SlideShare une entreprise Scribd logo
1  sur  40
Update: Automation for Bare Root
   Ornamental and Fruit Tree
           Inventory

     J.S. Owen Jr., W. Shi, H.M. Stoven,
S. Singh, K. Lewis, S. Doane, M. Bergerman
Caliper, Counter and GPS tracking
              - Year 3 report
 Review of goals
 What is new with Caliper
 What is new with Counter
 Location tracking with inexpensive GPS
 Caliper, Counter and GPS field testing and
  demo in WA, OR and CA
 Outreach
 Barriers to adoption / Economics analysis
3-year goals
Activities                           Deliverables                        Success Criteria
1a. Redesign and reimplement         1a. New on-the-fly caliper          1. Caliper measurements within
on-the-fly caliper device            1b. Report on the comparison of     1/8” (3 ) of staked bare root
1b. Design and construct 3-point     caliper device data to actual in    fruit, flowering, and shade trees
hitch for caliper in-field testing   WA and OR for bare-root             at 6” (±2”) above the graft union
                                     fruit, flowering, and shade trees   or soil travelling 3 mph or
                                                                         greater using a 3-point hitch
2. Continue refinement and           2. Report on the comparison of      2a. Count trees greater than ¼”
integration of counter device to     counter device data to actual in    (6 mm) caliper with 96%
count bare-root fruit, flowering,    WA and OR for bare-root             accuracy at 3 mph or greater
and shade trees before harvest;      fruit, flowering, and shade trees   2b. Count trees greater that ½”
all in-field tests conducted using                                       (13 mm) caliper with 98%
existing, on-farm equipment                                              accuracy at 5 mph or greater
while conducting simultaneous
production-related tasks
3. Conduct field tests in WA and     3. Reports of tests conducted       3. Repeated trials, day and
OR at night and day using 3-                                             night, at OR and WA nurseries
point hitch                                                              implemented and reported
4. Identify hardware or software     4. Low-cost counter device with     4. Counter device sale price <
needed for integration of            integrated electronics and          $2,000
device(s) that lead to successful    processing
commercialization
Caliper - Field
 New caliper design and built to overcome
  stake
 Design and fabricate 3-point hitch for caliper
  in-field testing
 Caliper measurements need to be
  determined at:
     distance of 10 to 20” from tree
     6” (±2”) above the graft union or soil travelling
     travelling 3 mph
   Caliper measurements within 1/8” of staked
    bare root fruit, flowering, and shade trees
Counter - Field
   Purchase 2 new counters operated by netbook
     Imputable size info to increase accuracy?
   Design and fabricate dual mount for counters on:
     Tractor
     ATV
     Count trees greater than ¼”
      (6 mm) caliper with 96% accuracy at 3 mph or greater
   Count trees greater that ½” (13 mm) caliper with 98%
    accuracy at 5 mph or greater
Caliper Hardware

   A new caliper
     Low power, sharper lasers
     Reduced laser baseline
     New steel casing


   Improved existing caliper
     Sharper lasers
     More accurate calibration
     Wide field of view
Caliper Software
 Completely rewrote to improve
  efficiency – can process caliper
  estimation at 60 times per
  second (60 Hz from 7 Hz last
  year)
 Added process to handle trees
  with stakes
 Created 2 versions – field and
  warehouse calipers
 Added Graphic User Interface
  (GUI) and features based on
  grower feedback
Warehouse Caliper GUI
 User can specify info such as location, tree, grading and
  bin capacity
 Logs data, show running status
 Shows bin count and alerts user when bin is full
Field Caliper GUI
 User can specify if stakes are used and diameter of stake
 Reports optimum measuring distance range and maximum
  allowed traveling speed to ensure adequate estimates per
  tree (approx. 12)
Caliper field tests
      J Frank Schmidt Nursery, OR
   Caliper mounted at the front of tractor
Caliper field tests at J Frank Schmidt
         nursery on Aug 24-25 2011
   Caliper testing scenario:
     Testing on Red Pointe Maple, 2 years old
     100 trees measured, total length 112 feet
     ~12 inch spacing in between trees
     Trees staked with metal stakes (0.25 in)
     Runs at 1 mph, 2 mph and 3 mph
     Manually measured the caliper of 100 trees as
      Ground Truth
Caliper field tests
J Frank Schmidt
 Aug 24-25 2011
Caliper field tests at J Frank Schmidt
         nursery on Aug 24-25 2011
   Findings:
     Increased number of hits but this configuration is
      more sensitive to errors in keeping sensor at
      constant distance from trees.
     Still not able to satisfactorally remove the
      stake from calculation of diameter.
Caliper field tests at J Frank Schmidt
         nursery on Aug 24-25 2011
   Example:
     4 of 23 measurements on one tree
     Stake does not affect any of 23 estimates




