GPS Observation of Continent-size (or super-size ) Traveling TEC Pulsations at the Start of Geomagnetic Storms

Size: px
Start display at page:

Download "GPS Observation of Continent-size (or super-size ) Traveling TEC Pulsations at the Start of Geomagnetic Storms"

Transcription

1 GPS Observation of Continent-size (or super-size ) Traveling TEC Pulsations at the Start of Geomagnetic Storms Rezy Pradipta Boston College Institute for Scientific Research Tuesday, 18 November 2014

2 An Executive Summary SS-TECP appears right after the shock, if IMF B z oscillates north/south Rezy P., BC ISR Seminar Continent-size TEC Pulsations 2/26

3 Outline of Presentation Automated GPS TEC data processing at BC ISR overview of relevant GPS receiver networks TEC calculations & 2-D TEC data mapping additional TEC data detrending process Main usage of the detrended TEC data (TECP) study of AGW/TID study of equatorial plasma bubbles Observation of super-size TEC pulsations (SS-TECP) overview of the phenomena estimating the speed of SS-TECP discussion on physical mechanism Summary and conclusions Rezy P., BC ISR Seminar Continent-size TEC Pulsations 3/26

4 The GPS Receiver Networks / Data Source a total of more than 1900 stations; but actually only need 200 stations (automated daily processing), or 500 stations (manual data processing) Rezy P., BC ISR Seminar Continent-size TEC Pulsations 4/26

5 The GPS Receiver Networks / Data Source (cont.) The differential code bias solutions (satellite biases) are obtained from the University of Bern via ftp://ftp.unibe.ch/aiub/code/ Rezy P., BC ISR Seminar Continent-size TEC Pulsations 5/26

6 Routine Absolute TEC Calculation the receiver bias is estimated using the minimum scalloping method; if there are negative TEC values, we revert to a zero minimum TEC Rezy P., BC ISR Seminar Continent-size TEC Pulsations 6/26

7 Daily Plots of 2-D TEC Scatter Map Here, the ionospheric piercing point (IPP) is set at 350 km altitude. Rezy P., BC ISR Seminar Continent-size TEC Pulsations 7/26

8 Interpolation from Individual IPPs into a Fixed Grid inverse distance-weighted (IDW) interpolation; grid resolution: Rezy P., BC ISR Seminar Continent-size TEC Pulsations 8/26

9 Scatter & Interpolated 2-D TEC Maps Data from 25 October 2011, 05:45 UTC (integrated 05:35 05:55 UTC) scatter map: generally more truthful in terms of data representation interp map: could be more insightful to help discern the dynamics Rezy P., BC ISR Seminar Continent-size TEC Pulsations 9/26

10 TEC Data Detrending TECP Signal The TEC data is detrended using 12th order polynomial. If a given data segment is too long, then break into two separate segments. Rezy P., BC ISR Seminar Continent-size TEC Pulsations 10/26

11 2-D TECP Data Maps: Identifying Auroral LSTIDs Data from 26 Sept 2011 (integration time for each frame = 20min); (a) 20:45 UTC, (b) 21:00 UTC, (c) 21:30 UTC Train of auroral LSTIDs can be seen coming from both polar regions, and they meet around the equator producing wave interference patterns. Rezy P., BC ISR Seminar Continent-size TEC Pulsations 11/26

12 Capturing the Propagation of Auroral LSTIDs Temporal evolution of TECP signal along a specified magnetic meridian. Average propagation speed: 866 ± 120 m/s (N S) Rezy P., BC ISR Seminar Continent-size TEC Pulsations 12/26

13 Capturing the Propagation of Auroral LSTIDs (cont.) Temporal evolution of TECP signal along a specified magnetic meridian. Average prop. speed: 666 ± 34 m/s (N S), 686 ± 72 m/s (S N) Rezy P., BC ISR Seminar Continent-size TEC Pulsations 13/26

14 TEC Detrending Procedure for Eq. Bubble Study The aim: get both AGW/TID & depletion profile (still a work in progress) Rezy P., BC ISR Seminar Continent-size TEC Pulsations 14/26

15 TEC Detrending Procedure for Eq. Bubble Study (cont.) The aim: get both AGW/TID & depletion profile (still a work in progress) Rezy P., BC ISR Seminar Continent-size TEC Pulsations 15/26

16 Continent-size (or super-size ) TEC Pulsations Play two animations of 2-D TEC data: October 2011 storm 26 September 2011 storm Rezy P., BC ISR Seminar Continent-size TEC Pulsations 16/26

17 Characteristics of SS-TECP on Each Satellite Pass The oscillatory behavior can be visible in the absolute TEC data as well. Rezy P., BC ISR Seminar Continent-size TEC Pulsations 17/26

18 Characteristics of SS-TECP on Each Satellite Pass (cont.) Consistent pattern from several stations: SS-TECP periodicity is 1 hr. Rezy P., BC ISR Seminar Continent-size TEC Pulsations 18/26

19 Estimating the Propagation Speed of SS-TECP (a) to estimate the SS-TECP speed, (b) to examine the overall time seq. Rezy P., BC ISR Seminar Continent-size TEC Pulsations 19/26

20 Estimating the Propagation Speed of SS-TECP (cont.) inferred speed: v =1769 ± 336 m/s (left tr); v =2122 ± 488 m/s (right tr) Rezy P., BC ISR Seminar Continent-size TEC Pulsations 20/26

21 Estimating the Propagation Speed of SS-TECP (cont.) The inferred SS-TECP propagation speed: v =3391 ± 237 m/s Rezy P., BC ISR Seminar Continent-size TEC Pulsations 21/26

22 The Overall Timeline / Sequence (26 Sep 2011 Storm) IMF B z was oscillating when SS-TECP appeared; not visib. by ionosondes Rezy P., BC ISR Seminar Continent-size TEC Pulsations 22/26

