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1 Precision Forestry: New Developments in Site-Specific Forest Management Precision Forestry: Precision Forestry: New Developments in Site New Developments in Site- Specific Specific Forest Management Forest Management Steve Taylor, Tim McDonald, John Fulton Mathew Smidt, Tom Gallagher, Puneet Srivastava Auburn University Steve Taylor, Tim McDonald, John Fulton Mathew Smidt, Tom Gallagher, Puneet Srivastava Auburn University Frank Corley Woodlands Specialists Frank Corley Woodlands Specialists Presentation Outline Presentation Outline Brief Review of “Precision Agriculture” Review of “Precision Forestry” Concepts Overview of Developments at Auburn Brief Review of “Precision Agriculture” Review of “Precision Forestry” Concepts Overview of Developments at Auburn GPS, GIS and other geospatial technologies are driving “Precision Agriculture” GPS, GIS and other geospatial technologies are driving “Precision Agriculture” As the product is harvested, sensors measure yield and location As the product is harvested, sensors measure yield and location Yield Monitoring Yield Monitoring Yield data are used to develop a yield map Yield data are used to develop a yield map Yield Mapping Yield Mapping Yield maps illustrate: Yield maps illustrate: Yield variation in the field Potential causes of yield variation Soil type differences Fertility differences Weed control issues Soil moisture characteristics Soil compaction Equipment malfunction Yield variation in the field Potential causes of yield variation Soil type differences Fertility differences Weed control issues Soil moisture characteristics Soil compaction Equipment malfunction

Precision Forestry: New Developments in Site-Specific … · 2018-06-08 · Precision Forestry: New Developments in Site-Specific Forest Management Steve Taylor, ... Yield Monitoring

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Precision Forestry: New Developments in Site-Specific Forest Management

Precision Forestry: Precision Forestry: New Developments in SiteNew Developments in Site--Specific Specific Forest ManagementForest ManagementSteve Taylor, Tim McDonald, John FultonMathew Smidt, Tom Gallagher, Puneet SrivastavaAuburn University

Steve Taylor, Tim McDonald, John FultonMathew Smidt, Tom Gallagher, Puneet SrivastavaAuburn University

Frank CorleyWoodlands Specialists

Frank CorleyWoodlands Specialists

Presentation Outline Presentation Outline

• Brief Review of “Precision Agriculture”

• Review of “Precision Forestry” Concepts

• Overview of Developments at Auburn

• Brief Review of “Precision Agriculture”

• Review of “Precision Forestry” Concepts

• Overview of Developments at Auburn

GPS, GIS and other geospatial technologies are driving “Precision Agriculture”

GPS, GIS and other geospatial technologies are driving “Precision Agriculture” • As the

product is harvested, sensors measure yield and location

• As the product is harvested, sensors measure yield and location

Yield MonitoringYield Monitoring

• Yield data are used to develop a yield map• Yield data are used to develop a yield map

Yield MappingYield Mapping Yield maps illustrate:Yield maps illustrate:

• Yield variation in the field

• Potential causes of yield variation– Soil type differences

– Fertility differences

– Weed control issues

– Soil moisture characteristics

– Soil compaction

– Equipment malfunction

• Yield variation in the field

• Potential causes of yield variation– Soil type differences

– Fertility differences

– Weed control issues

– Soil moisture characteristics

– Soil compaction

– Equipment malfunction

2

Phosphorous• Variation in growth and yield

• Variation in growth and yield

Soil fertility maps explain:Soil fertility maps explain: Using GPS for Guidance and ControlUsing GPS for Guidance and Control

• GPS and Variable Rate Controllers can control application of herbicides, insecticides, fertilizers, etc.

• Based on pre-defined management zones

• GPS and Variable Rate Controllers can control application of herbicides, insecticides, fertilizers, etc.