                               stake
   Examples of Failures
     3 images of set of 22 estimates
      on another tree
     Stake affects on 6 estimates
     Having large # of estimates is
      important – can compensate for
      errors in detecting stakes
Caliper field tests at J Frank Schmidt
         nursery on Aug 24-25 2011
   Limitation for staked trees
     Need to know the stake’s caliper
     Stake’s caliper must be significant difference than average tree
      caliper (ratio of stake caliper to tree caliper)
     Left figure shows stakes deemed acceptable, right figure shows
      stakes that are not viable.
     Remain unable to measure staked trees regardless.
Commercialization by Crop Tech LLC
Counter Hardware

   2011 Improvements
     Added optics to diffuse laser
      beam (by 5X) to get more
      hits on the trees
     Optics dramatically improve
      performance – accuracy &
      speed of travel possible
Counter Software
   Added Graphic User Interface to include user
    input, pausing and saving data
Adams County Nursery, PA
J Frank Schmidt
   Staked 2 year old red
    pointe maple
   Single row of 708 trees
   ½ - 1 ¼ caliper
   12 inch spacing

Run# Speed     #Trees Count   Err %   Log file
1       3mph   708   681      3.8%    runCounterAt.2011-08-25.18:18:59
2       3mph   708   698      1.4%    runCounterAt.2011-08-25.18:34:24
3       3mph   708   639      9.7%    runCounterAt.2011-08-25.18:56:13
4       3mph   708   696      1.7%    runCounterAt.2011-08-25.19:04:42
5       3mph   708   625      11.7% runCounterAt.2011-08-25.19:13:15
6       3mph   708   716      1.1%    runCounterAt.2011-08-25.19:19:49
J Frank Schmidt
   Staked 2 year old red
    pointe maple
   Single row of 708 trees
   ½ - 1 ¼ caliper
   12 inch spacing

Run# Speed     #Trees Count   Err %   Log file
1       3mph   708   681      3.8%    runCounterAt.2011-08-25.18:18:59
2       3mph   708   698      1.4%    runCounterAt.2011-08-25.18:34:24
3       3mph   708   639      9.7%    runCounterAt.2011-08-25.18:56:13
4       3mph   708   696      1.7%    runCounterAt.2011-08-25.19:04:42
5       3mph   708   625      11.7% runCounterAt.2011-08-25.19:13:15
6       3mph   708   716      1.1%    runCounterAt.2011-08-25.19:19:49
Dave Wilson Nursery, CA

 All almond trees on 5” spacing in row ¼” to 5/16” caliper
 Nonpareil Almond on Nemaguard rootstock (1/4”)
 Wood Colony Almond on Nemaguard (5/16”)
 Honey Royale Almond on Nemaguard (5/16”)



    Speed Run Run   Run   Run   Run   Run   Run   Run   Mean
                                                        Err%
    mph   1   2     3     4     5     6     7     8
    2.5   52   50   53    51    52    -     -     -     3.2
    3.0   51   52   51    53    48    52    49    48    1.0
    4.0   52   51   52    47    -     -     -     -     1.0
    5.0   54   47   50    51    49    48    -     -     0.4
GPS tests for localization
 GPS data recording on rows of tall trees with canopy
  which potentially blocks the view of GPS satellites
 Device:
 ○ U-blox 6T
Location tracking with low-cost GPS

 GPS data is logged with
  cheap(<$300)GPS unit while conducting
  field tasks, such as running caliper or
  counter
 Data is post-processed with correction
  data from US Govt. the day after
  collection
 Field tested in spring (WA) and fall (OR)
Washington Tree Fruit Nursery
        Spring 2010
   Tractor track:
    raw data in
    red
   Processed
    data in green.
J Frank Schmidt Nursery
       Fall, 2011

