SlideShare a Scribd company logo
1 of 27
biosecurity built on science
PBCRC 2110
Design and Evaluation of Targeted
Biosecurity Surveillance Systems
Michael Renton and Maggie Triska
Plant Biosecurity Cooperative Research Centre
biosecurity built on science
Problem being addressed
Optimal surveillance design
(what’s the best way to look for something you don’t want to find)
biosecurity built on science
Problem being addressed
 What is the best design for a surveillance
system?
- Number of samples (traps etc)
- Location of sampling
- Frequency of sampling
biosecurity built on science
General methods  specific applications
 Three case studies
- Grape phylloxera
- PCN
- Fruit fly
biosecurity built on science
Grape phylloxera
biosecurity built on science
Grape phylloxera
High virulenceLow virulence
High suitability
Medium suitability
Low suitability
biosecurity built on science
Grape phylloxera
 Standard
 ↑↓ Density
 Target high
suitability soil
biosecurity built on science
Grape phylloxera results
biosecurity built on science
Grape phylloxera results
 Surveillance design based on soil types
- More efficient
 Sampling density
- Relatively minor effect
 Low virulent genotypes in low suitability
conditions
- Many, many years before detection
biosecurity built on science
Vic statistical areas
Properties
Movement
Fresh Seed
PCN
biosecurity built on science
Spread simulations
Infested Detected
- Predict spread under
different surveillance
strategies
biosecurity built on science
PCN results
biosecurity built on science
PCN summary
 Survey density ↑
- ↓ infested properties
 Survey arrangement
(with fixed density)
- variation between
strategies
Detection
Surveillance: Region +
Random
biosecurity built on science
Fruit fly
biosecurity built on science
Individual
trees
Orchards
High risk
introduction
sites
Initial
Incursion
Initial
Incursion
biosecurity built on science
Surveillance (trapping) designs
grid random
biosecurity built on science
adhockmeans
firstfirst
biosecurity built on science
Results!
Better!
1 10 100 1000 10000
N trees
probability
0.00010.0010.010.11
grid
adhoc
firstfirst
kmeans
random
0 100 200 300 400
days to detection
probability
0.00010.0010.010.11
grid
adhoc
firstfirst
kmeans
random
biosecurity built on science
NZ MPI: Q-fly case study
 Data from 2015 Q-fly
incursion
 Analysis of surveillance
to confirm eradication
biosecurity built on science
Open questions and next steps
 Practicality and adoption of designs?
 Ease of use (training module for fruit fly)
 Ease of generalisation
- to new locations, species, organisms, situations…
 Effects of biology and spread?
 Effects of better detection?
- Better traps (sooner, longer distances, mobile, adaptive)
- Better sampling/diagnostic methods
biosecurity built on science
Thanks!
biosecurity built on science
biosecurity built on science
biosecurity built on science
Grape phylloxera
biosecurity built on science
PCN
biosecurity built on science
biosecurity built on science
Probability of detection from active and passive surveillance
increasing as a function of time since first infestation of a field.
0 5 10 15
0.00.20.40.60.81.0
t
p
active
passive
Detection and diagnostics?
1 5 10 50 500 5000
N trees
probability
0.00010.0010.010.11 grid
adhoc
opt_time
opt_ninfs
firstfirst
kmeans
random

More Related Content

What's hot

What's hot (20)

Rapid Post Entry Quarantine disease screening
Rapid Post Entry Quarantine disease screeningRapid Post Entry Quarantine disease screening
Rapid Post Entry Quarantine disease screening
 
Smart-trap design and deployment strategies
Smart-trap design and deployment strategiesSmart-trap design and deployment strategies
Smart-trap design and deployment strategies
 
Session 1: Strengthening border biosecurity Improving - Post Entry Quarantine...
Session 1: Strengthening border biosecurity Improving - Post Entry Quarantine...Session 1: Strengthening border biosecurity Improving - Post Entry Quarantine...
Session 1: Strengthening border biosecurity Improving - Post Entry Quarantine...
 