23 The Overall Timeline / Sequence (24-25 Oct 2011 Storm) IMF B z was oscillating when SS-TECP appeared; not visib. by ionosondes Rezy P., BC ISR Seminar Continent-size TEC Pulsations 23/26

24 Physical Mechanism behind the SS-TECP oscillating IMF B z polarity a series of magnetic reconnection occurred magnetosphere: cycles of being halfway opened, closed, and reopened these repeated cycles could modulate the press. on the magnetosphere SS-TECP might be a type of MHD wave mode in the magnetosphere Rezy P., BC ISR Seminar Continent-size TEC Pulsations 24/26

25 Physical Mechanism behind the SS-TECP (cont.) possible candidate: ion drift waves propagate in the westward direction; ion drift waves in the magnetosphere: 5-50 km/s [Cheng and Lin, 1997] would scale down linearly to a few km/s if projected into 350 km shell Rezy P., BC ISR Seminar Continent-size TEC Pulsations 25/26

26 Summary and Conclusions Supersize TEC Pulsations (SS-TECP) were observed using GPS measurements over the N. American sector at the beginning of geomagnetic storms, immediately after the shock had arrived Several basic characteristics of the SS-TECP: appears when the IMF B z was oscillating north/south propagates zonally westward, with apparent speed of 2-3 km/s has wavelength at least as large as E/W span of North America does not seem to have significant ionospheric plasma signatures has amplitudes similar to auroral LSTIDs ( TECU) The SS-TECP appears to be a magnetospheric / plasmaspheric phenomenon rather than an ionospheric phenomenon. Possible candidate: ion drift waves in the magnetosphere Rezy P., BC ISR Seminar Continent-size TEC Pulsations 26/26

Synthetic Aperture Radar for Ionospheric Scintillation Studies

Synthetic Aperture Radar for Ionospheric Scintillation Studies Synthetic Aperture Radar for Ionospheric Scintillation Studies Shradha Mohanty CSRE, IIT Bombay Visiting Student, ISR, Boston College 3/1/2018 ISR SEMINAR SERIES 2017-2018, BOSTON COLLEGE 1 Overview: Ionospheric

More information

Diploma of Medical Ultrasonography (DMU) Physical Principles of Ultrasound and Instrumentation Syllabus

Diploma of Medical Ultrasonography (DMU) Physical Principles of Ultrasound and Instrumentation Syllabus Diploma of Medical Ultrasonography (DMU) Physical Principles of Ultrasound and Instrumentation Syllabus Page 1 of 7 11/18 Candidates are expected to cover all of the content of this syllabus when preparing

More information

Institute of Marine Research

Institute of Marine Research Institute of Marine Research Dr. Julia M. Hummon Bergen, Norway Oct 7, 2016 CODAS+UHDAS: ADCP Acquisition, Processing, and Monitoring on Oceanographic Research Vessels 1: Outline UHDAS + CODAS Documentation

More information

Natural Scene Statistics and Perception. W.S. Geisler

Natural Scene Statistics and Perception. W.S. Geisler Natural Scene Statistics and Perception W.S. Geisler Some Important Visual Tasks Identification of objects and materials Navigation through the environment Estimation of motion trajectories and speeds

More information

Basic Ultrasound Physics Board Review Questions

Basic Ultrasound Physics Board Review Questions Basic Ultrasound Physics Board Review Questions Sidney K. Edelman, PhD ESP Ultrasound The Woodlands, TX Question 1 What is the wavelength of 2 MHz sound in soft tissue? 1. 1.54 mm 2. 0.75 mm 3. 0.75 cm

More information

ULTRASOUND IMAGING EE 472 F2018. Prof. Yasser Mostafa Kadah

ULTRASOUND IMAGING EE 472 F2018. Prof. Yasser Mostafa Kadah ULTRASOUND IMAGING EE 472 F2018 Prof. Yasser Mostafa Kadah www.k-space.org Recommended Textbook Diagnostic Ultrasound: Physics and Equipment, 2nd ed., by Peter R. Hoskins (Editor), Kevin Martin (Editor),

More information

A GUIDE TO OUR NIBP TECHNOLOGY

A GUIDE TO OUR NIBP TECHNOLOGY GE Healthcare THE DINAMAP DIFFERENCE A GUIDE TO OUR NIBP TECHNOLOGY OUR TECHNOLOGICAL ADVANTAGES THE OSCILLOMETRIC METHODOLOGY Oscillometry is the most commonly used means of indirect blood pressure measurement

More information

Medical Electronics Dr. Neil Townsend Michaelmas Term 2001 ( The story so far.

Medical Electronics Dr. Neil Townsend Michaelmas Term 2001 (  The story so far. Medical Electronics Dr Neil Townsend Michaelmas Term 2001 (wwwrobotsoxacuk/~neil/teaching/lectures/med_elec) Blood Pressure has been measured (in some way) for centuries However, clinical interpretation

More information

Introduction to Biomedical Imaging

Introduction to Biomedical Imaging Alejandro Frangi, PhD Computational Imaging Lab Department of Information & Communication Technology Pompeu Fabra University www.cilab.upf.edu Basic principles. Comparison to X-rays Ultrasound > 20kHz

More information

Possibilities of time resolved studies at FLASH

Possibilities of time resolved studies at FLASH Possibilities of time resolved studies at FLASH S. Düsterer Outline Pump-probe at FLASH FEL + FEL Optical lasers + FEL THz + FEL The future FEL + FEL split and delay Autocorrelator / beam splitter Uni

More information

Chapter 4. Navigating. Analysis. Data. through. Exploring Bivariate Data. Navigations Series. Grades 6 8. Important Mathematical Ideas.

Chapter 4. Navigating. Analysis. Data. through. Exploring Bivariate Data. Navigations Series. Grades 6 8. Important Mathematical Ideas. Navigations Series Navigating through Analysis Data Grades 6 8 Chapter 4 Exploring Bivariate Data Important Mathematical Ideas Copyright 2009 by the National Council of Teachers of Mathematics, Inc. www.nctm.org.