   Tractor track: raw
    data in red
   Processed data in
    green.
   Processed data
    jumps by 1m
    occasionally due to
    canopy
J Frank Schmidt Nursery
       Fall, 2011
    Tractor’s speed plot: during travel at
     ~3.0 mph
CASC Research Nursery
II, OR
Outreach
   Numerous stakeholder meetings
   Presented to Northwest Nursery Improvement Institute (NNII)
   Demonstration and presentation at Farwest Show
   Research presented to ANLA on ‘Kick the Dirt’ Educational Sessions
   Led education Farwest session on Automation and Technology that
    included presentation from Clark Seavert on value proposition.
Videos
   Counter
     http://youtu.be/DmA_RrgKyqM


   Caliper
     http://youtu.be/OxvGJSZn_s8
Heather Stoven: 503.678.1264 or heather.stoven@oregonstate.edu
Jim Owen’s New Contact
Info
Virginia Polytechnic Institute and State University
Hampton Roads Agricultural Research and Extension Center
1444 Diamond Springs Road, Virginia Beach, VA 23455

Tel:              757.363.3904
Lab:              757.363.3906
Fax:              757.363.3950

Email:            nsy.prod@vt.edu
Skype/Google:     nsy.prod.vt
Web:              www.arec.vaes.vt.edu/hampton-roads/
Update: Automation for Bare Root Ornamental and Fruit Tree Inventory

Contenu connexe

Similaire à Update: Automation for Bare Root Ornamental and Fruit Tree Inventory

Big ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of SydneyBig ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of SydneyAmanda Woods
 
Crop yield prediction.pdf
Crop yield prediction.pdfCrop yield prediction.pdf
Crop yield prediction.pdfssuserb22f5a
 
18. Precision to Digital Agriculture - John Fulton
18. Precision to Digital Agriculture  - John Fulton18. Precision to Digital Agriculture  - John Fulton
18. Precision to Digital Agriculture - John FultonEasternOntarioCropConference
 
Jianqiang Ren_Simulation of regional winter wheat yield by EPIC model.ppt
Jianqiang Ren_Simulation of regional winter wheat yield by EPIC model.pptJianqiang Ren_Simulation of regional winter wheat yield by EPIC model.ppt
Jianqiang Ren_Simulation of regional winter wheat yield by EPIC model.pptgrssieee
 
Reference Strips and Precision Sensors for Nitrogen Management
Reference Strips and Precision Sensors for Nitrogen ManagementReference Strips and Precision Sensors for Nitrogen Management
Reference Strips and Precision Sensors for Nitrogen Managementuiolgawalsh
 
IRJET - Agrotech: Soil Analysis and Crop Prediction
IRJET - Agrotech: Soil Analysis and Crop PredictionIRJET - Agrotech: Soil Analysis and Crop Prediction
IRJET - Agrotech: Soil Analysis and Crop PredictionIRJET Journal
 
Using FME to Refine Electric Company Facility Data
Using FME to Refine Electric Company Facility DataUsing FME to Refine Electric Company Facility Data
Using FME to Refine Electric Company Facility DataSafe Software
 
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben Rosser17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben RosserEasternOntarioCropConference
 
Design and development of calibration Unit for precision planter
Design and development of calibration Unit for precision planterDesign and development of calibration Unit for precision planter
Design and development of calibration Unit for precision planterIJCSEA Journal
 
Landscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura CountyLandscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura CountyEcotrust
 
Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...
Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...
Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...PRBETTER
 
Latest in Machine Learning for Tree Inventories.pdf
Latest in Machine Learning for Tree Inventories.pdfLatest in Machine Learning for Tree Inventories.pdf
Latest in Machine Learning for Tree Inventories.pdfJosh Behounek
 
Identifying and comparing climate and water quality quantification tools
Identifying and comparing climate and water quality quantification toolsIdentifying and comparing climate and water quality quantification tools
Identifying and comparing climate and water quality quantification toolsSoil and Water Conservation Society
 
SWE Presentation Jcon15
SWE Presentation Jcon15SWE Presentation Jcon15
SWE Presentation Jcon15Sara Beery
 
Advances In Digital Automation Within Refining
Advances In Digital Automation Within RefiningAdvances In Digital Automation Within Refining
Advances In Digital Automation Within RefiningJim Cahill
 
The HITMAN system explained
The HITMAN system explainedThe HITMAN system explained
The HITMAN system explainedPeter Carter
 
Commercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systemsCommercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systemsMuhammad Yaseen Aftab
 

