ON THE DESIGN OF IIR DIGITAL FILTERS Mitko Kostov 1), Momcilo Bogdanov 2)

Size: px
Start display at page:

Download "ON THE DESIGN OF IIR DIGITAL FILTERS Mitko Kostov 1), Momcilo Bogdanov 2)"

From this document you will learn the answers to the following questions:

  • What did Shenoi resent a new technique to aroximate?

  • What can the magnitude resonse be done to rescried values at a numer of frequencies?

Transcription

1 ON THE DESIGN OF IIR DIGITAL FILTERS Mitko Kostov ), Momcilo Bogdanov ) ) St. Kliment Ohridski University, Faculty for Technical Sciences, Bitola, R. Macedonia, mitko.kostov@uklo.edu.mk ) SS Cyril and Methodius University, Faculty of Electrical Engineering, Skoje, R. Macedonia, ogdanov@cerera.etf.ukim.edu.mk Astract: This aer considers the constraints imosed on the values of the design arameters in the efficient method roosed y Hedge and Shenoi. We have examined the relationshis etween the filter arameters in order to make correct secifications of the ermissile values of the design arameters. Index terms: Analytical design method, IIR digital filters, magnitude and grou delay aroximation.. INTRODUCTION It is well known that infinite-imulse resonse (IIR) filters can e designed y transforming an analog rototye filter to the digital domain using either imulse invariant or ilinear transformations. These transformations guarantee the staility of the filter and reserve, to a certain extent, its magnitude resonse. There are also methods to design IIR filters directly in the digital domain. However, all these methods, analog to digital or strictly digital, consist in aroximating only the magnitude resonse. On the other hand, in certain alications such as ulse transmission and high-seed data transmission, it is desirale the filters have constant delay characteristics. In [], R. Hedge and B. Shenoi resent a new technique to aroximate the magnitude resonse of IIR filters with maximally flat or equirile delay characteristics. The magnitude resonse can e matched to rescried values at a numer of frequencies etween ω = and ω = π and has desired degrees of flatness at ω = and/or ω = π. Motivated y this efficient method, we have examined the relationshis etween the filter arameters in order to make correct secifications of the ermissile values of the design arameters. To otain an IIR filter that has to meet magnitude and hase secifications simultaneously, the design arameters have to satisfy certain constraints. In [] the set of all filter arameters is not equal to the set of design arameters, i.e. there are relationshis etween the filter arameters, so they can not e all secified at the eginning of the design rocess. Our aer considers the constraints imosed on the values of the design arameters in Hedge and Shenoi method. It is organized as follows. Section II gives an outline of the Hedge and Shenoi method. Section III resents the relationshi etween the design arameters. A summary is rovided in section IV.

2 . OUTLINE ОF ТHE HEGDE АND SHENOI METHOD This section gives a review of the Hedge and Shenoi method []. In [], using two theorems, they derive sufficient conditions to otain desired degrees of flatness at any given oint in the frequency domain. From these conditions, which are linear in terms of the coefficients of the numerator olynomial, they otain an analytical solution to the rolem of designing IIR digital filters aroximating constant assand delay characteristics (in either maximally flat or equirile sense) and flat assand and stoand magnitude characteristics. Their method also meets the rescried magnitudes at a numer of frequencies, in addition to the zero frequency and half Nyquist frequencies. First, in [] an all-ole transfer function H(z)=/D(z) is chosen. The denominator olynomial of this function is chosen such that the filter has a maximally flat delay characteristic [], i.e. P P P P! k P τ + i D( z) = ( + ) ( ) ( ) τ i z P! i= P+ k = k i= τ + k + i where τ is the grou delay of /D(z) at the origin and P is the order of D(z). This function is then augmented y a mirror image olynomial as its numerator so that the delay characteristic of the resulting transfer function remains unaltered excet y a ure delay, i.e. where N H ( z) = D () z () z z + z z + z N z = + + m +. N(z) = z N a (z), () a The coefficients of N a (z) denoted y,,, are chosen so that the function H(z) has the desired magnitude characteristic. The desired conditions ) degree of flatness L at ω =, ) degree of flatness K at ω = π, 3) magnitudes of and at ω = and ω = π, resectively, and ) a 3dB attenuation at the secified andwidth ω can e exressed jointly in matrix form as A = d I, where = [ ] T, d I = [D () D ω D () D () D (M) ] T, j D ω =.77 D( e ω ), d D (k) = k jω ( ) D e d ω k ω=, π =, M = L, N = K, = (L+K+)/. k