• Based on pre-defined management zones

Variable rate operationVariable rate operation

• Variable Rate Controllers customize fertilizer application rate for each of the management zones in the field and adjust for changes in ground speed

• Variable Rate Controllers customize fertilizer application rate for each of the management zones in the field and adjust for changes in ground speed

PhosphorousNew New

Applications in Applications in machine machine guidance:guidance:

GPSGPS--based based steering system steering system

3

GPSGPS--based based steering system steering system for subsequent for subsequent

operations operations based on based on

original map original map created during created during

tillage or tillage or plantingplanting

Profit MapProfit Map

““Precision ForestryPrecision Forestry”” ““Precision ForestryPrecision Forestry””• Precision Forestry is the use of geospatial-

based tools and technologies

• for planning and conducting site-specific and condition-specific forest management activities and operations

• to improve wood product quality and utilization, reduce waste, increase profits, and maintain environmental quality

• Precision Forestry is the use of geospatial-based tools and technologies

• for planning and conducting site-specific and condition-specific forest management activities and operations

• to improve wood product quality and utilization, reduce waste, increase profits, and maintain environmental quality

• Three main areas of Precision Forestry:• Three main areas of Precision Forestry:

1. Using geospatial-information to assist forest management and planning

2. Site-specific silvicultural operations • site preparation

• regeneration

• stand management

3. Advanced technology to meet market demands

• product identification during harvest• optimizing transportation systems

1. Using geospatial-information to assist forest management and planning

2. Site-specific silvicultural operations • site preparation

• regeneration

• stand management

3. Advanced technology to meet market demands

• product identification during harvest• optimizing transportation systems

Site-Specific InformationSite-Specific Information• Users

– Landowners– Consultants– Contractors

• Information– Verification of provided services– Input to management decisions– Audits for SFI compliance– Certification

• Users– Landowners– Consultants– Contractors

• Information– Verification of provided services– Input to management decisions– Audits for SFI compliance– Certification

4

Precision Forestry at Auburn• Goal

– Develop geospatial technologies to acquire site-specific data to help landowners, foresters, loggers, etc. improve forest management decisions for reducing costs while increasing productivity.

• Establishing appropriate practices to control costs and inputs

• Using geospatial data for adaptive management– Automated data collection– Adjust inputs or practices based on geospatial data

• Goal– Develop geospatial technologies to acquire site-

specific data to help landowners, foresters, loggers, etc. improve forest management decisions for reducing costs while increasing productivity.

• Establishing appropriate practices to control costs and inputs

• Using geospatial data for adaptive management– Automated data collection– Adjust inputs or practices based on geospatial data

1. Using geospatial-information to assist forest management and planning

1. Using geospatial-information to assist forest management and planning

• Includes many current forest management activities that employ geospatial technologies as management tools

• Site-specific emphasis

• Includes many current forest management activities that employ geospatial technologies as management tools

• Site-specific emphasis

• GPS receivers placed on feller bunchers and skidders

• Position data recorded during harvest operations

• GPS receivers placed on feller bunchers and skidders

• Position data recorded during harvest operations

Mapping Harvesting Traffic ImpactsMapping Harvesting Traffic Impacts Skidder Traffic Density Map

Untrafficked AreaUntrafficked AreaUntrafficked AreaUntrafficked Area

5

Untrafficked AreaUntrafficked Area Machine PathMachine Path

Automated Time Study

• Two stages:– ‘State’ changes

• Reversal in direction• Cross a boundary

– Sequences of states• Leave ‘deck’ polygon, reverse direction = travel

empty

Automating Time Study

• At least 90 percent success rate in identifying skidder cycles

• Can measure:– Elemental times– Distance

Time Study of Feller-Bunchers

• Not just position• Need to know

– When tree cut– When and where laid

down• GPS + other

instrumentation

Additional Instrumentation

6

Time Study Results

• 238 of 240 trees cut detected

• 47 cycles (cut/dump) - 53 detected

010

20

30

40

50

60

Perc

dent

of C

ycle

s

< -2 -1 0 1 > 2

Difference in Number of Trees Per Cycle

2.7Aug 6

1.6Aug 6

1.3Aug 7

1.7Aug 9 (PM)

1.9Aug 9 (AM)

AVG Speed (MPH)

D6

Mapping mechanicalsite preparation operations

Mapping mechanicalsite preparation operations

Mapping mechanical site preparation operations

Commercial GPSCommercial GPS--based mapping based mapping

of site of site preparationpreparation

Productivity Productivity measurement of site measurement of site

preparation operationspreparation operations

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PLOW DOWN

PLOW UP

PLOW DOWN

PLOW UP

Location of delimbing area during harvesting operation

Location of delimbing area during harvesting operationLocation of wet

areaLocation of wet area

Productivity measurement of site Productivity measurement of site preparation operationspreparation operations