Natural dispersal as a biosecurity risk - are we prepared?
Natural dispersal as a biosecurity risk - are we prepared?Natural dispersal as a biosecurity risk - are we prepared?
Natural dispersal as a biosecurity risk - are we prepared?
 
Session 2: New tools for field grains surveillance
Session 2: New tools for field grains surveillanceSession 2: New tools for field grains surveillance
Session 2: New tools for field grains surveillance
 
Insect surveillance and eradication
Insect surveillance and eradicationInsect surveillance and eradication
Insect surveillance and eradication
 
Quarantine and surveillance modelling for horticulture biosecurity threats
Quarantine and surveillance modelling for horticulture biosecurity threatsQuarantine and surveillance modelling for horticulture biosecurity threats
Quarantine and surveillance modelling for horticulture biosecurity threats
 
Session 6: Optimizing surveillance protocols using unmanned aerial systems
Session 6: Optimizing surveillance protocols using unmanned aerial systemsSession 6: Optimizing surveillance protocols using unmanned aerial systems
Session 6: Optimizing surveillance protocols using unmanned aerial systems
 
Session 6: Design and Evaluation of Targeted Biosecurity Surveillance Systems
Session 6: Design and Evaluation of Targeted Biosecurity Surveillance SystemsSession 6: Design and Evaluation of Targeted Biosecurity Surveillance Systems
Session 6: Design and Evaluation of Targeted Biosecurity Surveillance Systems
 
Session 1: Plant pest impacts - a common set of metrics
Session 1: Plant pest impacts - a common set of metricsSession 1: Plant pest impacts - a common set of metrics
Session 1: Plant pest impacts - a common set of metrics
 
More effective surveillance design for horticulture biosecurity threats
More effective surveillance design for horticulture biosecurity threatsMore effective surveillance design for horticulture biosecurity threats
More effective surveillance design for horticulture biosecurity threats
 
Detection and surveillance of phylloxera using qPCR
Detection and surveillance of phylloxera using qPCRDetection and surveillance of phylloxera using qPCR
Detection and surveillance of phylloxera using qPCR
 
Fruit fly research - a national approach
Fruit fly research - a national approachFruit fly research - a national approach
Fruit fly research - a national approach
 
Molecular basis of response to (sub)lethal stresses in Tephritid fruit flies
Molecular basis of response to (sub)lethal stresses in Tephritid fruit fliesMolecular basis of response to (sub)lethal stresses in Tephritid fruit flies
Molecular basis of response to (sub)lethal stresses in Tephritid fruit flies
 
Session 4: Development of low oxygen / nitrogen technologies
Session 4: Development of low oxygen / nitrogen technologiesSession 4: Development of low oxygen / nitrogen technologies
Session 4: Development of low oxygen / nitrogen technologies
 
Session 6: New tools for field grains surveillance
Session 6: New tools for field grains surveillanceSession 6: New tools for field grains surveillance
Session 6: New tools for field grains surveillance
 
Early and accurate detection of bacterial pathogens
Early and accurate detection of bacterial pathogensEarly and accurate detection of bacterial pathogens
Early and accurate detection of bacterial pathogens
 
Session 5: With the benefit of hindsight: A bioeconomic analysis of past pest...
Session 5: With the benefit of hindsight: A bioeconomic analysis of past pest...Session 5: With the benefit of hindsight: A bioeconomic analysis of past pest...
Session 5: With the benefit of hindsight: A bioeconomic analysis of past pest...
 
Tomato potato psyllid and Liberibacter ecology
Tomato potato psyllid and Liberibacter ecologyTomato potato psyllid and Liberibacter ecology
Tomato potato psyllid and Liberibacter ecology
 
Session 10: Better biosecurity risk management through collaborative planning...
Session 10: Better biosecurity risk management through collaborative planning...Session 10: Better biosecurity risk management through collaborative planning...
Session 10: Better biosecurity risk management through collaborative planning...
 