3 o ( ) ( ) ( ) o cosω cos ω o cos ω ( ) ( ) o ( ) ( ) ( ) o ( ) A = s. () M / M / M M / M ( ) ( ) ( ) o ( ) ( ) ( ) o ( ) ( ) o ( ) s N / N / N N / N ( ) ( ) ( ) o ( ) ( ) The analytical solution to the rolem of designing IIR filters with maximally flat delay characteristics and a magnitude resonse that has desired degrees of flatness at ω = and ω = π is given y = A d I. With this method it is ossile to secify the magnitude of the low-ass filter at multile frequencies in the range [, π]. This simly adds more linear equations in (). 3. CONSTRAINTS To otain an IIR filter that has to meet magnitude and hase secifications simultaneously, its design arameters have to satisfy certain constraints. This section resents the relationshis etween the design arameters in the Hedge and Shenoi method []: the stoand frequency ω, the grou delay τ, the order P of the transfer function denominator and the degrees of flatness L and K. First, in order to otain a magnitude resonse with degrees of flatness L at ω = and K at ω = π, the values of the arameters τ and P must e chosen such that the delay characteristic of the function /D(z) aroximates the constant grou delay τ in the maximally flat sense in the region ω ω. If the arameter P increases, while the arameters τ and ω do not change, the region where the delay characteristic of the function /D(z) aroximates the arameter τ, increases as well. This is shown in Figure where solutions for the grou delay are otained for the following filter arameters ω =.35π, τ=.5, L=3, K=3. Then, if the grou delay τ increases, while the arameters P and ω do not change, the region where the delay characteristic of the function /D(z) aroximates the constant grou delay τ decreases. This is shown in Figure where solutions for the grou delays are otained for the following filter arameters ω =.35π, P=6, L=3 and K=3.

4 Grou delay (in samles) P=5 P= P=5 Grou delay (in samles) τ=.5 τ=.8 τ= Normalized frequency (Nyquist == ) Normalized frequency (Nyquist == ) Figure. Grou delay of maximally flat Figure. Grou delay of maximally flat delay filter with desired degrees of flatness at delay filter with desired degrees of flatness at oth ω = and ω = π oth ω = and ω = π The arameters P, τ and ω, affect the magnitude characteristic of the filter H(z) as follows. Increasing the value of P imroves the assand of the filter, ut worseens its stoand, as shown in Figure 3. The filter arameters in Figure 3 are ω =.π, τ=, L=5 and K=3. On the other hand, decreasing the value of τ imroves the assand of H(z), ut worsens its stoand (Figure ). The filter arameters in Figure are ω =.35π, P=6, L=9 and K= P=, P= τ=.5, τ= Normalized frequency (Nyquist == ) Figure 3. of maximally flat delay filter with desired degrees of flatness at oth ω = and ω = π Normalized frequency (Nyquist == ) Figure. of maximally flat delay filter with desired degrees of flatness at oth ω = and ω = π Then, if the filter designed with [] has a relatively high frequency ω, its magnitude has oor assand, ut good stoand. Therefore, we recommend choosing a small value for the arameter τ or a ig value for the arameter P (Figure5). For filter arameters ω =.5π, τ=.6, P=5, L=5 and K=7, there is a rile in the magnitude resonse (shown in Figure5-a). The rile can e eliminated y choosing τ=. and P=5 (shown in Figure5-).

5 Normalized frequency (Nyquist==) Normalized frequency (Nyquist==) a) ) Figure 5. of maximally flat delay filter with desired degrees of flatness at oth ω = and ω = π for filter arameters If the filter has a relatively low stoand frequency ω, its magnitude has oor stoand, ut good assand. So, if it is imortant the filter to have a good stoand, then we recommend choosing a ig value for the arameter τ or a small value for the arameter P (Figure6). For filter arameters ω =.5π, τ=.5, P=6, L=5 and K=7, there is a rile in the magnitude resonse (shown in Figure6-a). The rile can e eliminated y choosing τ=.9 and P=3 (shown in Figure6-) Normalized frequency (Nyquist==) Normalized frequency (Nyquist==) a) ) Figure 6. of maximally flat delay filter with desired degrees of flatness at oth ω = and ω = π for filter arameters Finally, the degrees of flatness at ω =, L, and ω = π, K, cannot e chosen comletely freely, as they have to otain adjacent values. If the degrees of flatness are very different, there will e distortion in the magnitude characteristic of the filter. In addition, if the arameter L is much greater then the arameter K, there will e distortion in the stoand of the magnitude characteristic. In such a case, ig values of the stoand frequency ω and the arameter τ or a small of the arameter P would imrove the stoand. For instance, for L=7 and K=5 (τ=.5, ω =.35π, P=6), the magnitude characteristic of the filter is quite good (shown in Figure7-a), ut for L=9 and K=5, there is a rile in the stoand (shown in Figure7-), which can e eliminated y choosing τ=.8 with the other arameters unchanged (Figure7-c). On other hand, if the arameter L is much smaller then the arameter K, there will e distortion in the assand of the magnitude characteristic. In such a case, small values of the stoand frequency ω and the arameter τ or a ig value of the arameter P should e