7

Time

(min)

TimeTime

(min)(min)Percent of TimePercent Percent of Timeof Time

TurningTurningTurning

PlowingPlowingPlowing

Avoiding ObstaclesAvoiding Avoiding ObstaclesObstacles

StoppedStoppedStopped

223223223 61%61%61%

110110110 30%30%30%

202020 5%5%5%

141414 4%4%4%

Time Element

Time Time ElementElement

Productivity measurement of site preparationProductivity measurement of site preparation Yield Maps in Forestry?Yield Maps in Forestry?• Can we develop and use

yield maps in silvicultural operations?

• Cut-to-length vs. tree-length harvesting systems

• Can we develop and use yield maps in silvicultural operations?

• Cut-to-length vs. tree-length harvesting systems

Cut-to-Length harvesting equipment is already equipped with sensors for log diameter and length.

Using volume and GPS location, we can develop the yield map.

Cut-to-Length harvesting equipment is already equipped with sensors for log diameter and length.

Using volume and GPS location, we can develop the yield map.

Current research at Auburn has developed yield sensors for use by feller-bunchers.

Optical sensors in felling head measure tree diameter

Current research at Auburn has developed yield sensors for use by feller-bunchers.

Optical sensors in felling head measure tree diameter

+5v

4741 opamp

+

-

7414 Schmitt trigger

Retriggerablemonostable

multivibrator74123

Optical Diameter Sensor DevelopmentOptical Diameter Sensor Development Prototype Sensor TestingPrototype Sensor Testing

8

Prototype Sensor Field TestingPrototype Sensor Field TestingTest Stand for Yield Mapping

• ~9 ac. site• Located north of

Auburn at Caterpillar Forest Pro Training Center

• Hand and sensor measurement of DBH

• Generation of a “yield” map

Test Stand - Topography

52 ft elevation change

Test Stand Map

Merchantable Timber Map Merchantable Timber Assessment

58.2 ftAVG Height

146 ft2/acBasal Area

Variable

9.4 inchesAVG DBH

291 trees/acStand Density

6.0 - 20.4 inchesRange of DBH

Additional data:Harvest rate

Machine audit

Electronic file of harvest

9

Value Map $13.74 per treeAVG Value

$19,809Total Value Next Steps in Yield MappingNext Steps in Yield Mapping

• Extensive field testing of optical sensor

• Testing of different sensing techniques

• Refinement of yield mapping methods

• Extension activities to transfer technology to loggers and landowners

• Extensive field testing of optical sensor

• Testing of different sensing techniques

• Refinement of yield mapping methods

• Extension activities to transfer technology to loggers and landowners

2. Site-specific silvicultural operations2. Site-specific silvicultural operationsUsing GPS, GIS, and variable rate controllers to assist in regeneration (site preparation, planting), thinning, harvesting,etc.

Using GPS, GIS, and variable rate controllers to assist in regeneration (site preparation, planting), thinning, harvesting,etc.

• More efficient herbicide and fertilizer application

• Marking tree location for planting and subsequent operations

• “Smart” backpack spraying systems

• “Smart” hand planting systems

• More efficient herbicide and fertilizer application

• Marking tree location for planting and subsequent operations

• “Smart” backpack spraying systems

• “Smart” hand planting systems

Site-specific herbicide applicationSite-specific herbicide application

• Banded spraying and variable-rate technology

• Manual or Automated control

• Banded spraying and variable-rate technology

• Manual or Automated control

Site-specific herbicide applicationSite-specific herbicide application

• Pre-plant:

• Banded spraying

• Variable-rate technology

• Marks location of trees

• Pre-plant:

• Banded spraying

• Variable-rate technology

• Marks location of trees

As-applied map of herbicide applicationAs-applied map of herbicide application

Owner GIS Herbicide Tractor GPS82 79 77

Acres

10

WS Sprayer WS Sprayer –– banded spraying configurationbanded spraying configuration