Similar to Design and Evaluation of Targeted Biosecurity Surveillance Systems

Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...
Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...
Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...John Blue
 
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...CIMMYT
 
Krijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectoresKrijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectoresFundación Ramón Areces
 
RESEARCH-FEB-2 Proposal.pptx
RESEARCH-FEB-2 Proposal.pptxRESEARCH-FEB-2 Proposal.pptx
RESEARCH-FEB-2 Proposal.pptxJESSAMAESIARES
 
Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...
Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...
Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...US-Ignite
 
2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems
2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems
2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystemsTimeScience
 
Dr. gerald pfister challenges, solutions and innovations in modern flowcyto...
Dr. gerald pfister   challenges, solutions and innovations in modern flowcyto...Dr. gerald pfister   challenges, solutions and innovations in modern flowcyto...
Dr. gerald pfister challenges, solutions and innovations in modern flowcyto...Hitham Esam
 
NIRS for predicting seed germination and vigour.pptx
NIRS for predicting seed germination and vigour.pptxNIRS for predicting seed germination and vigour.pptx
NIRS for predicting seed germination and vigour.pptxSaumyaShruti5
 
Insect monitoring and forecasting
Insect monitoring and forecastingInsect monitoring and forecasting
Insect monitoring and forecastingFrancis Matu
 

Similar to Design and Evaluation of Targeted Biosecurity Surveillance Systems (20)

Session 5: Decision making for eradication and quarantine zones
Session 5: Decision making for eradication and quarantine zonesSession 5: Decision making for eradication and quarantine zones
Session 5: Decision making for eradication and quarantine zones
 
Session 6: On-farm DNA surveillance
Session 6: On-farm DNA surveillanceSession 6: On-farm DNA surveillance
Session 6: On-farm DNA surveillance
 
Nanotecnologia
NanotecnologiaNanotecnologia
Nanotecnologia
 
Biodiversity Management
Biodiversity ManagementBiodiversity Management
Biodiversity Management
 
Next generation national fruit fly diagnostics and handbook
Next generation national fruit fly diagnostics and handbookNext generation national fruit fly diagnostics and handbook
Next generation national fruit fly diagnostics and handbook
 
Session 1: Natural dispersal as a biosecurity risk - are we prepared?
Session 1: Natural dispersal as a biosecurity risk - are we prepared?Session 1: Natural dispersal as a biosecurity risk - are we prepared?
Session 1: Natural dispersal as a biosecurity risk - are we prepared?
 
Session 6: Citizen science to surveillance: Estimating reporting probabilitie...
Session 6: Citizen science to surveillance: Estimating reporting probabilitie...Session 6: Citizen science to surveillance: Estimating reporting probabilitie...
Session 6: Citizen science to surveillance: Estimating reporting probabilitie...
 
Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...
Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...
Dr. Peter Raynor - Towards Identifying the Most Effective Air Samplers for Ai...
 
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
Next Generation Phenotyping Technologies in Breeding for Abiotic Stress Toler...
 
Krijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectoresKrijn Paajimans-Enfermedades transmitidas por vectores
Krijn Paajimans-Enfermedades transmitidas por vectores
 
RESEARCH-FEB-2 Proposal.pptx
RESEARCH-FEB-2 Proposal.pptxRESEARCH-FEB-2 Proposal.pptx
RESEARCH-FEB-2 Proposal.pptx
 
Session 2: Next generation national fruit fly diagnostics and handbook
Session 2: Next generation national fruit fly diagnostics and handbookSession 2: Next generation national fruit fly diagnostics and handbook
Session 2: Next generation national fruit fly diagnostics and handbook
 
Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...
Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...
Thrive:Timely Health Indicators Using Remote Sensing & innovation for the Vit...
 
2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems
2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems
2015-08-13 ESA: NextGen tools for scaling from seeds to traits to ecosystems
 
Dr. gerald pfister challenges, solutions and innovations in modern flowcyto...
Dr. gerald pfister   challenges, solutions and innovations in modern flowcyto...Dr. gerald pfister   challenges, solutions and innovations in modern flowcyto...
Dr. gerald pfister challenges, solutions and innovations in modern flowcyto...
 