6 used. For instance, for L=3 and K=5 (τ=.5, ω =.π, P=3), the magnitude characteristic of the filter is quite good (shown in Figure8-a), ut for L=3 and K=7, there is a rile in the assand (shown in Figure8-), which can e eliminated y choosing τ=. and P= with the other arameters stay unchanged (Figure8-c) Normalized frequency (Nyquist==) Normalized frequency (Nyquist==) Normalized frequency (Nyquist==) a) ) c) Figure 7. of maximally flat delay filter with desired degrees of flatness at oth ω = and ω = π Normalized frequency (Nyquist==) Normalized frequency (Nyquist==) Normalized frequency (Nyquist==) a) ) c) Figure 8. of maximally flat delay filter with desired degrees of flatness at oth ω = and ω = π. SUMMARY We considered the constraints imosed on the values of the design arameters in Hedge and Shenoi method. We showed how the choice of the values of the stoand frequency ω, the grou delay τ and the order of the denominator olynomial P, affect the magnitude and the delay characteristics. Increasing P and decreasing τ yields an increase in the region where the delay characteristic of the function /D(z) aroximate the grou delay. Increasing P and decreasing ω and τ imroves the assand of the filter, ut worsens its stoand. Finally, the degrees of flatness, L and K, must otain adjacent values. Otherwise, there will e distortion in the magnitude of the filter, which may e eliminated y choosing aroriate values for the other design arameters. REFERENCES [] R. Hedge and B. A. Shenoi, "Magnitude Aroximation of Digital Filters with Secified Degrees of Flatness and Constant Grou Delay Characteristics," IEEE Trans. Circuits Syst. II, vol. 5, , Nov [] J. P. Thiran, Recursive Digital Filters with Maximally Flat Grou Delay, IEEE Trans. Circuit Theory, vol. CT-8, , Nov. 97.

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

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

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

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

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

An important observation in supply chain management, known as the bullwhip effect,

An important observation in supply chain management, known as the bullwhip effect, Quantifying the Bullwhi Effect in a Simle Suly Chain: The Imact of Forecasting, Lead Times, and Information Frank Chen Zvi Drezner Jennifer K. Ryan David Simchi-Levi Decision Sciences Deartment, National

More information

We are going to delve into some economics today. Specifically we are going to talk about production and returns to scale.

We are going to delve into some economics today. Specifically we are going to talk about production and returns to scale. Firms and Production We are going to delve into some economics today. Secifically we are going to talk aout roduction and returns to scale. firm - an organization that converts inuts such as laor, materials,

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

The fast Fourier transform method for the valuation of European style options in-the-money (ITM), at-the-money (ATM) and out-of-the-money (OTM)

The fast Fourier transform method for the valuation of European style options in-the-money (ITM), at-the-money (ATM) and out-of-the-money (OTM) Comutational and Alied Mathematics Journal 15; 1(1: 1-6 Published online January, 15 (htt://www.aascit.org/ournal/cam he fast Fourier transform method for the valuation of Euroean style otions in-the-money

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

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

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

SQUARE GRID POINTS COVERAGED BY CONNECTED SOURCES WITH COVERAGE RADIUS OF ONE ON A TWO-DIMENSIONAL GRID

SQUARE GRID POINTS COVERAGED BY CONNECTED SOURCES WITH COVERAGE RADIUS OF ONE ON A TWO-DIMENSIONAL GRID International Journal of Comuter Science & Information Technology (IJCSIT) Vol 6, No 4, August 014 SQUARE GRID POINTS COVERAGED BY CONNECTED SOURCES WITH COVERAGE RADIUS OF ONE ON A TWO-DIMENSIONAL GRID