More information

Correlated to: ACT College Readiness Standards Science (High School)

Correlated to: ACT College Readiness Standards Science (High School) ACT College Readiness Science Score Range - 1-12 Students who score in the 1 12 range are most likely beginning to develop the knowledge and skills assessed in the other score ranges. locate data in simple

More information

Learning Classifier Systems (LCS/XCSF)

Learning Classifier Systems (LCS/XCSF) Context-Dependent Predictions and Cognitive Arm Control with XCSF Learning Classifier Systems (LCS/XCSF) Laurentius Florentin Gruber Seminar aus Künstlicher Intelligenz WS 2015/16 Professor Johannes Fürnkranz

More information

Diagnostic approach to heart disease

Diagnostic approach to heart disease Diagnostic approach to heart disease Initial work up History Physical exam Chest radiographs ECG Special studies Echocardiography Cardiac catheterization Echocardiography principles Technique of producing

More information

Physical Principles of Ultrasound

Physical Principles of Ultrasound Physical Principles of Ultrasound Grateful appreciation to Richard A. Lopchinsky, MD, FACS and Nancy H. Van Name, RDMS, RTR, and MarleneKattaron, RDMS 2000 UIC All Rights Reserved. Course Objectives Identify

More information

COWLEY COLLEGE & Area Vocational Technical School

COWLEY COLLEGE & Area Vocational Technical School COWLEY COLLEGE & Area Vocational Technical School COURSE PROCEDURE FOR Student Level: This course is open to students on the college level in either the freshman or sophomore year and to high school vocational

More information

Quick detection of QRS complexes and R-waves using a wavelet transform and K-means clustering

Quick detection of QRS complexes and R-waves using a wavelet transform and K-means clustering Bio-Medical Materials and Engineering 26 (2015) S1059 S1065 DOI 10.3233/BME-151402 IOS Press S1059 Quick detection of QRS complexes and R-waves using a wavelet transform and K-means clustering Yong Xia

More information

Hippocampal mechanisms of memory and cognition. Matthew Wilson Departments of Brain and Cognitive Sciences and Biology MIT

Hippocampal mechanisms of memory and cognition. Matthew Wilson Departments of Brain and Cognitive Sciences and Biology MIT Hippocampal mechanisms of memory and cognition Matthew Wilson Departments of Brain and Cognitive Sciences and Biology MIT 1 Courtesy of Elsevier, Inc., http://www.sciencedirect.com. Used with permission.

More information

Outlier Detection for Anomaly Groundwater Level Time Series

Outlier Detection for Anomaly Groundwater Level Time Series 4 nd Taiwan-Japan Joint Workshop on Hydrological Research for Earthquake Prediction Outlier Detection for Anomaly Groundwater Level Time Series Tzong-Yeang Lee, Shu-Chen Lin, Feng-Sheng Chiu, Youe-Ping

More information

Geographical differences in prevalences and mortality rates of COPD

Geographical differences in prevalences and mortality rates of COPD Geographical differences in prevalences and mortality rates of COPD 1 Where is Taiwan? 2 San Diego is Taiwan s neighbor on the map. In reality, it takes 18 hours to arrive Outline Brief introduction of

More information

UNIT 1CP LAB 1 - Spaghetti Bridge

UNIT 1CP LAB 1 - Spaghetti Bridge Name Date Pd UNIT 1CP LAB 1 - Spaghetti Bridge The basis of this physics class is the ability to design an experiment to determine the relationship between two quantities and to interpret and apply the

More information

Atmospheric Correction: candidate improvements Erwin Wolters, Sindy Sterckx, and Stefan Adriaensen

Atmospheric Correction: candidate improvements Erwin Wolters, Sindy Sterckx, and Stefan Adriaensen Atmospheric Correction: candidate improvements Erwin Wolters, Sindy Sterckx, and Stefan Adriaensen Contents Current AOT and AC algorithm Overview AOT datasets and retrieval approaches Overview areas Results

More information

Representativeness of crowdsourced cycle volumes:

Representativeness of crowdsourced cycle volumes: Representativeness of crowdsourced cycle volumes: Exploring the challenges and possibilities of mobile sports tracking application data Cecilia Bergman and Juha Oksanen June 9th 2015, RICH-VGI workshop

More information

Ultrasonic Testing of Composite Structures

Ultrasonic Testing of Composite Structures I. Introduction Ultrasonic Testing of Composite Structures This section of this work defines ultrasound basic concepts and Ultrasonic Technique. It describes the details of how ultrasonic testing works,

More information

Pain Management Pathway Redesign. Briefing on Patient Journey Mapping approach to patient interviews

Pain Management Pathway Redesign. Briefing on Patient Journey Mapping approach to patient interviews Pain Management Pathway Redesign Briefing on Patient Journey Mapping approach to patient interviews Purpose This proposal outlines the approach being undertaken to capture and report patient experience

More information

George Benke*, Maribeth Bozek-Kuzmicki, David Colella, Garry M. Jacyna, John J. Benedetto**

George Benke*, Maribeth Bozek-Kuzmicki, David Colella, Garry M. Jacyna, John J. Benedetto** Wavelet-based analysis of EEG signals for detection and localization of epileptic seizures George Benke*, Maribeth Bozek-Kuzmicki, David Colella, Garry M. Jacyna, John J. Benedetto** The MITRE Corporation,

More information

Conditional spectrum-based ground motion selection. Part II: Intensity-based assessments and evaluation of alternative target spectra

Conditional spectrum-based ground motion selection. Part II: Intensity-based assessments and evaluation of alternative target spectra EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS Published online 9 May 203 in Wiley Online Library (wileyonlinelibrary.com)..2303 Conditional spectrum-based ground motion selection. Part II: Intensity-based

More information

The table below shows the density and velocity of waves in two different substances. Density / kg m 3 Velocity / m s 1