NIRS for predicting seed germination and vigour.pptx
NIRS for predicting seed germination and vigour.pptxNIRS for predicting seed germination and vigour.pptx
NIRS for predicting seed germination and vigour.pptx
 
Session 2: Genome-Informed Diagnostics - In-field Detection of Bacterial Plan...
Session 2: Genome-Informed Diagnostics - In-field Detection of Bacterial Plan...Session 2: Genome-Informed Diagnostics - In-field Detection of Bacterial Plan...
Session 2: Genome-Informed Diagnostics - In-field Detection of Bacterial Plan...
 
Insect monitoring and forecasting
Insect monitoring and forecastingInsect monitoring and forecasting
Insect monitoring and forecasting
 
Nanotechnology .ppt
Nanotechnology .pptNanotechnology .ppt
Nanotechnology .ppt
 
Unit 3 Biodiversity Management
Unit 3   Biodiversity ManagementUnit 3   Biodiversity Management
Unit 3 Biodiversity Management
 

More from Plant Biosecurity Cooperative Research Centre

More from Plant Biosecurity Cooperative Research Centre (20)

Virus and viroid testing of solanaceous and cucurbit seed shipments to Australia
Virus and viroid testing of solanaceous and cucurbit seed shipments to AustraliaVirus and viroid testing of solanaceous and cucurbit seed shipments to Australia
Virus and viroid testing of solanaceous and cucurbit seed shipments to Australia
 
Psyllid microflora: Implications for liberibacter disease surveillance and pe...
Psyllid microflora: Implications for liberibacter disease surveillance and pe...Psyllid microflora: Implications for liberibacter disease surveillance and pe...
Psyllid microflora: Implications for liberibacter disease surveillance and pe...
 
Creating an enabling environment for fruit fly area-wide management
Creating an enabling environment for fruit fly area-wide managementCreating an enabling environment for fruit fly area-wide management
Creating an enabling environment for fruit fly area-wide management
 
Building resilience in Indigenous communities through engagement
Building resilience in Indigenous communities through engagementBuilding resilience in Indigenous communities through engagement
Building resilience in Indigenous communities through engagement
 
Building collaboration to enable social innovation in biosecurity systems
Building collaboration to enable social innovation in biosecurity systemsBuilding collaboration to enable social innovation in biosecurity systems
Building collaboration to enable social innovation in biosecurity systems
 
Session 1: A risk-return prioritisation tool for global trade inspections
Session 1: A risk-return prioritisation tool for global trade inspectionsSession 1: A risk-return prioritisation tool for global trade inspections
Session 1: A risk-return prioritisation tool for global trade inspections
 
Session 10: Building resilience in indigenous communities through engagement
Session 10: Building resilience in indigenous communities through engagementSession 10: Building resilience in indigenous communities through engagement
Session 10: Building resilience in indigenous communities through engagement
 
Session 10: Creating an enabling environment for industry-driven fruit fly ar...
Session 10: Creating an enabling environment for industry-driven fruit fly ar...Session 10: Creating an enabling environment for industry-driven fruit fly ar...
Session 10: Creating an enabling environment for industry-driven fruit fly ar...
 
Session 10: Participating in fruit fly control: Why being motivated is not go...
Session 10: Participating in fruit fly control: Why being motivated is not go...Session 10: Participating in fruit fly control: Why being motivated is not go...
Session 10: Participating in fruit fly control: Why being motivated is not go...
 
Session 10: Invasive fungus threatens Australian native communities
Session 10: Invasive fungus threatens Australian native communitiesSession 10: Invasive fungus threatens Australian native communities
Session 10: Invasive fungus threatens Australian native communities
 
Session 10: Myrtle Rust epitomises a critical challenge for biodiversity con...
Session 10: Myrtle Rust epitomises a critical challenge  for biodiversity con...Session 10: Myrtle Rust epitomises a critical challenge  for biodiversity con...
Session 10: Myrtle Rust epitomises a critical challenge for biodiversity con...
 