More information

On the predictive content of the PPI on CPI inflation: the case of Mexico

On the predictive content of the PPI on CPI inflation: the case of Mexico On the redictive content of the PPI on inflation: the case of Mexico José Sidaoui, Carlos Caistrán, Daniel Chiquiar and Manuel Ramos-Francia 1 1. Introduction It would be natural to exect that shocks to

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

THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN

THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN *Akbar Abdolhosenzadeh 1, Laya Mokhtari 2, Amineh Sahranavard Gargari

More information

Rummage Web Server Tuning Evaluation through Benchmark

Rummage Web Server Tuning Evaluation through Benchmark IJCSNS International Journal of Comuter Science and Network Security, VOL.7 No.9, Setember 27 13 Rummage Web Server Tuning Evaluation through Benchmark (Case study: CLICK, and TIME Parameter) Hiyam S.

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

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

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

Characterizing and Modeling Network Traffic Variability

Characterizing and Modeling Network Traffic Variability Characterizing and Modeling etwork Traffic Variability Sarat Pothuri, David W. Petr, Sohel Khan Information and Telecommunication Technology Center Electrical Engineering and Comuter Science Deartment,

More information

Load Balancing Mechanism in Agent-based Grid

Load Balancing Mechanism in Agent-based Grid Communications on Advanced Comutational Science with Alications 2016 No. 1 (2016) 57-62 Available online at www.isacs.com/cacsa Volume 2016, Issue 1, Year 2016 Article ID cacsa-00042, 6 Pages doi:10.5899/2016/cacsa-00042

More information

ENFORCING SAFETY PROPERTIES IN WEB APPLICATIONS USING PETRI NETS

ENFORCING SAFETY PROPERTIES IN WEB APPLICATIONS USING PETRI NETS ENFORCING SAFETY PROPERTIES IN WEB APPLICATIONS USING PETRI NETS Liviu Grigore Comuter Science Deartment University of Illinois at Chicago Chicago, IL, 60607 lgrigore@cs.uic.edu Ugo Buy Comuter Science

More information

- The value of a state function is independent of the history of the system. - Temperature is an example of a state function.

- The value of a state function is independent of the history of the system. - Temperature is an example of a state function. First Law of hermodynamics 1 State Functions - A State Function is a thermodynamic quantity whose value deends only on the state at the moment, i. e., the temerature, ressure, volume, etc - he value of

More information

An inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods

An inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods An inventory control system for sare arts at a refinery: An emirical comarison of different reorder oint methods Eric Porras a*, Rommert Dekker b a Instituto Tecnológico y de Estudios Sueriores de Monterrey,

More information

Implementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer

Implementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer 4 th International Conference on Industrial Engineering and Industrial Management IV Congreso de Ingeniería de Organización Donostia- an ebastián, etember 8 th - th Imlementation of tatistic Process Control

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

Receiver Buffer Requirement for Video Streaming over TCP

Receiver Buffer Requirement for Video Streaming over TCP Receiver Buffer Requirement for Video Streaming over TCP Taehyun Kim a and Mostafa H. Ammar b a Wireless and Mobile Systems Grou, Freescale Semiconductor, Austin, TX 7735, USA E-mail: taehyun.kim@freescale.com

More information

Risk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7

Risk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7 Chater 7 Risk and Return LEARNING OBJECTIVES After studying this chater you should be able to: e r t u i o a s d f understand how return and risk are defined and measured understand the concet of risk

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

A Modified Measure of Covert Network Performance

A Modified Measure of Covert Network Performance A Modified Measure of Covert Network Performance LYNNE L DOTY Marist College Deartment of Mathematics Poughkeesie, NY UNITED STATES lynnedoty@maristedu Abstract: In a covert network the need for secrecy

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

A Multivariate Statistical Analysis of Stock Trends. Abstract

A Multivariate Statistical Analysis of Stock Trends. Abstract A Multivariate Statistical Analysis of Stock Trends Aril Kerby Alma College Alma, MI James Lawrence Miami University Oxford, OH Abstract Is there a method to redict the stock market? What factors determine

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

Design of A Knowledge Based Trouble Call System with Colored Petri Net Models

Design of A Knowledge Based Trouble Call System with Colored Petri Net Models 2005 IEEE/PES Transmission and Distribution Conference & Exhibition: Asia and Pacific Dalian, China Design of A Knowledge Based Trouble Call System with Colored Petri Net Models Hui-Jen Chuang, Chia-Hung