The table below shows the density and velocity of waves in two different substances. Density / kg m 3 Velocity / m s 1 Q1.(a) When ultrasound is incident at an interface between two different media some energy is transmitted and some is reflected. The ratio of the reflected energy intensity I r to the incident energy intensity

More information

Basic Physics of Ultrasound and Knobology

Basic Physics of Ultrasound and Knobology WELCOME TO UTMB Basic Physics of Ultrasound and Knobology By Daneshvari Solanki, FRCA Laura B. McDaniel Distinguished Professor Anesthesiology and Pain Medicine University of Texas Medical Branch Galveston,

More information

Ultrasound Physics & Terminology

Ultrasound Physics & Terminology Ultrasound Physics & Terminology This module includes the following: Basic physics terms Basic principles of ultrasound Ultrasound terminology and terms Common artifacts seen Doppler principles Terms for

More information

Animated Scatterplot Analysis of Time- Oriented Data of Diabetes Patients

Animated Scatterplot Analysis of Time- Oriented Data of Diabetes Patients Animated Scatterplot Analysis of Time- Oriented Data of Diabetes Patients First AUTHOR a,1, Second AUTHOR b and Third Author b ; (Blinded review process please leave this part as it is; authors names will

More information

NIR Red Models for Estimation of Chlorophyll a Concentration Application to Aircraft and Satellite Data

NIR Red Models for Estimation of Chlorophyll a Concentration Application to Aircraft and Satellite Data 1 NIR Red Models for Estimation of Chlorophyll a Concentration Application to Aircraft and Satellite Data Wesley J. Moses 1, *, Anatoly A. Gitelson 1, Vladislav Saprygin 2, Sergey Berdnikov 2, Vasiliy

More information

Sound Exposure Levels in Nonoccupational Outdoor Settings in Singapore

Sound Exposure Levels in Nonoccupational Outdoor Settings in Singapore Sound Exposure Levels in Nonoccupational Outdoor Settings in Singapore PI: Prof William Hal Martin Co-PI: Diong Huey Ting AUD5224 Independent Studies In Audiology Background Background Growing evidences

More information

Introduction to Applied Research in Economics

Introduction to Applied Research in Economics Introduction to Applied Research in Economics Dr. Kamiljon T. Akramov IFPRI, Washington, DC, USA Training Course on Introduction to Applied Econometric Analysis November 14, 2016, National Library, Dushanbe,

More information

DEPARTMENT OF ANIMAL HEALTH TECHNOLOGY COURSE OUTLINE AH 343 DIAGNOSTIC IMAGING

DEPARTMENT OF ANIMAL HEALTH TECHNOLOGY COURSE OUTLINE AH 343 DIAGNOSTIC IMAGING DEPARTMENT OF ANIMAL HEALTH TECHNOLOGY COURSE OUTLINE AH 343 DIAGNOSTIC IMAGING INSTRUCTOR: Dr. Udenberg, Rhonda Shaw, Dr. Jedra PHONE: 780-835-6702 OFFICE: AS 141,133,137 E-MAIL: Click here to enter text.

More information

for Heart-Health Scanning

for Heart-Health Scanning Magnetocardiography for Heart-Health Scanning CardioMag Imaging, Inc. 1 Basic Principles of Magnetocardiography (MCG) The cardiac electric activity that produces a voltage difference on the body surface

More information

Sound in medicine. CH.12. Dr.Rajaa أ.م.د. رجاء سهيل جنم جامعة تكريت كلية طب االسنان. General Properties of Sound

Sound in medicine. CH.12. Dr.Rajaa أ.م.د. رجاء سهيل جنم جامعة تكريت كلية طب االسنان. General Properties of Sound CH.12. Dr.Rajaa Sound in medicine أ.م.د. رجاء سهيل جنم جامعة تكريت كلية Sound : It is the audible waves of frequency between 20 Hz and 20 khz. Infrasound : refers to the sound of frequency below the normal

More information

VISUALIZATION OF TRANSDUCER-PRODUCED SOUND FIELDS IN SOLIDS

VISUALIZATION OF TRANSDUCER-PRODUCED SOUND FIELDS IN SOLIDS VISUALIZATION OF TRANSDUCER-PRODUCED SOUND FIELDS IN SOLIDS Wolfgang Sachse* Department of Theoretical and Applied Mechanics Cornell University, Ithaca, New York - 14853 ABSTRACT Broadband ultrasonic pulses

More information

Ultrasound. Principles of Medical Imaging. Contents. Prof. Dr. Philippe Cattin. MIAC, University of Basel. Oct 17th, 2016

Ultrasound. Principles of Medical Imaging. Contents. Prof. Dr. Philippe Cattin. MIAC, University of Basel. Oct 17th, 2016 Ultrasound Principles of Medical Imaging Prof. Dr. Philippe Cattin MIAC, University of Basel Contents Abstract 1 Image Generation Echography A-Mode B-Mode M-Mode 2.5D Ultrasound 3D Ultrasound 4D Ultrasound

More information

Chapter 8. Learning Objectives 9/10/2012. Research Principles and Evidence Based Practice

Chapter 8. Learning Objectives 9/10/2012. Research Principles and Evidence Based Practice 1 Chapter 8 Research Principles and Evidence Based Practice 2 Learning Objectives Explain the importance of EMS research. Distinguish between types of EMS research. Outline 10 steps to perform research

More information

INMARTECH 2018 Woods Hole, MA

INMARTECH 2018 Woods Hole, MA Shipboard ADCP visualization and diagnosis INMARTECH 2018 Woods Hole, MA Dr Julia Hummon University of Hawaii http://uhdas.org UHDAS + CODAS Documentation http://currents.soest.hawaii.edu/docs/adcp_doc/index.html

More information

Concepts of Imaging and Knobology

Concepts of Imaging and Knobology Concepts of Imaging and Knobology Pravin Patil, MD FACC FASE Associate Professor of Medicine Director, Cardiovascular Disease Training Program Lewis Katz School of Medicine at Temple University Disclosures

More information

Nature Methods: doi: /nmeth Supplementary Figure 1. Activity in turtle dorsal cortex is sparse.

