signal processing and analysis with matlab · matlab for signal processing and analysis extensive...

1© 2014 The MathWorks, Inc.

Signal Processing and Analysis with MATLAB

Gabriele Bunkheila

Senior Application Engineer, MathWorks

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Agenda

Manipulate and visualise time-domain data

Gain insight by applying signal transformations

Measure standard signal metrics

Design and apply digital filters

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Signal analysis for classification

Application examples

Mobile sensing

Structural health monitoring (SHM)

Automated trading

Engine event detection

Radar post-processing

Advanced surveillance

...

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Challenges with Signal processing and Analysis

Need domain-specific knowledge

Open-ended problem and long discovery cycles

Bound to fail if done with

the wrong tools

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Example: Human Activity Analysis and Classification

Courtesy of:

Davide Anguita, Alessandro Ghio, Luca Oneto, Xavier Parra and Jorge L. Reyes-Ortiz.

Human Activity Recognition on Smartphones using a Multiclass Hardware-Friendly Support Vector Machine. International

Workshop of Ambient Assisted Living (IWAAL 2012). Vitoria-Gasteiz, Spain. Dec 2012

Dataset available at:

http://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones

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Human Activity Analysis and Classification

Solution

Only core built-in Signal Processing algorithms

66 high-quality features extracted with only

65 lines of code!

Visualisation and automation

accelerate insight iterations

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Leverage built-in algorithms

How much have I not needed to re-invent?

Signal Processing Toolbox

Neural Network Toolbox

cheby2

filter

rms

pwelch

periodogram

xcov

findpeaks

…

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Summary

MATLAB for Signal Processing and Analysis

Extensive set of de-facto standard functions for

signal processing and analysis

Visualisation and App-driven automation

accelerate insight iterations

Compact and concise language, and

extensive documentation