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

Stability Improvements of Robot Control by Periodic Variation of the Gain Parameters

Stability Improvements of Robot Control by Periodic Variation of the Gain Parameters Proceedings of the th World Congress in Mechanism and Machine Science ril ~4, 4, ianin, China China Machinery Press, edited by ian Huang. 86-8 Stability Imrovements of Robot Control by Periodic Variation

More information

http://www.ualberta.ca/~mlipsett/engm541/engm541.htm

http://www.ualberta.ca/~mlipsett/engm541/engm541.htm ENGM 670 & MECE 758 Modeling and Simulation of Engineering Systems (Advanced Toics) Winter 011 Lecture 9: Extra Material M.G. Lisett University of Alberta htt://www.ualberta.ca/~mlisett/engm541/engm541.htm

More information

Finding a Needle in a Haystack: Pinpointing Significant BGP Routing Changes in an IP Network

Finding a Needle in a Haystack: Pinpointing Significant BGP Routing Changes in an IP Network Finding a Needle in a Haystack: Pinointing Significant BGP Routing Changes in an IP Network Jian Wu, Zhuoqing Morley Mao University of Michigan Jennifer Rexford Princeton University Jia Wang AT&T Labs

More information

On Multicast Capacity and Delay in Cognitive Radio Mobile Ad-hoc Networks

On Multicast Capacity and Delay in Cognitive Radio Mobile Ad-hoc Networks On Multicast Caacity and Delay in Cognitive Radio Mobile Ad-hoc Networks Jinbei Zhang, Yixuan Li, Zhuotao Liu, Fan Wu, Feng Yang, Xinbing Wang Det of Electronic Engineering Det of Comuter Science and Engineering

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

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

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

An Efficient NURBS Path Generator for a Open Source CNC

An Efficient NURBS Path Generator for a Open Source CNC An Efficient NURBS Path Generator for a Oen Source CNC ERNESTO LO VALVO, STEFANO DRAGO Diartimento di Ingegneria Chimica, Gestionale, Informatica e Meccanica Università degli Studi di Palermo Viale delle

More information

Buffer Capacity Allocation: A method to QoS support on MPLS networks**

Buffer Capacity Allocation: A method to QoS support on MPLS networks** Buffer Caacity Allocation: A method to QoS suort on MPLS networks** M. K. Huerta * J. J. Padilla X. Hesselbach ϒ R. Fabregat O. Ravelo Abstract This aer describes an otimized model to suort QoS by mean

More information

An Efficient Method for Improving Backfill Job Scheduling Algorithm in Cluster Computing Systems

An Efficient Method for Improving Backfill Job Scheduling Algorithm in Cluster Computing Systems The International ournal of Soft Comuting and Software Engineering [SCSE], Vol., No., Secial Issue: The Proceeding of International Conference on Soft Comuting and Software Engineering 0 [SCSE ], San Francisco

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

IMPROVED NETWORK PARAMETER ERROR IDENTIFICATION USING MULTIPLE MEASUREMENT SCANS

IMPROVED NETWORK PARAMETER ERROR IDENTIFICATION USING MULTIPLE MEASUREMENT SCANS IMPROVED NETWORK PARAMETER ERROR IDENTIFICATION USING MULTIPLE MEASUREMENT SCANS Liuxi Zhang and Ali Abur Department of Electrical and Computer Engineering Northeastern University Boston, MA, USA lzhang@ece.neu.edu

More information

The predictability of security returns with simple technical trading rules

The predictability of security returns with simple technical trading rules Journal of Emirical Finance 5 1998 347 359 The redictability of security returns with simle technical trading rules Ramazan Gençay Deartment of Economics, UniÕersity of Windsor, 401 Sunset, Windsor, Ont.,

More information

Predicate Encryption Supporting Disjunctions, Polynomial Equations, and Inner Products

Predicate Encryption Supporting Disjunctions, Polynomial Equations, and Inner Products Predicate Encrytion Suorting Disjunctions, Polynomial Equations, and Inner Products Jonathan Katz Amit Sahai Brent Waters Abstract Predicate encrytion is a new aradigm for ublic-key encrytion that generalizes

More information

CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS

CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Review of the Air Force Academy No (23) 203 CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Cătălin CIOACĂ Henri Coandă Air Force Academy, Braşov, Romania Abstract: The