Nature Methods: doi: /nmeth Supplementary Figure 1. Activity in turtle dorsal cortex is sparse. Supplementary Figure 1 Activity in turtle dorsal cortex is sparse. a. Probability distribution of firing rates across the population (notice log scale) in our data. The range of firing rates is wide but

More information

Detailed Syllabus. Waves and Modern Physics Spring 2011

Detailed Syllabus. Waves and Modern Physics Spring 2011 Detailed Syllabus Waves and Modern Physics Spring 2011 Prof. Antonio Badolato Date Lecture Topics; Chapters from Books (G = Giancoli) Homework (HW) and Recitation (R) Assignments 12 Jan, Wed Oscillations:

More information

Linear Ultrasonic Wave Propagation in Biological Tissues

Linear Ultrasonic Wave Propagation in Biological Tissues Indian Journal of Biomechanics: Special Issue (NCBM 7-8 March 29) Linear Ultrasonic Wave Propagation in Biological Tissues Narendra D Londhe R. S. Anand 2, 2 Electrical Engineering Department, IIT Roorkee,

More information

YOUR WEEKLY TIMETRIAL

YOUR WEEKLY TIMETRIAL YOUR WEEKLY TIMETRIAL PURPOSE Benefits; Your weekly timetrials allow us to objectively track your ever improving progress Identify looming trouble shooting eg. Illness, injuries, or burn out Offer week

More information

Neuron, Volume 63 Spatial attention decorrelates intrinsic activity fluctuations in Macaque area V4.

Neuron, Volume 63 Spatial attention decorrelates intrinsic activity fluctuations in Macaque area V4. Neuron, Volume 63 Spatial attention decorrelates intrinsic activity fluctuations in Macaque area V4. Jude F. Mitchell, Kristy A. Sundberg, and John H. Reynolds Systems Neurobiology Lab, The Salk Institute,

More information

Supplement (videos)

Supplement (videos) Supplement (videos) Ruben s tube (sound): http://www.youtube.com/watch?v=gpcquuwqayw Doppler US (diagnostic use): http://www.youtube.com/watch?v=fgxzg-j_hfw http://www.youtube.com/watch?v=upsmenyoju8 High

More information

Stress Wave Focusing Transducers

Stress Wave Focusing Transducers UCRL-K-130697 PREPRINT Stress Wave Focusing Transducers Steven R. Visuri, Richard A. London, Luiz Da Silva This paper was prepared for submittal to Optical Society of America, Spring Topical Meetings Orlando,

More information

Teacher Resource CD: Learning About Paper

Teacher Resource CD: Learning About Paper Inquiry Investigations Forensic Science MODULE 1013062 Grades: 7-10 Frey Scientific 80 Northwest Boulevard Nashua, NH 03063-4067 1-800-225-3739 www.freyscientific.com www.freyscientific.com/inquiryinvestigations

More information

Neural Correlates of Human Cognitive Function:

Neural Correlates of Human Cognitive Function: Neural Correlates of Human Cognitive Function: A Comparison of Electrophysiological and Other Neuroimaging Approaches Leun J. Otten Institute of Cognitive Neuroscience & Department of Psychology University

More information

Numerical Modelling of Ultrasonic Phased Array Transducers and Their Application

Numerical Modelling of Ultrasonic Phased Array Transducers and Their Application ECNDT 2006 - Mo.2.7.5 Numerical Modelling of Ultrasonic Phased Array Transducers and Their Application Prashanth Kumar CHINTA, René MARKLEIN, University of Kassel, Department of Electrical Engineering

More information

Speed - Accuracy - Exploration. Pathfinder SL

Speed - Accuracy - Exploration. Pathfinder SL Speed - Accuracy - Exploration Pathfinder SL 98000 Speed. Accuracy. Exploration. Pathfinder SL represents the evolution of over 40 years of technology, design, algorithm development and experience in the

More information

Research Article Development of a Gastric Cancer Diagnostic Support System with a Pattern Recognition Method Using a Hyperspectral Camera

Research Article Development of a Gastric Cancer Diagnostic Support System with a Pattern Recognition Method Using a Hyperspectral Camera Sensors Volume 2016, Article ID 1803501, 6 pages http://dx.doi.org/10.1155/2016/1803501 Research Article Development of a Gastric Cancer Diagnostic Support System with a Pattern Recognition Method Using

More information

Luci Karbonini. Pmf St. SWAP May 27,2011

Luci Karbonini. Pmf St. SWAP May 27,2011 Seasonal dependence of low frequency variability in an idealised GCM Luci Karbonini Pmf St SWAP May 27,2011 Motivation Planetary-Scale Baroclinic Instability and MJO, Straus and Lindzen (observations)

More information

WFC3-IR Thermal Vacuum Testing: IR Channel Dark Current

WFC3-IR Thermal Vacuum Testing: IR Channel Dark Current WFC3-IR Thermal Vacuum Testing: IR Channel Dark Current B. Hilbert and M. Robberto September 9, 2005 ABSTRACT During the 2004 thermal vacuum testing campaign, a series of tests were performed in order

More information

CyTOF workflow: differential discovery in high-throughput high-dimensional cytometry datasets!