WS SprayerWS Sprayer• Control system monitors navigation and

chemical injection

• GPS determines machine speed and location

• Controller monitors water flow rate, chemical application rate

• Map display and light bar used for guidance

• “As-applied” maps can be downloaded for import to GIS

• Control system monitors navigation and chemical injection

• GPS determines machine speed and location

• Controller monitors water flow rate, chemical application rate

• Map display and light bar used for guidance

• “As-applied” maps can be downloaded for import to GIS

“As-applied”map shows areas sprayed

“As-applied”map shows areas sprayed

11

Backpack ConcernsBackpack ConcernsBarriers

• Worker Safety & Compliance– Walking Through the

Contaminated Vegetation All Day (Reentry Issues)

– Improper Personal Protective Equipment

• Quality Issues– Ground Speed– Skips and Double Sprayed Rows– Tank Mix Not Correct– Dumping Product– Wand Height Not Correct

Barriers• Worker Safety & Compliance

– Walking Through the Contaminated Vegetation All Day (Reentry Issues)

– Improper Personal Protective Equipment

• Quality Issues– Ground Speed– Skips and Double Sprayed Rows– Tank Mix Not Correct– Dumping Product– Wand Height Not Correct

Solutions+ Meet and exceed all standards for safety

- Nozzle at the rear of sprayer- Battery-powered pump unit at same weight to decrease

worker energy output requirements- High-quality backpack frame and harness available

+ Use GPS data collection for worker production

+ Quality issues- Real-time ground speed feedback for worker- Data collection for evaluating and reporting actual ground

speed, product dumping, skips, and double sprayedrows

- Rear adjustable fix mount wand to assure proper wandheight

Solutions+ Meet and exceed all standards for safety

- Nozzle at the rear of sprayer- Battery-powered pump unit at same weight to decrease

worker energy output requirements- High-quality backpack frame and harness available

+ Use GPS data collection for worker production

+ Quality issues- Real-time ground speed feedback for worker- Data collection for evaluating and reporting actual ground

speed, product dumping, skips, and double sprayedrows

- Rear adjustable fix mount wand to assure proper wandheight

“SmartPack” Solutions“SmartPack” Solutions

SmartPackSmartPack

Contractor

9/15/2004Data of Application

7.0 acresTotal Acres Covered

25.56 oz/acre Velpar2.13 oz/acre Spyder

Amount of Product Used

SmartPack Activity Report (Landowner)

SmartPack Activity Report (Landowner)

Example SmartPack DataExample SmartPack Data

Treated Gross

Gross Acres per Man Hour Average

% of Time Within 15% of Target Speed

Actual oz/acre Spyder

Actual oz/acre Velpar L

Jeronimo Rodriquez 2 6 8,352 164 2% 2.3 5.5 1.2 2.2 85% 2.17 26.04

Arcadio Perez 3 6 10,061 390 4% 2.8 6.7 1.5 2.1 84% 1.80 21.61

Marcos Pastor 4 6 7,490 74 1% 2.1 5.0 1.1 2.1 83% 2.42 29.03

18 25,903 628 2% 7.0 16.9 1.3 2.1 84% 2.13 25.56

WorkerSmart Pack #

# of Back Packs

Sprayed

Totals

HerbicibeSpeed (Target 2.5MPH)Feet of

Row Sprayed

Feet of Row

Double Sprayed

Acres% Row Double Sprayed

“Smart” Hand Planting“Smart” Hand Planting• Spatially marking trees during planting using

GPS and sensors on dibble

• Spatial inventory of trees planted

• Quality assurance data for landowner– Planting density

– Within-row spacing

– Row spacing

– Errors

• Worker payment (trees/day)

• Survival rates

• Patent pending

• Spatially marking trees during planting using GPS and sensors on dibble

• Spatial inventory of trees planted

• Quality assurance data for landowner– Planting density

– Within-row spacing

– Row spacing

– Errors

• Worker payment (trees/day)

• Survival rates

• Patent pending

12

Quality Assurance Data for LandownerQuality Assurance Data for Landowner• Target

– 545 trees/ac– Tree spacing = 6 ft– Row spacing = 12 ft

• Target– 545 trees/ac– Tree spacing = 6 ft– Row spacing = 12 ft

• Actual– 551.7 trees/ac (CV = 12%)– Tree spacing = 6.2 ft (CV = 18%)– Row spacing = 11.3 ft (CV = 24%)

• Actual– 551.7 trees/ac (CV = 12%)– Tree spacing = 6.2 ft (CV = 18%)– Row spacing = 11.3 ft (CV = 24%)

As-Planted and SmartPackApplication Map

As-Planted and SmartPackApplication Map

How do we use yield maps?How do we use yield maps?