Session 10: Managing myrtle rust in Australia
Session 10: Managing myrtle rust in AustraliaSession 10: Managing myrtle rust in Australia
Session 10: Managing myrtle rust in Australia
 
Session 8: Efficacy of chlorine dioxide against five stored product insect pe...
Session 8: Efficacy of chlorine dioxide against five stored product insect pe...Session 8: Efficacy of chlorine dioxide against five stored product insect pe...
Session 8: Efficacy of chlorine dioxide against five stored product insect pe...
 
Session 8: The value of GERDA to the border biosecurity system
Session 8: The value of GERDA to the border biosecurity systemSession 8: The value of GERDA to the border biosecurity system
Session 8: The value of GERDA to the border biosecurity system
 
Session 7: Identification of Xanthomonas species causing bacterial leaf spot ...
Session 7: Identification of Xanthomonas species causing bacterial leaf spot ...Session 7: Identification of Xanthomonas species causing bacterial leaf spot ...
Session 7: Identification of Xanthomonas species causing bacterial leaf spot ...
 
Session 7: Probiotic diets to increase Queensland fruit fly male performance ...
Session 7: Probiotic diets to increase Queensland fruit fly male performance ...Session 7: Probiotic diets to increase Queensland fruit fly male performance ...
Session 7: Probiotic diets to increase Queensland fruit fly male performance ...
 
Session 7: Molecular basis of response to post-harvest treatment stresses
Session 7: Molecular basis of response to post-harvest treatment stressesSession 7: Molecular basis of response to post-harvest treatment stresses
Session 7: Molecular basis of response to post-harvest treatment stresses
 
Session 7: Improved postharvest market access treatments in horticultural com...
Session 7: Improved postharvest market access treatments in horticultural com...Session 7: Improved postharvest market access treatments in horticultural com...
Session 7: Improved postharvest market access treatments in horticultural com...
 
Session 7: Development of a female Q-fly lure
Session 7: Development of a female Q-fly lureSession 7: Development of a female Q-fly lure
Session 7: Development of a female Q-fly lure
 
Session 6: Building collaboration in biosecurity innovation systems
Session 6: Building collaboration in biosecurity innovation systemsSession 6: Building collaboration in biosecurity innovation systems
Session 6: Building collaboration in biosecurity innovation systems
 

Recently uploaded

Environmental acoustics- noise criteria.pptx
Environmental acoustics- noise criteria.pptxEnvironmental acoustics- noise criteria.pptx
Environmental acoustics- noise criteria.pptxpriyankatabhane
 
complex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdfcomplex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdfSubhamKumar3239
 
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...Christina Parmionova
 
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPRPirithiRaju
 
ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...
ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...
ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...Chayanika Das
 
final waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterfinal waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterHanHyoKim
 
Probability.pptx, Types of Probability, UG
Probability.pptx, Types of Probability, UGProbability.pptx, Types of Probability, UG
Probability.pptx, Types of Probability, UGSoniaBajaj10
 
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2AuEnriquezLontok
 
whole genome sequencing new and its types including shortgun and clone by clone
whole genome sequencing new  and its types including shortgun and clone by clonewhole genome sequencing new  and its types including shortgun and clone by clone
whole genome sequencing new and its types including shortgun and clone by clonechaudhary charan shingh university
 
dll general biology week 1 - Copy.docx
dll general biology   week 1 - Copy.docxdll general biology   week 1 - Copy.docx
dll general biology week 1 - Copy.docxkarenmillo
 
Combining Asynchronous Task Parallelism and Intel SGX for Secure Deep Learning
Combining Asynchronous Task Parallelism and Intel SGX for Secure Deep LearningCombining Asynchronous Task Parallelism and Intel SGX for Secure Deep Learning
Combining Asynchronous Task Parallelism and Intel SGX for Secure Deep Learningvschiavoni
 
