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Overview of the PAMBuoy system Cormac Booth Doug Gillespie Dick Baggaley 27th September 2012

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Page 1: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

Overview of the PAMBuoy system Cormac Booth Doug Gillespie Dick Baggaley

27th September 2012

Page 2: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Introduction to PAMBuoy™

• SMRU Ltd has an extensive marine mammal background

• SMRU Ltd identified a gap in PAM ability, based on many years experience of current PAM tools

• CPODs, static PAM systems, etc

• Most remote systems require retrieval; • Cabled systems usually not an option;

• Opted to build a system to address these issues, the main objective being

Wireless data recovery to enable real time detection

Page 3: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

What is PAMBuoy™

A reconfigurable software acoustic signal processing(ASP) platform,

utilising advanced detection and classification algorithms

to reduce data volumes

which enables low power, real-time data transmission

Enabling mammal detections to reach your desktop in seconds

Page 4: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

What does a PAMBuoy™ look like?

Page 5: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

PAMBuoy™ applications

Monitoring sites of industrial activities

• Long term baseline and impact monitoring

• Distribution in time and space

Mitigation during industrial activities

• Detecting animals in the vicinity of pile driving, seismic exploration, explosives

Cumulative impact & noise monitoring

• Finding animals for visual study

• Population studies

• Behavioural studies

Page 6: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

How can you deploy PAMBuoy™?

Page 7: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

Data transmission: Processed data transmitted

by 3G mobile network

Data interpretation: Detection data analysis on shore

Data acquisition: High sampling rate (500kHz)

Data processing: Detection algorithms

Remote control: Unit is set-up and

maintained wirelessly

Page 8: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

PAMBuoy™ detection and classification

Marine mammals

DETECTION

SPECIES ID Bottlenose

dolphin Harbour porpoise

Baleen whales

Dolphins Porpoises Beaked &

Sperm whales

Seals NOT

DETECTABLE

Available offline

Right whale

In development

Beluga whale

Beluga / Narwhal

Page 9: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

1. Having your data on a regular basis; • Minimising data loss

2. Wireless and remote control – saves time and money: • Upload new detectors or sampling regimes;

3. Performance information • Quick to find out if there’s a issue with the system;

Benefits of real-time PAM

Page 10: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

PAMBuoy™ software Doug Gillespie

Page 11: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Blue Whale

Fin Whale

Sei Whale

Minke Whale

Humpback Whale

Right Whale

Killer Whale

Northern Bottlenose WhaleLong-finned Pilot Whale

False Killer Whale

Narwhal

Beluga

Risso's Dolphin

Bottlenose DolphinWhite-beaked Dolphin

Atlantic White-sided Dolphin

Striped Dolphin

Common Dolphin

188

155-186

151-175

144-190

160

178

125-173

Sperm Whale

Harbour Porpoise

10

100

1,000

10,000

100,000

10 100 1,000 10,000 100,000 1,000,000

Lo

g A

vera

ge W

eig

ht (k

g)

Log Frequency (Hz)

Tonal Calls

Impulsive Calls

160-180

180

180

206-225

120

218-228

110-150

Dolphin clicks are known to cover this range but theirfrequency limits have yet to be clearly constrained

Summary of cetacean vocalisation frequency

R. Swift, J. Gordon

Large Baleen Whale 10Hz, 15s tonal calls

Harbour porpoise 150kHz, 200s Echolocation clicks

Page 12: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

• 100 – 150kHz narrow band signal.

• Easily distinguished

• Requires sampling at very high sample rates (typ’ 500kHz).

• Lots of samples:

– Lots of number crunching

– Lots of storage

0 0.1 0.2 0.3-2

0

2

Pa

A) High SNR Porpoise

0 100 20050

100

dB

re 1

Pa/

Hz

0 0.1 0.2 0.3-0.5

0

0.5

Pa

B) Low SNR Porpoise

0 100 20050

100

dB

re 1

Pa/

Hz

0 0.1 0.2 0.3

-20

0

20

Pa

C) Common Dolphin

0 100 20050

100

dB

re 1

Pa/

Hz

0 0.1 0.2 0.3-0.5

0

0.5

Time (ms)

Pa

D) Vessel Noise

0 100 20050

100

Frequency (kHz)

dB

re 1

Pa/

Hz

Porpoise Echolocation

Page 13: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Its all about data reduction

• Sampling for porpoise clicks at 500kHz • 1 Megabyte of data / second • 3.4 Gigabytes / hour • 80 Gigabytes / day • 29 Terrabytes / year

• By detecting online, we are reducing this to 1 or 2 Megabytes per day. • Data reduction of 40,000:1 or 0.002%

Page 14: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Hydrophone system

500kHz Sound Acquisition

Porpoise and dolphin Click

Detector

Dolphin Whistle Detector

Baleen Whale Detector ?