Similaire à Update: Automation for Bare Root Ornamental and Fruit Tree Inventory (20)

Big ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of SydneyBig ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of Sydney
 
Crop yield prediction.pdf
Crop yield prediction.pdfCrop yield prediction.pdf
Crop yield prediction.pdf
 
18. Precision to Digital Agriculture - John Fulton
18. Precision to Digital Agriculture  - John Fulton18. Precision to Digital Agriculture  - John Fulton
18. Precision to Digital Agriculture - John Fulton
 
Jianqiang Ren_Simulation of regional winter wheat yield by EPIC model.ppt
Jianqiang Ren_Simulation of regional winter wheat yield by EPIC model.pptJianqiang Ren_Simulation of regional winter wheat yield by EPIC model.ppt
Jianqiang Ren_Simulation of regional winter wheat yield by EPIC model.ppt
 
Reference Strips and Precision Sensors for Nitrogen Management
Reference Strips and Precision Sensors for Nitrogen ManagementReference Strips and Precision Sensors for Nitrogen Management
Reference Strips and Precision Sensors for Nitrogen Management
 
IRJET - Agrotech: Soil Analysis and Crop Prediction
IRJET - Agrotech: Soil Analysis and Crop PredictionIRJET - Agrotech: Soil Analysis and Crop Prediction
IRJET - Agrotech: Soil Analysis and Crop Prediction
 
Big data implications - Terry Griffin - 6
Big data implications - Terry Griffin - 6Big data implications - Terry Griffin - 6
Big data implications - Terry Griffin - 6
 
Using FME to Refine Electric Company Facility Data
Using FME to Refine Electric Company Facility DataUsing FME to Refine Electric Company Facility Data
Using FME to Refine Electric Company Facility Data
 
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben Rosser17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
 
July 30-150-Mindy Selman
July 30-150-Mindy SelmanJuly 30-150-Mindy Selman
July 30-150-Mindy Selman
 
Design and development of calibration Unit for precision planter
Design and development of calibration Unit for precision planterDesign and development of calibration Unit for precision planter
Design and development of calibration Unit for precision planter
 
Landscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura CountyLandscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura County
 
Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...
Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...
Better Hackathon 2020 - WFP - Enhancing Agricultural Mapping With BETTER Pipe...
 
Latest in Machine Learning for Tree Inventories.pdf
Latest in Machine Learning for Tree Inventories.pdfLatest in Machine Learning for Tree Inventories.pdf
Latest in Machine Learning for Tree Inventories.pdf
 
Identifying and comparing climate and water quality quantification tools
Identifying and comparing climate and water quality quantification toolsIdentifying and comparing climate and water quality quantification tools
Identifying and comparing climate and water quality quantification tools
 
SWE Presentation Jcon15
SWE Presentation Jcon15SWE Presentation Jcon15
SWE Presentation Jcon15
 
Advances In Digital Automation Within Refining
Advances In Digital Automation Within RefiningAdvances In Digital Automation Within Refining
Advances In Digital Automation Within Refining
 
The HITMAN system explained
The HITMAN system explainedThe HITMAN system explained
The HITMAN system explained
 
Commercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systemsCommercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systems
 
Precision ag back to basics
Precision ag back to basicsPrecision ag back to basics
Precision ag back to basics
 

Plus de Comprehensive Automation for Specialty Crops

Plus de Comprehensive Automation for Specialty Crops (20)

Automatic Monitoring of Insect Populations
Automatic Monitoring of Insect PopulationsAutomatic Monitoring of Insect Populations
Automatic Monitoring of Insect Populations
 
Vacuum Apple Harvester
Vacuum Apple HarvesterVacuum Apple Harvester
Vacuum Apple Harvester
 
Specialty Crop Market Opportunity
Specialty Crop Market OpportunitySpecialty Crop Market Opportunity
Specialty Crop Market Opportunity
 
A Redesigned Electronic Insect Trap for Automated Monitoring of Lepidoptera i...
A Redesigned Electronic Insect Trap for Automated Monitoring of Lepidoptera i...A Redesigned Electronic Insect Trap for Automated Monitoring of Lepidoptera i...
A Redesigned Electronic Insect Trap for Automated Monitoring of Lepidoptera i...
 