More information

The Competitiveness Impacts of Climate Change Mitigation Policies

The Competitiveness Impacts of Climate Change Mitigation Policies The Cometitiveness Imacts of Climate Change Mitigation Policies Joseh E. Aldy William A. Pizer 2011 RPP-2011-08 Regulatory Policy Program Mossavar-Rahmani Center for Business and Government Harvard Kennedy

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

A Class of Three-Weight Cyclic Codes

A Class of Three-Weight Cyclic Codes A Class of Three-Weight Cyclic Codes Zhengchun Zhou Cunsheng Ding Abstract arxiv:30.0569v [cs.it] 4 Feb 03 Cyclic codes are a subclass of linear codes have alications in consumer electronics, data storage

More information

Risk in Revenue Management and Dynamic Pricing

Risk in Revenue Management and Dynamic Pricing OPERATIONS RESEARCH Vol. 56, No. 2, March Aril 2008,. 326 343 issn 0030-364X eissn 1526-5463 08 5602 0326 informs doi 10.1287/ore.1070.0438 2008 INFORMS Risk in Revenue Management and Dynamic Pricing Yuri

More information

Drinking water systems are vulnerable to

Drinking water systems are vulnerable to 34 UNIVERSITIES COUNCIL ON WATER RESOURCES ISSUE 129 PAGES 34-4 OCTOBER 24 Use of Systems Analysis to Assess and Minimize Water Security Risks James Uber Regan Murray and Robert Janke U. S. Environmental

More information

Fluent Software Training TRN-99-003. Solver Settings. Fluent Inc. 2/23/01

Fluent Software Training TRN-99-003. Solver Settings. Fluent Inc. 2/23/01 Solver Settings E1 Using the Solver Setting Solver Parameters Convergence Definition Monitoring Stability Accelerating Convergence Accuracy Grid Indeendence Adation Aendix: Background Finite Volume Method

More information

Evaluating a Web-Based Information System for Managing Master of Science Summer Projects

Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Till Rebenich University of Southamton tr08r@ecs.soton.ac.uk Andrew M. Gravell University of Southamton amg@ecs.soton.ac.uk

More information

Title: Stochastic models of resource allocation for services

Title: Stochastic models of resource allocation for services Title: Stochastic models of resource allocation for services Author: Ralh Badinelli,Professor, Virginia Tech, Deartment of BIT (235), Virginia Tech, Blacksburg VA 2461, USA, ralhb@vt.edu Phone : (54) 231-7688,

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

Machine Learning with Operational Costs

Machine Learning with Operational Costs Journal of Machine Learning Research 14 (2013) 1989-2028 Submitted 12/11; Revised 8/12; Published 7/13 Machine Learning with Oerational Costs Theja Tulabandhula Deartment of Electrical Engineering and

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

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

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

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

An Analysis Model of Botnet Tracking based on Ant Colony Optimization Algorithm

An Analysis Model of Botnet Tracking based on Ant Colony Optimization Algorithm An Analysis Model of Botnet Tracing based on Ant Colony Otimization Algorithm Ping Wang Tzu Chia Wang* Pu-Tsun Kuo Chin Pin Wang Deartment of Information Management Kun Shan University, Taiwan TEL: 886+6-05-0545

More information

More Properties of Limits: Order of Operations

More Properties of Limits: Order of Operations math 30 day 5: calculating its 6 More Proerties of Limits: Order of Oerations THEOREM 45 (Order of Oerations, Continued) Assume that!a f () L and that m and n are ositive integers Then 5 (Power)!a [ f

More information

Beyond the F Test: Effect Size Confidence Intervals and Tests of Close Fit in the Analysis of Variance and Contrast Analysis

Beyond the F Test: Effect Size Confidence Intervals and Tests of Close Fit in the Analysis of Variance and Contrast Analysis Psychological Methods 004, Vol. 9, No., 164 18 Coyright 004 by the American Psychological Association 108-989X/04/$1.00 DOI: 10.1037/108-989X.9..164 Beyond the F Test: Effect Size Confidence Intervals

More information

Identification and low-complexity regime-switching insulin control of type I diabetic patients

Identification and low-complexity regime-switching insulin control of type I diabetic patients J. Biomedical cience and Engineering,, 4, 97-34 doi:.436/jbise..444 Published Online Aril (htt://www.cirp.org/journal/jbise/). Identification and low-comlexity regime-switching insulin control of tye I