CyTOF workflow: differential discovery in high-throughput high-dimensional cytometry datasets! Workshop!! CyTOF workflow: differential discovery in high-throughput high-dimensional cytometry datasets! Malgorzata Nowicka! University of Zurich! BioC 2017: Where Software and Biology Connect! Boston,

More information

Lecture 7- Sound Waves Chapter 17

Lecture 7- Sound Waves Chapter 17 Admin Wave Speed Questions 1 / 10 Lecture 7- Sound Waves Chapter 17 Prof. Noronha-Hostler PHY-124H HONORS ANALYTICAL PHYSICS IB Phys- 124H March 2 nd, 2018 Admin Wave Speed Questions 2 / 10 Housekeeping

More information

Introduction to Applied Research in Economics Kamiljon T. Akramov, Ph.D. IFPRI, Washington, DC, USA

Introduction to Applied Research in Economics Kamiljon T. Akramov, Ph.D. IFPRI, Washington, DC, USA Introduction to Applied Research in Economics Kamiljon T. Akramov, Ph.D. IFPRI, Washington, DC, USA Training Course on Applied Econometric Analysis June 1, 2015, WIUT, Tashkent, Uzbekistan Why do we need

More information

1.4 - Linear Regression and MS Excel

1.4 - Linear Regression and MS Excel 1.4 - Linear Regression and MS Excel Regression is an analytic technique for determining the relationship between a dependent variable and an independent variable. When the two variables have a linear

More information

The Context of Detection and Attribution

The Context of Detection and Attribution 10.2.1 The Context of Detection and Attribution In IPCC Assessments, detection and attribution involve quantifying the evidence for a causal link between external drivers of climate change and observed

More information

CSC2130: Empirical Research Methods for Software Engineering

CSC2130: Empirical Research Methods for Software Engineering CSC2130: Empirical Research Methods for Software Engineering Steve Easterbrook sme@cs.toronto.edu www.cs.toronto.edu/~sme/csc2130/ 2004-5 Steve Easterbrook. This presentation is available free for non-commercial

More information

Psychology Chapter 4. Sensation and Perception. Most amazing introduction ever!! Turn to page 77 and prepare to be amazed!

Psychology Chapter 4. Sensation and Perception. Most amazing introduction ever!! Turn to page 77 and prepare to be amazed! Psychology Chapter 4 Sensation and Perception Most amazing introduction ever!! Turn to page 77 and prepare to be amazed! Chapter 4 Section 1 EQ: Distinguish between sensation and perception, and explain

More information

Applying Human Mental Model to STAMP/STPA

Applying Human Mental Model to STAMP/STPA Applying Human Mental Model to STAMP/STPA 3rd MIT STAMP/STPA Workshop 伸行星野 March 26, 2014 Nobuyuki Hoshino (hoshino.nobuyuki@jamss.co.jp) Go to Stars Safety! Software Group Safety and Product Assurance

More information

Stationary regime for Standing Wave Central Pattern Generator

Stationary regime for Standing Wave Central Pattern Generator Stationary regime for Standing Wave Central Pattern Generator Roberto Martin-del-Campo & Edmond Jonckheere Presenter: Roberto Martin-del-Campo 3 rd IEEE Global Conference on Signal & Information Processing

More information

APPLICATION AND DEPLOYMENT OF ADVANCED NDE TECHNIQUES IN HIGH PRESSURE VESSELS

APPLICATION AND DEPLOYMENT OF ADVANCED NDE TECHNIQUES IN HIGH PRESSURE VESSELS APPLICATION AND DEPLOYMENT OF ADVANCED NDE TECHNIQUES IN HIGH PRESSURE VESSELS Jeffrey P. Milligan, Daniel T. Peters, Structural Integrity Associates, Inc., USA Many advances in Non-Destructive Examination

More information

Measuring Intracellular Motion in Cancer Cells using Optical Coherence Tomography

Measuring Intracellular Motion in Cancer Cells using Optical Coherence Tomography Measuring Intracellular Motion in Cancer Cells using Optical Coherence Tomography Azhar Zam*,1,2,3 and Michael C. Kolios 1,2,3 1 Department of Physics, Ryerson University, Toronto, ON M5B 2K3, Canada 2

More information

ENDOGENEITY: AN OVERLOOKED THREAT TO VALIDITY OF CROSS-SECTIONAL RESEARCH. John Antonakis

ENDOGENEITY: AN OVERLOOKED THREAT TO VALIDITY OF CROSS-SECTIONAL RESEARCH. John Antonakis ENDOGENEITY: AN OVERLOOKED THREAT TO VALIDITY OF CROSS-SECTIONAL RESEARCH John Antonakis Professor of Organizational Behavior Faculty of Business and Economics University of Lausanne Research seminar 28

More information

Which method is better to measure arterial stiffness; augmentation index, pulse wave velocity, carotid distensibility? 전북의대내과 김원호

Which method is better to measure arterial stiffness; augmentation index, pulse wave velocity, carotid distensibility? 전북의대내과 김원호 Which method is better to measure arterial stiffness; augmentation index, pulse wave velocity, carotid distensibility? 전북의대내과 김원호 Arterial stiffness Arterial stiffness is inversely related to arterial

More information

Living in the Tail Pipe Pollution Dispersion and Transport David Waugh Air Quality Sciences Environment Canada Dartmouth, NS

Living in the Tail Pipe Pollution Dispersion and Transport David Waugh Air Quality Sciences Environment Canada Dartmouth, NS Living in the Tail Pipe Pollution Dispersion and Transport David Waugh Air Quality Sciences Environment Canada Dartmouth, NS NSEL - AQ Forum - March 2006 1 NSEL AQ Forum March - 2006 Photo Courtesy NOAA/NESDIS

More information

Synthetic Genomics and Its Application to Viral Infectious Diseases. Timothy Stockwell (JCVI) David Wentworth (JCVI)

Synthetic Genomics and Its Application to Viral Infectious Diseases. Timothy Stockwell (JCVI) David Wentworth (JCVI) Synthetic Genomics and Its Application to Viral Infectious Diseases Timothy Stockwell (JCVI) David Wentworth (JCVI) Outline Using informatics to predict drift (strain selection) Synthetic Genomics: Preparedness

More information

Patterns of hemagglutinin evolution and the epidemiology of influenza

Patterns of hemagglutinin evolution and the epidemiology of influenza 2 8 US Annual Mortality Rate All causes Infectious Disease Patterns of hemagglutinin evolution and the epidemiology of influenza DIMACS Working Group on Genetics and Evolution of Pathogens, 25 Nov 3 Deaths