Distributed Sensing in Horticultural Environments
Distributed Sensing in Horticultural EnvironmentsDistributed Sensing in Horticultural Environments
Distributed Sensing in Horticultural Environments
 
Developments in Technology and Automation for Tree Fruit
Developments in Technology and Automation for Tree FruitDevelopments in Technology and Automation for Tree Fruit
Developments in Technology and Automation for Tree Fruit
 
Development of an Autonomous Sensing and Positioning System for Use With Frui...
Development of an Autonomous Sensing and Positioning System for Use With Frui...Development of an Autonomous Sensing and Positioning System for Use With Frui...
Development of an Autonomous Sensing and Positioning System for Use With Frui...
 
CASC Team Showcase: Sociological Implications
CASC Team Showcase: Sociological ImplicationsCASC Team Showcase: Sociological Implications
CASC Team Showcase: Sociological Implications
 
Novel Approaches to Bin Filling
Novel Approaches to Bin FillingNovel Approaches to Bin Filling
Novel Approaches to Bin Filling
 
CASC Showcase 2010 05 20
CASC Showcase 2010 05 20CASC Showcase 2010 05 20
CASC Showcase 2010 05 20
 
On-the-fly Tree Counting and Caliper Measure
On-the-fly Tree Counting and Caliper MeasureOn-the-fly Tree Counting and Caliper Measure
On-the-fly Tree Counting and Caliper Measure
 
Using Surveys to Overcome Obstacles to Specialty Crop Industry Adoption of Au...
Using Surveys to Overcome Obstacles to Specialty Crop Industry Adoption of Au...Using Surveys to Overcome Obstacles to Specialty Crop Industry Adoption of Au...
Using Surveys to Overcome Obstacles to Specialty Crop Industry Adoption of Au...
 
Accurate GPS-free Positioning of Utility Vehicles for Specialty Agriculture
Accurate GPS-free Positioning of Utility Vehicles for Specialty AgricultureAccurate GPS-free Positioning of Utility Vehicles for Specialty Agriculture
Accurate GPS-free Positioning of Utility Vehicles for Specialty Agriculture
 
Improving Orchard Efficiency with Autonomous Utility Vehicles
Improving Orchard Efficiency with Autonomous Utility VehiclesImproving Orchard Efficiency with Autonomous Utility Vehicles
Improving Orchard Efficiency with Autonomous Utility Vehicles
 
Innovative ThinKing
Innovative ThinKingInnovative ThinKing
Innovative ThinKing
 
The Technology Collaborative Project:Sensor Networks for Disease Management i...
The Technology Collaborative Project:Sensor Networks for Disease Management i...The Technology Collaborative Project:Sensor Networks for Disease Management i...
The Technology Collaborative Project:Sensor Networks for Disease Management i...
 
Preliminary Trial: The WeedSeeker
Preliminary Trial: The WeedSeekerPreliminary Trial: The WeedSeeker
Preliminary Trial: The WeedSeeker
 
Towards Automated Detection of Stress in Tree Fruit Production
Towards Automated Detection of Stress in Tree Fruit ProductionTowards Automated Detection of Stress in Tree Fruit Production
Towards Automated Detection of Stress in Tree Fruit Production
 
Developments in Technology and Automation for Tree Fruit
Developments in Technology and Automation for Tree FruitDevelopments in Technology and Automation for Tree Fruit
Developments in Technology and Automation for Tree Fruit
 
Proposing a Large SCRI Grant
Proposing a Large SCRI GrantProposing a Large SCRI Grant
Proposing a Large SCRI Grant
 

Dernier

Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...apidays
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Principled Technologies
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 

Dernier (20)

Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 

Update: Automation for Bare Root Ornamental and Fruit Tree Inventory

  • 1. Update: Automation for Bare Root Ornamental and Fruit Tree Inventory J.S. Owen Jr., W. Shi, H.M. Stoven, S. Singh, K. Lewis, S. Doane, M. Bergerman
  • 2. Caliper, Counter and GPS tracking - Year 3 report  Review of goals  What is new with Caliper  What is new with Counter  Location tracking with inexpensive GPS  Caliper, Counter and GPS field testing and demo in WA, OR and CA  Outreach  Barriers to adoption / Economics analysis
  • 3. 3-year goals Activities Deliverables Success Criteria 1a. Redesign and reimplement 1a. New on-the-fly caliper 1. Caliper measurements within on-the-fly caliper device 1b. Report on the comparison of 1/8” (3 ) of staked bare root 1b. Design and construct 3-point caliper device data to actual in fruit, flowering, and shade trees hitch for caliper in-field testing WA and OR for bare-root at 6” (±2”) above the graft union fruit, flowering, and shade trees or soil travelling 3 mph or greater using a 3-point hitch 2. Continue refinement and 2. Report on the comparison of 2a. Count trees greater than ¼” integration of counter device to counter device data to actual in (6 mm) caliper with 96% count bare-root fruit, flowering, WA and OR for bare-root accuracy at 3 mph or greater and shade trees before harvest; fruit, flowering, and shade trees 2b. Count trees greater that ½” all in-field tests conducted using (13 mm) caliper with 98% existing, on-farm equipment accuracy at 5 mph or greater while conducting simultaneous production-related tasks 3. Conduct field tests in WA and 3. Reports of tests conducted 3. Repeated trials, day and OR at night and day using 3- night, at OR and WA nurseries point hitch implemented and reported 4. Identify hardware or software 4. Low-cost counter device with 4. Counter device sale price < needed for integration of integrated electronics and $2,000 device(s) that lead to successful processing commercialization
  • 4. Caliper - Field  New caliper design and built to overcome stake  Design and fabricate 3-point hitch for caliper in-field testing  Caliper measurements need to be determined at:  distance of 10 to 20” from tree  6” (±2”) above the graft union or soil travelling  travelling 3 mph  Caliper measurements within 1/8” of staked bare root fruit, flowering, and shade trees
  • 5. Counter - Field  Purchase 2 new counters operated by netbook  Imputable size info to increase accuracy?  Design and fabricate dual mount for counters on:  Tractor  ATV  Count trees greater than ¼” (6 mm) caliper with 96% accuracy at 3 mph or greater  Count trees greater that ½” (13 mm) caliper with 98% accuracy at 5 mph or greater
  • 6. Caliper Hardware  A new caliper  Low power, sharper lasers  Reduced laser baseline  New steel casing  Improved existing caliper  Sharper lasers  More accurate calibration  Wide field of view
  • 7. Caliper Software  Completely rewrote to improve efficiency – can process caliper estimation at 60 times per second (60 Hz from 7 Hz last year)  Added process to handle trees with stakes  Created 2 versions – field and warehouse calipers  Added Graphic User Interface (GUI) and features based on grower feedback
  • 8. Warehouse Caliper GUI  User can specify info such as location, tree, grading and bin capacity  Logs data, show running status  Shows bin count and alerts user when bin is full
  • 9. Field Caliper GUI  User can specify if stakes are used and diameter of stake  Reports optimum measuring distance range and maximum allowed traveling speed to ensure adequate estimates per tree (approx. 12)
  • 10. Caliper field tests J Frank Schmidt Nursery, OR  Caliper mounted at the front of tractor
  • 11. Caliper field tests at J Frank Schmidt nursery on Aug 24-25 2011  Caliper testing scenario:  Testing on Red Pointe Maple, 2 years old  100 trees measured, total length 112 feet  ~12 inch spacing in between trees  Trees staked with metal stakes (0.25 in)  Runs at 1 mph, 2 mph and 3 mph  Manually measured the caliper of 100 trees as Ground Truth
  • 12. Caliper field tests J Frank Schmidt Aug 24-25 2011
  • 13. Caliper field tests at J Frank Schmidt nursery on Aug 24-25 2011  Findings:  Increased number of hits but this configuration is more sensitive to errors in keeping sensor at constant distance from trees.  Still not able to satisfactorally remove the stake from calculation of diameter.