More information

ALGEBRAIC SIGNATURES FOR SCALABLE WEB DATA INTEGRATION FOR ELECTRONIC COMMERCE TRANSACTIONS

ALGEBRAIC SIGNATURES FOR SCALABLE WEB DATA INTEGRATION FOR ELECTRONIC COMMERCE TRANSACTIONS ALGEBRAIC SIGNATURES FOR SCALABLE WEB DATA INTEGRATION FOR ELECTRONIC COMMERCE TRANSACTIONS Chima Adiele Deartment of Comuter Science University of Manitoba adiele@cs.umanitoba.ca Sylvanus A. Ehikioya

More information

TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES

TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES C. Gutiérrez, S. Servigne, R. Laurini LIRIS, INSA Lyon, Bât. Blaise Pascal, 20 av. Albert Einstein 69621 Villeurbanne, France

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

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

On-the-Job Search, Work Effort and Hyperbolic Discounting

On-the-Job Search, Work Effort and Hyperbolic Discounting On-the-Job Search, Work Effort and Hyerbolic Discounting Thomas van Huizen March 2010 - Preliminary draft - ABSTRACT This aer assesses theoretically and examines emirically the effects of time references

More information

On the (in)effectiveness of Probabilistic Marking for IP Traceback under DDoS Attacks

On the (in)effectiveness of Probabilistic Marking for IP Traceback under DDoS Attacks On the (in)effectiveness of Probabilistic Maring for IP Tracebac under DDoS Attacs Vamsi Paruchuri, Aran Durresi 2, and Ra Jain 3 University of Central Aransas, 2 Louisiana State University, 3 Washington

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

2D Modeling of the consolidation of soft soils. Introduction

2D Modeling of the consolidation of soft soils. Introduction D Modeling of the consolidation of soft soils Matthias Haase, WISMUT GmbH, Chemnitz, Germany Mario Exner, WISMUT GmbH, Chemnitz, Germany Uwe Reichel, Technical University Chemnitz, Chemnitz, Germany Abstract:

More information

Symmetry Descriptors and 3D Shape Matching

Symmetry Descriptors and 3D Shape Matching Eurograhics Symosium on Geometry Processing (2004),. 1 9 R. Scoigno, D. Zorin, (Editors) Symmetry Descritors and 3D Shae Matching Michael Kazhdan, Thomas Funhouser and Szymon Rusiniewicz Deartment of Comuter

More information

Penalty Interest Rates, Universal Default, and the Common Pool Problem of Credit Card Debt

Penalty Interest Rates, Universal Default, and the Common Pool Problem of Credit Card Debt Penalty Interest Rates, Universal Default, and the Common Pool Problem of Credit Card Debt Lawrence M. Ausubel and Amanda E. Dawsey * February 2009 Preliminary and Incomlete Introduction It is now reasonably

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

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

Time series analysis Matlab tutorial. Joachim Gross

Time series analysis Matlab tutorial. Joachim Gross Time series analysis Matlab tutorial Joachim Gross Outline Terminology Sampling theorem Plotting Baseline correction Detrending Smoothing Filtering Decimation Remarks Focus on practical aspects, exercises,

More information

TRANSCENDENTAL NUMBERS

TRANSCENDENTAL NUMBERS TRANSCENDENTAL NUMBERS JEREMY BOOHER. Introduction The Greeks tried unsuccessfully to square the circle with a comass and straightedge. In the 9th century, Lindemann showed that this is imossible by demonstrating

More information

TRANSMISSION Control Protocol (TCP) has been widely. On Parameter Tuning of Data Transfer Protocol GridFTP for Wide-Area Networks

TRANSMISSION Control Protocol (TCP) has been widely. On Parameter Tuning of Data Transfer Protocol GridFTP for Wide-Area Networks On Parameter Tuning of Data Transfer Protocol GridFTP for Wide-Area etworks Takeshi Ito, Hiroyuki Ohsaki, and Makoto Imase Abstract In wide-area Grid comuting, geograhically distributed comutational resources

More information

Migration to Object Oriented Platforms: A State Transformation Approach

Migration to Object Oriented Platforms: A State Transformation Approach Migration to Object Oriented Platforms: A State Transformation Aroach Ying Zou, Kostas Kontogiannis Det. of Electrical & Comuter Engineering University of Waterloo Waterloo, ON, N2L 3G1, Canada {yzou,