More information

Characteristics of the atrial repolarization phase of the ECG in paroxysmal atrial fibrillation patients and controls

Characteristics of the atrial repolarization phase of the ECG in paroxysmal atrial fibrillation patients and controls 672 Acta Cardiol 2015; 70(6): 672-677 doi: 10.2143/AC.70.6.3120179 [ Original article ] Characteristics of the atrial repolarization phase of the ECG in paroxysmal atrial fibrillation patients and controls

More information

Welcome Module Index Glossary Epiville Chamber of Commerce About this site Requirements. Faculty Highlight: Pam R. Factor-Litvak, PhD

Welcome Module Index Glossary Epiville Chamber of Commerce About this site Requirements. Faculty Highlight: Pam R. Factor-Litvak, PhD - Page 23 45 67 - Discussion Question While many consider the ecological study design methodologically inferior to the cohort and case control designs, this exercise will highlight some of its unique strengths

More information

Tuning and Validating HYCOM s KPP Mixed-Layer. Alan J. Wallcraft and E. Joseph Metzger Naval Research Laboratory

Tuning and Validating HYCOM s KPP Mixed-Layer. Alan J. Wallcraft and E. Joseph Metzger Naval Research Laboratory Tuning and Validating HYCOM s KPP Mixed-Layer Alan J. Wallcraft and E. Joseph Metzger Naval Research Laboratory A. Birol Kara COAPS, Florida State University 2003 Layered Ocean Model Users Workshop February

More information

Introduction to Applied Research in Economics

Introduction to Applied Research in Economics Introduction to Applied Research in Economics Dr. Kamiljon T. Akramov IFPRI, Washington, DC, USA Regional Training Course on Applied Econometric Analysis June 12-23, 2017, WIUT, Tashkent, Uzbekistan Why

More information

Retinotopy & Phase Mapping

Retinotopy & Phase Mapping Retinotopy & Phase Mapping Fani Deligianni B. A. Wandell, et al. Visual Field Maps in Human Cortex, Neuron, 56(2):366-383, 2007 Retinotopy Visual Cortex organised in visual field maps: Nearby neurons have

More information

Learning to Use Episodic Memory

Learning to Use Episodic Memory Learning to Use Episodic Memory Nicholas A. Gorski (ngorski@umich.edu) John E. Laird (laird@umich.edu) Computer Science & Engineering, University of Michigan 2260 Hayward St., Ann Arbor, MI 48109 USA Abstract

More information

Using Statistical Intervals to Assess System Performance Best Practice

Using Statistical Intervals to Assess System Performance Best Practice Using Statistical Intervals to Assess System Performance Best Practice Authored by: Francisco Ortiz, PhD STAT COE Lenny Truett, PhD STAT COE 17 April 2015 The goal of the STAT T&E COE is to assist in developing

More information

Framework for Comparative Research on Relational Information Displays

Framework for Comparative Research on Relational Information Displays Framework for Comparative Research on Relational Information Displays Sung Park and Richard Catrambone 2 School of Psychology & Graphics, Visualization, and Usability Center (GVU) Georgia Institute of

More information

RESULTS OF THE LHC DCCT CALIBRATION STUDIES

RESULTS OF THE LHC DCCT CALIBRATION STUDIES CERN-ATS-Note-212-26 PERF BI DCCT Note RESULTS OF THE LHC DCCT CALIBRATION STUDIES C. Barschel 1,2, M. Ferro-Luzzi 1, J.J. Gras 1, M. Ludwig 1, P. Odier 1, and S. Thoulet 1 1 CERN, Geneva, Switzerland

More information

Outline. Neuron Structure. Week 4 - Nervous System. The Nervous System: Neurons and Synapses

Outline. Neuron Structure. Week 4 - Nervous System. The Nervous System: Neurons and Synapses Outline Week 4 - The Nervous System: Neurons and Synapses Neurons Neuron structures Types of neurons Electrical activity of neurons Depolarization, repolarization, hyperpolarization Synapses Release of

More information

Non-invasive blood glucose measurement by near infrared spectroscopy: Machine drift, time drift and physiological effect

Non-invasive blood glucose measurement by near infrared spectroscopy: Machine drift, time drift and physiological effect Spectroscopy 24 (2010) 629 639 629 DOI 10.3233/SPE-2010-0485 IOS Press Non-invasive blood glucose measurement by near infrared spectroscopy: Machine drift, time drift and physiological effect Simon C.H.

More information

Ultrasound: Past and Present. Lecturer: Dr. John M Hudson, PhD

Ultrasound: Past and Present. Lecturer: Dr. John M Hudson, PhD Ultrasound: Past and Present Lecturer: Dr. John M Hudson, PhD Disclosures 2 No conflicts of interest to declare Course Outline 3 1. Survey of ultrasound physics & applications 2. (Sep 21) 3. (Sep 28) 4.

More information

Opportunities to Leverage Aircraft-Derived Atmospheric Observation Data

Opportunities to Leverage Aircraft-Derived Atmospheric Observation Data Opportunities to Leverage Aircraft-Derived Atmospheric Observation Data Michael McPartland 5 December 2017 Sponsor: Gary Pokodner, ANG-C6 DISTRIBUTION STATEMENT A: Approved for public release; distribution

More information

Muscle OxyGen monitor. The Science Behind Moxy

Muscle OxyGen monitor. The Science Behind Moxy Muscle OxyGen monitor The Science Behind Moxy How Does Moxy Monitor Work? Moxy Monitor works by shining near-infrared light onto the skin and detecting some of the light after it has travelled into the

More information

IJRIM Volume 1, Issue 2 (June, 2011) (ISSN ) ECG FEATURE EXTRACTION FOR CLASSIFICATION OF ARRHYTHMIA. Abstract

IJRIM Volume 1, Issue 2 (June, 2011) (ISSN ) ECG FEATURE EXTRACTION FOR CLASSIFICATION OF ARRHYTHMIA. Abstract ECG FEATURE EXTRACTION FOR CLASSIFICATION OF ARRHYTHMIA Er. Ankita Mittal* Er. Saurabh Mittal ** Er. Tajinder Kaur*** Abstract Artificial Neural Networks (ANN) can be viewed as a collection of identical

More information

Malawi, : Analyzing HIV/AIDS Trends Using Geographic Information Systems

Malawi, : Analyzing HIV/AIDS Trends Using Geographic Information Systems Malawi, 1994-2010: Analyzing HIV/AIDS Trends Using Geographic Information Systems Eliza Johannes The Problem The longer it took to travel to the nearest public transport, the higher the prevalence of HIV...

