide
One Technology Way P.O. Box 9106 Norwood, MA 02062-9106 Tel: 781.329.4700 Fax: 781.461.3113 www.analog.com AD9119-CBLTX-EBZ and AD9129-CBLTX-EBZ Cable Transmitter Evaluation Board Quick Start Guide Getting
More information13. Power Optimization
13. Power Optimization May 2013 QII52016-13.0.0 QII52016-13.0.0 The Quartus II sotware oers power-driven compilation to ully optimize device power consumption. Power-driven compilation ocuses on reducing
More informationFoveated Wavelet Image Quality Index *
Foveated Wavelet Image Quality Index * Zhou Wang a, Alan C. Bovik a, and Ligang Lu b a Laboratory or Image and Video Engineering (LIVE), Dept. o Electrical and Computer Engineering The University o Texas
More informationCHAPTER 4 DUAL LOOP SELF BIASED PLL
52 CHAPTER 4 DUAL LOOP SELF BIASED PLL The traditional self biased PLL is modified into a dual loop architecture based on the principle widely applied in clock and data recovery circuits proposed by Seema
More information4.1 QUANTIZATION NOISE
DIGITAL SIGNAL PROCESSING UNIT IV FINITE WORD LENGTH EFFECTS Contents : 4.1 Quantization Noise 4.2 Fixed Point and Floating Point Number Representation 4.3 Truncation and Rounding 4.4 Quantization Noise
More information6. I/O Features in the Cyclone III Device Family
July 2012 CIII51007-3.4 6. I/O Features in the Cyclone III Device Family CIII51007-3.4 This chapter describes the I/O eatures oered in the Cyclone III device amily (Cyclone III and Cyclone III LS devices).
More information9. Reviewing Printed Circuit Board Schematics with the Quartus II Software
November 2012 QII52019-12.1.0 9. Reviewing Printed Circuit Board Schematics with the Quartus II Sotware QII52019-12.1.0 This chapter provides guidelines or reviewing printed circuit board (PCB) schematics
More informationPC104P-24DSI Channel 24-Bit Delta-Sigma PC104-Plus Analog Input Board
PC104P-24DSI12 12-Channel 24-Bit Delta-Sigma PC104-Plus Analog Input Board With 200 KSPS Sample Rate per Channel and Optional Low-Power Configuration Available also in PCI, cpci and PMC form factors as:
More informationCompressed Sensing Image Reconstruction Based on Discrete Shearlet Transform
Sensors & Transducers 04 by IFSA Publishing, S. L. http://www.sensorsportal.com Compressed Sensing Image Reconstruction Based on Discrete Shearlet Transorm Shanshan Peng School o Inormation Science and
More informationA variety of ECONseries modules provide economical yet flexible solutions
Economy USB Mini-Instruments Flexible Yet Economical A variety of low-cost modules are available to provide flexible yet economical solutions. Choose the number of analog I/O and digital I/O channels,
More informationProduct Information Sheet PDA14 2 Channel, 14-Bit Waveform Digitizer APPLICATIONS FEATURES OVERVIEW
Product Information Sheet PDA 2 Channel, -Bit Waveform Digitizer FEATURES 2 Channels at up to 100 MHz Sample Rate Bits of Resolution Bandwidth from DC-50 MHz 512 Megabytes of On-Board Memory 500 MB/s Transfer
More informationMATRIX ALGORITHM OF SOLVING GRAPH CUTTING PROBLEM
UDC 681.3.06 MATRIX ALGORITHM OF SOLVING GRAPH CUTTING PROBLEM V.K. Pogrebnoy TPU Institute «Cybernetic centre» E-mail: vk@ad.cctpu.edu.ru Matrix algorithm o solving graph cutting problem has been suggested.
More informationVITA 57 FMC DUAL 12b ADC Evaluation kit
EV12AD5x0 EK VITA 57 FMC DUAL 12b ADC Evaluation kit Whilst e2v technologies has taken care to ensure the accuracy of the information contained herein it accepts no responsibility for the consequences
More informationAbstract. I. Introduction
46th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics & Materials Conerence 8 - April 005, Austin, Texas AIAA 005-83 M Intuitive Design Selection Using Visualized n-dimensional Pareto Frontier G.
More informationLow Skew, 1-to-16 Differential-to-LVDS Clock Distribution Chip
Low Skew, 1-to-16 Differential-to-LVDS Clock Distribution Chip ICS8516 DATASHEET GENERAL DESCRIPTION The ICS8516 is a low skew, high performance 1-to-16 Differentialto-LVDS Clock Distribution Chip. The
More informationDefects Detection of Billet Surface Using Optimized Gabor Filters
Proceedings o the 7th World Congress The International Federation o Automatic Control Deects Detection o Billet Surace Using Optimized Gabor Filters Jong Pil Yun* SungHoo Choi* Boyeul Seo* Chang Hyun Park*
More informationPiecewise polynomial interpolation
Chapter 2 Piecewise polynomial interpolation In ection.6., and in Lab, we learned that it is not a good idea to interpolate unctions by a highorder polynomials at equally spaced points. However, it transpires
More informationGENERATION OF DEM WITH SUB-METRIC VERTICAL ACCURACY FROM 30 ERS-ENVISAT PAIRS
GEERATIO OF DEM WITH SUB-METRIC VERTICAL ACCURACY FROM 30 ERS-EVISAT PAIRS C. Colesanti (), F. De Zan (), A. Ferretti (), C. Prati (), F. Rocca () () Dipartimento di Elettronica e Inormazione, Politecnico
More information16-Bit, 12-Channel, 2-MSPS PMC Analog Input/Output Board
PMC66-16AISS8AO4 16-Bit, 12-Channel, 2-MSPS PMC Analog Input/Output Board With Eight Simultaneously Sampled Analog Inputs, Four Analog Outputs, and Input Sampling Rates to 2.0 MSPS per channel Available
More informationPLATINUM BY MSB TECHNOLOGY
Features Designed specifically for high resolution digital audio True voltage output, no I/V converter required Low unbuffered output impedance 500 Ohms Built in high speed buffer (B only) Ultra high dynamic
More informationBasic Sample and Hold Element. Prof. Paul Hasler Georgia Institute of Technology
Basic Sample and Hold Element Prof. Paul Hasler Georgia Institute of Technology Sample and Hold Elements Sample and Hold Elements Amplitude (Hold) (Sample) (Hold) Time Sample and Hold Elements Amplitude
More informationOpenGL Rendering Pipeline and Programmable Shaders
h gpup Topics OpenGL Rendering Pipeline and Programmable s sh gpup Rendering Pipeline Types OpenGL Language Basics h gpup EE 4702- Lecture Transparency. Formatted 8:59, 29 September 206 rom rendering-pipeline.
More information