Disp

lays and

Data Sto

rage

Noise Monitoring,

Etc …

UK PAM system requirement

Page 15: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Noise level

measurements

Dolphin whistle

detections

Porpoise click

detections

PAMGuard www.pamguard.org

Page 16: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

PAMBuoy™

• PAMGUARD is

Free, open source

PC Based

High Power

Need operator

• We have something

Small

Low Power

Fully autonomous

Page 17: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

The PAMBuoy™ ASP Software

Custom ground up C++ codebase

Designed to share processing between a DSP and an ARM

Flexible modular structure for fast detector/classifier development

Algorithms match that of PAMGuard

Data output formats are compatible with PAMGuard/Matlab

Page 18: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

What's in the electronics box?

Current function

In development

Sound Acquisition

DAQ

GPS

Power Management

Acquisition

Processor board

Processing

3G

Iridium

GPRS

Transmission

Acoustic signal processing Software

(ASP)

LR Wi-Fi

Data Storage Ethernet

Optical fibre

Page 19: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

PAMGuard Operation

Detection Data

Data Storage

Data Displays

Raw Audio Data

Real-time processing

Page 20: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Operating modes: baseline

Detection Data

Data Storage

Data Displays

• Processing takes place on remote buoy

• PAMGAURD compatible data transferred for display / analysis

Detection Data

Data Storage

Raw Audio Data

Real-time processing Data Link

PAMGUARD

PAMBuoy

Page 21: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Operating modes: mitigation

Detection Data

Data Storage

Data Displays

• Processing takes place on remote buoy

• Data transfer is immediate

Detection Data

Data Storage

Raw Audio Data

Real-time processing

Real Time Data Link

PAMGUARD

PAMBuoy

Page 22: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Operating modes: mitigate

Detection Data

Data Storage

Data Displays

Detection Data Data

Storage

Raw Audio Data

Real-time processing

Detection Data Data

Storage

Raw Audio Data

Real-time processing

Detection Data Data

Storage

Raw Audio Data

Real-time processing

Detection Data Data

Storage

Raw Audio Data

Real-time processing

Detection Data Data

Storage

Raw Audio Data

Real-time processing

• PAMGUARD can handle up to 32 channels of data.

• CPU load not a problem since work is done on individual buoys.

Page 23: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

PAMGuard used as real time mitigate viewer

Page 24: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Noise monitor output, in mitigation mode

Live received noise levels with calibrated hydrophones

Page 25: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Marine mammals have wide vocalisation range, 0 to 200kHz

Covering the complete range requires sampling at 500kHz

At 16-bits, 1 hydrophone generates 80GB of data a day

Rule of thumb, 1Channel/1Day/1GB ~ 6.2kHz sampling rate!

PAMGuard viewer used for offline analysis

Detector output density vs time

Page 26: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Online real-time detection/status graphs

Select region and zoom

Page 27: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

• Sound Processing – Sound Acquisition

– FFT / Spectrogram

– Decimator

– FIR Filters

• Detectors – Click Detector / Classifier

– Tonal Detector

• Other – Sound Recorder

– Noise Measurement

– Long Term Spectral Average

PAMGuard Offline • Data Display

• Whistle Classification

• Reporting

Available PAMBuoy™ software modules

Page 28: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Time Frequency contour for every call

Whistle data

Run classifier offline to assign to species

Page 29: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Click Data - porpoise

Only waveform data sent back

Spectra, inter-click interval, amplitude calculated offline

Page 30: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

PAMBuoy™ deployment and communications

Dick Baggaley

Page 31: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

• Bespoke IP65 boxed option for OEMs

• Adaption to Datawell Waverider System

• Peli/Storm Case system and for various deployment and locations

• Integrated into Liquid Robotics Wave Glider Payload Bay

• Bespoke Solutions and applications for Acoustic Detection

PAMBuoy™ deployment options

Page 32: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

IP 68/65 boxed versions

Core electronics lunch box size

Hydrophone

PAMBuoy™ core electronics

Fit the device to your needs

Page 33: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Datawell Waverider Option

Ideal as an easily deployable mitigation platform

Page 34: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Peli/Storm case system

Suitable for large buoy, ship or land based deployment

Page 35: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Liquid Robotics payload option

Configurable in mitigation or baseline modes

Page 36: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

Bespoke solutions

If it makes a sound, we can help YOU

Page 37: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

• Majority of PAMBuoy™ communications are IP based

– Allows a flexible comms architecture

Current communications options

• Ethernet and optical fibre

• Long range wireless, 2.4GHz, 900Mhz

• 3G/GPRS

• Satellite Data Links, – Iridium, under development

– Inmarsat, a future option

• Bespoke Solutions

Page 38: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

• Please ask one of the presenters for more information on

– Technical Details

– Case Studies

– Bespoke Solutions for You

Thank you

Please view the examples

Page 39: Overview of the PAMBuoy system - Passive Acoustic · PDF fileOverview of the PAMBuoy system Cormac Booth ... static PAM systems, ... • Bespoke Solutions and applications for Acoustic

www.pambuoy.com

PAMBuoy®: A revolution in marine mammal monitoring