DETECTION OF MUTATION BY CLB METHOD.pptx
DETECTION OF MUTATION BY CLB METHOD.pptxDETECTION OF MUTATION BY CLB METHOD.pptx
DETECTION OF MUTATION BY CLB METHOD.pptx201bo007
 
Observational constraints on mergers creating magnetism in massive stars
Observational constraints on mergers creating magnetism in massive starsObservational constraints on mergers creating magnetism in massive stars
Observational constraints on mergers creating magnetism in massive starsSérgio Sacani
 
cybrids.pptx production_advanges_limitation
cybrids.pptx production_advanges_limitationcybrids.pptx production_advanges_limitation
cybrids.pptx production_advanges_limitationSanghamitraMohapatra5
 
Timeless Cosmology: Towards a Geometric Origin of Cosmological Correlations
Timeless Cosmology: Towards a Geometric Origin of Cosmological CorrelationsTimeless Cosmology: Towards a Geometric Origin of Cosmological Correlations
Timeless Cosmology: Towards a Geometric Origin of Cosmological CorrelationsDanielBaumann11
 
linear Regression, multiple Regression and Annova
linear Regression, multiple Regression and Annovalinear Regression, multiple Regression and Annova
linear Regression, multiple Regression and AnnovaMansi Rastogi
 
Pests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPRPests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPRPirithiRaju
 

Recently uploaded (20)

Environmental acoustics- noise criteria.pptx
Environmental acoustics- noise criteria.pptxEnvironmental acoustics- noise criteria.pptx
Environmental acoustics- noise criteria.pptx
 
complex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdfcomplex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdf
 
AZOTOBACTER AS BIOFERILIZER.PPTX
AZOTOBACTER AS BIOFERILIZER.PPTXAZOTOBACTER AS BIOFERILIZER.PPTX
AZOTOBACTER AS BIOFERILIZER.PPTX
 
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
 
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
 
ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...
ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...
ESSENTIAL FEATURES REQUIRED FOR ESTABLISHING FOUR TYPES OF BIOSAFETY LABORATO...
 
PLASMODIUM. PPTX
PLASMODIUM. PPTXPLASMODIUM. PPTX
PLASMODIUM. PPTX
 
final waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterfinal waves properties grade 7 - third quarter
final waves properties grade 7 - third quarter
 
Probability.pptx, Types of Probability, UG
Probability.pptx, Types of Probability, UGProbability.pptx, Types of Probability, UG
Probability.pptx, Types of Probability, UG
 
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
 
whole genome sequencing new and its types including shortgun and clone by clone
whole genome sequencing new  and its types including shortgun and clone by clonewhole genome sequencing new  and its types including shortgun and clone by clone
whole genome sequencing new and its types including shortgun and clone by clone
 
dll general biology week 1 - Copy.docx
dll general biology   week 1 - Copy.docxdll general biology   week 1 - Copy.docx
dll general biology week 1 - Copy.docx
 
Introduction Classification Of Alkaloids
Introduction Classification Of AlkaloidsIntroduction Classification Of Alkaloids
Introduction Classification Of Alkaloids
 
Combining Asynchronous Task Parallelism and Intel SGX for Secure Deep Learning
Combining Asynchronous Task Parallelism and Intel SGX for Secure Deep LearningCombining Asynchronous Task Parallelism and Intel SGX for Secure Deep Learning
Combining Asynchronous Task Parallelism and Intel SGX for Secure Deep Learning
 
DETECTION OF MUTATION BY CLB METHOD.pptx
DETECTION OF MUTATION BY CLB METHOD.pptxDETECTION OF MUTATION BY CLB METHOD.pptx
DETECTION OF MUTATION BY CLB METHOD.pptx
 
Observational constraints on mergers creating magnetism in massive stars
Observational constraints on mergers creating magnetism in massive starsObservational constraints on mergers creating magnetism in massive stars
Observational constraints on mergers creating magnetism in massive stars
 
cybrids.pptx production_advanges_limitation
cybrids.pptx production_advanges_limitationcybrids.pptx production_advanges_limitation
cybrids.pptx production_advanges_limitation
 