  • 14. Caliper field tests at J Frank Schmidt nursery on Aug 24-25 2011  Example:  4 of 23 measurements on one tree  Stake does not affect any of 23 estimates stake
  • 15. Examples of Failures  3 images of set of 22 estimates on another tree  Stake affects on 6 estimates  Having large # of estimates is important – can compensate for errors in detecting stakes
  • 16. Caliper field tests at J Frank Schmidt nursery on Aug 24-25 2011  Limitation for staked trees  Need to know the stake’s caliper  Stake’s caliper must be significant difference than average tree caliper (ratio of stake caliper to tree caliper)  Left figure shows stakes deemed acceptable, right figure shows stakes that are not viable.  Remain unable to measure staked trees regardless.
  • 17.
  • 18.
  • 20.
  • 21. Counter Hardware  2011 Improvements  Added optics to diffuse laser beam (by 5X) to get more hits on the trees  Optics dramatically improve performance – accuracy & speed of travel possible
  • 22. Counter Software  Added Graphic User Interface to include user input, pausing and saving data
  • 24. J Frank Schmidt  Staked 2 year old red pointe maple  Single row of 708 trees  ½ - 1 ¼ caliper  12 inch spacing Run# Speed #Trees Count Err % Log file 1 3mph 708 681 3.8% runCounterAt.2011-08-25.18:18:59 2 3mph 708 698 1.4% runCounterAt.2011-08-25.18:34:24 3 3mph 708 639 9.7% runCounterAt.2011-08-25.18:56:13 4 3mph 708 696 1.7% runCounterAt.2011-08-25.19:04:42 5 3mph 708 625 11.7% runCounterAt.2011-08-25.19:13:15 6 3mph 708 716 1.1% runCounterAt.2011-08-25.19:19:49
  • 25. J Frank Schmidt  Staked 2 year old red pointe maple  Single row of 708 trees  ½ - 1 ¼ caliper  12 inch spacing Run# Speed #Trees Count Err % Log file 1 3mph 708 681 3.8% runCounterAt.2011-08-25.18:18:59 2 3mph 708 698 1.4% runCounterAt.2011-08-25.18:34:24 3 3mph 708 639 9.7% runCounterAt.2011-08-25.18:56:13 4 3mph 708 696 1.7% runCounterAt.2011-08-25.19:04:42 5 3mph 708 625 11.7% runCounterAt.2011-08-25.19:13:15 6 3mph 708 716 1.1% runCounterAt.2011-08-25.19:19:49
  • 26.
  • 27. Dave Wilson Nursery, CA  All almond trees on 5” spacing in row ¼” to 5/16” caliper  Nonpareil Almond on Nemaguard rootstock (1/4”)  Wood Colony Almond on Nemaguard (5/16”)  Honey Royale Almond on Nemaguard (5/16”) Speed Run Run Run Run Run Run Run Run Mean Err% mph 1 2 3 4 5 6 7 8 2.5 52 50 53 51 52 - - - 3.2 3.0 51 52 51 53 48 52 49 48 1.0 4.0 52 51 52 47 - - - - 1.0 5.0 54 47 50 51 49 48 - - 0.4
  • 28.
  • 29. GPS tests for localization  GPS data recording on rows of tall trees with canopy which potentially blocks the view of GPS satellites  Device: ○ U-blox 6T
  • 30. Location tracking with low-cost GPS  GPS data is logged with cheap(<$300)GPS unit while conducting field tasks, such as running caliper or counter  Data is post-processed with correction data from US Govt. the day after collection  Field tested in spring (WA) and fall (OR)
  • 31.
  • 32. Washington Tree Fruit Nursery Spring 2010  Tractor track: raw data in red  Processed data in green.
  • 33. J Frank Schmidt Nursery Fall, 2011  Tractor track: raw data in red  Processed data in green.  Processed data jumps by 1m occasionally due to canopy
  • 34. J Frank Schmidt Nursery Fall, 2011  Tractor’s speed plot: during travel at ~3.0 mph
  • 36. Outreach  Numerous stakeholder meetings  Presented to Northwest Nursery Improvement Institute (NNII)  Demonstration and presentation at Farwest Show  Research presented to ANLA on ‘Kick the Dirt’ Educational Sessions  Led education Farwest session on Automation and Technology that included presentation from Clark Seavert on value proposition.
  • 37. Videos  Counter  http://youtu.be/DmA_RrgKyqM  Caliper  http://youtu.be/OxvGJSZn_s8
  • 38. Heather Stoven: 503.678.1264 or heather.stoven@oregonstate.edu
  • 39. Jim Owen’s New Contact Info Virginia Polytechnic Institute and State University Hampton Roads Agricultural Research and Extension Center 1444 Diamond Springs Road, Virginia Beach, VA 23455 Tel: 757.363.3904 Lab: 757.363.3906 Fax: 757.363.3950 Email: nsy.prod@vt.edu Skype/Google: nsy.prod.vt Web: www.arec.vaes.vt.edu/hampton-roads/

Notes de l'éditeur

  1. 83 to 87% accuracy