More information

Bayes, Data and NUREG/CR-6928 Caveats Nathan Larson, Carroll Trull September 2017

Bayes, Data and NUREG/CR-6928 Caveats Nathan Larson, Carroll Trull September 2017 Bayes, Data and NUREG/CR-6928 Caveats Nathan Larson, Carroll Trull September 2017 1 Overview State-of-Knowledge Correlation Change-of-State Failure Mode LOCA Treatment Plant Availability Factor Zero Event

More information

ON CELLS AND SOUND. Kingston upon Hull HU6 7RX, United Kingdom. University of Orléans, rue Charles Sadron, Orléans Cedex 2, France

ON CELLS AND SOUND. Kingston upon Hull HU6 7RX, United Kingdom. University of Orléans, rue Charles Sadron, Orléans Cedex 2, France Spiros Kotopoulis, Anthony Delalande, Chantal Pichon and Michiel Postema. On Cells and Sound Proceedings of the 34 th Scandinavian Symposium on Physical Acoustics, Geilo 30 January 2 February, 2011. ON

More information

OTM1 OARTEC SLIDER USER MANUAL Software Version 2.11

OTM1 OARTEC SLIDER USER MANUAL Software Version 2.11 OTM1 OARTEC SLIDER USER MANUAL Software Version 2.11 Contents Features Getting Started Technical Functions Software Updates Training Modes Just Row Mode Time and Distance Workouts Interval Workouts Time

More information

WDHS Curriculum Map Probability and Statistics. What is Statistics and how does it relate to you?

WDHS Curriculum Map Probability and Statistics. What is Statistics and how does it relate to you? WDHS Curriculum Map Probability and Statistics Time Interval/ Unit 1: Introduction to Statistics 1.1-1.3 2 weeks S-IC-1: Understand statistics as a process for making inferences about population parameters

More information

Data visualisation: funnel plots and maps for small-area cancer survival

Data visualisation: funnel plots and maps for small-area cancer survival Cancer Outcomes Conference 2013 Brighton, 12 June 2013 Data visualisation: funnel plots and maps for small-area cancer survival Manuela Quaresma Improving health worldwide www.lshtm.ac.uk Background Describing

More information

THE BRAIN I. INTRODUCTION. i) mass increase due to growth of axons, dendrites, synapses, myelin sheaths

THE BRAIN I. INTRODUCTION. i) mass increase due to growth of axons, dendrites, synapses, myelin sheaths THE BRAIN I. INTRODUCTION A. Human Brain 1) mass 1 ; 2 kg in mature adult a) about 2% of body weight i) uses 20% of oxygen, 25% of glucose, 15% of blood ow b) mass at birth about 20% of nal value i) mass

More information

Observing the Unobservable? Modeling coronal cavities to determine cavity densit Jim Fuller. Advisors: Sarah Gibson Giulianna de Toma

Observing the Unobservable? Modeling coronal cavities to determine cavity densit Jim Fuller. Advisors: Sarah Gibson Giulianna de Toma Observing the Unobservable? Modeling coronal cavities to determine cavity densit Jim Fuller Advisors: Sarah Gibson Giulianna de Toma Motivations Cavities are known to be correlated with coronal m ejections

More information

Neural Networks: Tracing Cellular Pathways. Lauren Berryman Sunfest 2000

Neural Networks: Tracing Cellular Pathways. Lauren Berryman Sunfest 2000 Neural Networks: Tracing Cellular Pathways Lauren Berryman Sunfest 000 Neural Networks: Tracing Cellular Pathways Research Objective Background Methodology and Experimental Approach Results and Conclusions

More information

Diagnostic Ultrasound. Sutiporn Khampunnip, M.D.

Diagnostic Ultrasound. Sutiporn Khampunnip, M.D. Diagnostic Ultrasound Sutiporn Khampunnip, M.D. Definition of Ultrasound Ultrasound is simply sound waves, like audible sound. High-frequency sound and refers to mechanical vibrations above 20 khz. Human

More information

Angel International School - Manipay 2 nd Term Examination March, 2018 Physics

Angel International School - Manipay 2 nd Term Examination March, 2018 Physics Grade 08 Angel International School - Manipay 2 nd Term Examination March, 2018 Duration: 2.00 Hours 1) Underline the correct answer: Part 1 Index No:- 1) Which is necessary for producing a sound? a) air

More information

DIFFERENCE-BASED PARAMETER SET FOR LOCAL HEARTBEAT CLASSIFICATION: RANKING OF THE PARAMETERS

DIFFERENCE-BASED PARAMETER SET FOR LOCAL HEARTBEAT CLASSIFICATION: RANKING OF THE PARAMETERS DIFFERENCE-BASED PARAMETER SET FOR LOCAL HEARTBEAT CLASSIFICATION: RANKING OF THE PARAMETERS Irena Ilieva Jekova, Ivaylo Ivanov Christov, Lyudmila Pavlova Todorova Centre of Biomedical Engineering Prof.

More information

SYNAPT G2-S High Definition MS (HDMS) System

SYNAPT G2-S High Definition MS (HDMS) System SYNAPT G2-S High Definition MS (HDMS) System High performance, versatility, and workflow efficiency of your MS system all play a crucial role in your ability to successfully reach your scientific and business

More information