More information

Precalculus Prerequisites a.k.a. Chapter 0. August 16, 2013

Precalculus Prerequisites a.k.a. Chapter 0. August 16, 2013 Precalculus Prerequisites a.k.a. Chater 0 by Carl Stitz, Ph.D. Lakeland Community College Jeff Zeager, Ph.D. Lorain County Community College August 6, 0 Table of Contents 0 Prerequisites 0. Basic Set

More information

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 29, NO. 4, APRIL 2011 757. Load-Balancing Spectrum Decision for Cognitive Radio Networks

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 29, NO. 4, APRIL 2011 757. Load-Balancing Spectrum Decision for Cognitive Radio Networks IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 29, NO. 4, APRIL 20 757 Load-Balancing Sectrum Decision for Cognitive Radio Networks Li-Chun Wang, Fellow, IEEE, Chung-Wei Wang, Student Member, IEEE,

More information

Filter Comparison. Match #1: Analog vs. Digital Filters

Filter Comparison. Match #1: Analog vs. Digital Filters CHAPTER 21 Filter Comparison Decisions, decisions, decisions! With all these filters to choose from, how do you know which to use? This chapter is a head-to-head competition between filters; we'll select

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

Managing specific risk in property portfolios

Managing specific risk in property portfolios Managing secific risk in roerty ortfolios Andrew Baum, PhD University of Reading, UK Peter Struemell OPC, London, UK Contact author: Andrew Baum Deartment of Real Estate and Planning University of Reading

More information

Static and Dynamic Properties of Small-world Connection Topologies Based on Transit-stub Networks

Static and Dynamic Properties of Small-world Connection Topologies Based on Transit-stub Networks Static and Dynamic Proerties of Small-world Connection Toologies Based on Transit-stub Networks Carlos Aguirre Fernando Corbacho Ramón Huerta Comuter Engineering Deartment, Universidad Autónoma de Madrid,

More information

Optional Strain-Rate Forms for the Johnson Cook Constitutive Model and the Role of the Parameter Epsilon_0 1 AUTHOR

Optional Strain-Rate Forms for the Johnson Cook Constitutive Model and the Role of the Parameter Epsilon_0 1 AUTHOR Otional Strain-Rate Forms for the Johnson Cook Constitutive Model and the Role of the Parameter Esilon_ AUTHOR Len Schwer Schwer Engineering & Consulting Services CORRESPONDENCE Len Schwer Schwer Engineering

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

Secure synthesis and activation of protocol translation agents

Secure synthesis and activation of protocol translation agents Home Search Collections Journals About Contact us My IOPscience Secure synthesis and activation of rotocol translation agents This content has been downloaded from IOPscience. Please scroll down to see

More information

Learning Human Behavior from Analyzing Activities in Virtual Environments

Learning Human Behavior from Analyzing Activities in Virtual Environments Learning Human Behavior from Analyzing Activities in Virtual Environments C. BAUCKHAGE 1, B. GORMAN 2, C. THURAU 3 & M. HUMPHRYS 2 1) Deutsche Telekom Laboratories, Berlin, Germany 2) Dublin City University,

More information

ω h (t) = Ae t/τ. (3) + 1 = 0 τ =.

ω h (t) = Ae t/τ. (3) + 1 = 0 τ =. MASSACHUSETTS INSTITUTE OF TECHNOLOGY Department of Mechanical Engineering 2.004 Dynamics and Control II Fall 2007 Lecture 2 Solving the Equation of Motion Goals for today Modeling of the 2.004 La s rotational

More information

ELEN E4810: Digital Signal Processing Topic 8: Filter Design: IIR

ELEN E4810: Digital Signal Processing Topic 8: Filter Design: IIR ELEN E48: Digital Signal Processing Topic 8: Filter Design: IIR. Filter Design Specifications 2. Analog Filter Design 3. Digital Filters from Analog Prototypes . Filter Design Specifications The filter

More information

Computational Finance The Martingale Measure and Pricing of Derivatives

Computational Finance The Martingale Measure and Pricing of Derivatives 1 The Martingale Measure 1 Comutational Finance The Martingale Measure and Pricing of Derivatives 1 The Martingale Measure The Martingale measure or the Risk Neutral robabilities are a fundamental concet

More information

A highly-underactuated robotic hand with force and joint angle sensors

A highly-underactuated robotic hand with force and joint angle sensors A highly-underactuated robotic hand with force and joint angle sensors Long Wang*, Joseh DelPreto**, Sam Bhattacharyya*, Jonathan Weisz***, Peter K. Allen*** *Mechanical Engineering, **Electrical Engineering,

More information