Timeless Cosmology: Towards a Geometric Origin of Cosmological Correlations
Timeless Cosmology: Towards a Geometric Origin of Cosmological CorrelationsTimeless Cosmology: Towards a Geometric Origin of Cosmological Correlations
Timeless Cosmology: Towards a Geometric Origin of Cosmological Correlations
 
linear Regression, multiple Regression and Annova
linear Regression, multiple Regression and Annovalinear Regression, multiple Regression and Annova
linear Regression, multiple Regression and Annova
 
Pests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPRPests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPR
 

Design and Evaluation of Targeted Biosecurity Surveillance Systems

  • 1. biosecurity built on science PBCRC 2110 Design and Evaluation of Targeted Biosecurity Surveillance Systems Michael Renton and Maggie Triska Plant Biosecurity Cooperative Research Centre
  • 2. biosecurity built on science Problem being addressed Optimal surveillance design (what’s the best way to look for something you don’t want to find)
  • 3. biosecurity built on science Problem being addressed  What is the best design for a surveillance system? - Number of samples (traps etc) - Location of sampling - Frequency of sampling
  • 4. biosecurity built on science General methods  specific applications  Three case studies - Grape phylloxera - PCN - Fruit fly
  • 5. biosecurity built on science Grape phylloxera
  • 6. biosecurity built on science Grape phylloxera High virulenceLow virulence High suitability Medium suitability Low suitability
  • 7. biosecurity built on science Grape phylloxera  Standard  ↑↓ Density  Target high suitability soil
  • 8. biosecurity built on science Grape phylloxera results
  • 9. biosecurity built on science Grape phylloxera results  Surveillance design based on soil types - More efficient  Sampling density - Relatively minor effect  Low virulent genotypes in low suitability conditions - Many, many years before detection
  • 10. biosecurity built on science Vic statistical areas Properties Movement Fresh Seed PCN
  • 11. biosecurity built on science Spread simulations Infested Detected - Predict spread under different surveillance strategies
  • 12. biosecurity built on science PCN results
  • 13. biosecurity built on science PCN summary  Survey density ↑ - ↓ infested properties  Survey arrangement (with fixed density) - variation between strategies Detection Surveillance: Region + Random
  • 14. biosecurity built on science Fruit fly
  • 15. biosecurity built on science Individual trees Orchards High risk introduction sites Initial Incursion Initial Incursion
  • 16. biosecurity built on science Surveillance (trapping) designs grid random
  • 17. biosecurity built on science adhockmeans firstfirst
  • 18. biosecurity built on science Results! Better! 1 10 100 1000 10000 N trees probability 0.00010.0010.010.11 grid adhoc firstfirst kmeans random 0 100 200 300 400 days to detection probability 0.00010.0010.010.11 grid adhoc firstfirst kmeans random
  • 19. biosecurity built on science NZ MPI: Q-fly case study  Data from 2015 Q-fly incursion  Analysis of surveillance to confirm eradication
  • 20. biosecurity built on science Open questions and next steps  Practicality and adoption of designs?  Ease of use (training module for fruit fly)  Ease of generalisation - to new locations, species, organisms, situations…  Effects of biology and spread?  Effects of better detection? - Better traps (sooner, longer distances, mobile, adaptive) - Better sampling/diagnostic methods
  • 21. biosecurity built on science Thanks!
  • 24. biosecurity built on science Grape phylloxera
  • 25. biosecurity built on science PCN
  • 27. biosecurity built on science Probability of detection from active and passive surveillance increasing as a function of time since first infestation of a field. 0 5 10 15 0.00.20.40.60.81.0 t p active passive Detection and diagnostics? 1 5 10 50 500 5000 N trees probability 0.00010.0010.010.11 grid adhoc opt_time opt_ninfs firstfirst kmeans random