• How can we use yield maps in the next rotation?

• Site-specific fertilization

• Site-specific herbicide application

• Site-specific planting density

• How can we use yield maps in the next rotation?

• Site-specific fertilization

• Site-specific herbicide application

• Site-specific planting density

Management philosophies for site-specific silvicultural operations

Management philosophies for site-specific silvicultural operations

• Manage soil fertility to optimize profit

OR

• Manage vegetation to optimize profit

• Manage soil fertility to optimize profit

OR

• Manage vegetation to optimize profit

Phosphorous

Site-specific fertilizationSite-specific fertilization• Yield maps can be combined with soil fertility maps

to develop management zones

• Different rates of fertilizer can be applied at different locations

• Yield maps can be combined with soil fertility maps to develop management zones

• Different rates of fertilizer can be applied at different locations

Phosphorous

Vegetation MappingVegetation Mapping

• Vegetation maps can be used to control herbicide application

• Site-specific herbicide application may offer more opportunities for forest productivity gains

• Vegetation maps can be used to control herbicide application

• Site-specific herbicide application may offer more opportunities for forest productivity gains

13

Competing vegetation may be mapped using Remote Sensing techniques

Competing vegetation may be mapped using Remote Sensing techniques 3. Technology to meet market demands3. Technology to meet market demands

• Product identification in the woods :

• Detect wood quality and determine most appropriate final product

• Combine product identification with market demands to determine optimal transportation scheduling and routing

• Product identification in the woods :

• Detect wood quality and determine most appropriate final product

• Combine product identification with market demands to determine optimal transportation scheduling and routing

Improved Selection of Higher Quality Products

Improved Selection of Higher Quality Products

• Assess mechanical properties of trees at harvest

• Quality map– Stiffness– Defects

• Segregation of trees to different markets

• Assess mechanical properties of trees at harvest

• Quality map– Stiffness– Defects

• Segregation of trees to different markets

Tree-length feller bunchers may be able to measure log stiffness by

ultrasonics or vibration techniques

Tree-length feller bunchers may be able to measure log stiffness by

ultrasonics or vibration techniques

GPS / GIS – based systems can schedule and transport wood directly to optimal processing location.

GPS / GIS – based systems can schedule and transport wood directly to optimal processing location.

SummarySummary

Precision Forestry is :The use of geospatial-based tools for planning and conducting site-specific and forest management activities and operations

Auburn’s goals:Develop technologies for acquiring data to help landowners improve management of their forests

Precision Forestry is :The use of geospatial-based tools for planning and conducting site-specific and forest management activities and operations

Auburn’s goals:Develop technologies for acquiring data to help landowners improve management of their forests

14

SummarySummary

Precision Forestry focus at Auburn:GPS-based tracking and monitoring systems developed and tested in forest operations

• Site preparation and harvesting

• Harvesting impacts on soil compaction measured

Basic components of yield mapping techniques have been developed for tree-length harvesting systems

• Optical diameter sensor developed and tested

• Other sensing systems under development

Precision Forestry focus at Auburn:GPS-based tracking and monitoring systems developed and tested in forest operations

• Site preparation and harvesting

• Harvesting impacts on soil compaction measured

Basic components of yield mapping techniques have been developed for tree-length harvesting systems

• Optical diameter sensor developed and tested

• Other sensing systems under development

SummarySummary

Precision Forestry focus at Auburn:Techniques have been refined for site-specific herbicide and fertilizer application (with industry collaborators)

• Mechanical and manual spraying systems

New technology has been developed for quality assurance in manual tree planting operations

• “Smart” dibble

Precision Forestry focus at Auburn:Techniques have been refined for site-specific herbicide and fertilizer application (with industry collaborators)

• Mechanical and manual spraying systems

New technology has been developed for quality assurance in manual tree planting operations

• “Smart” dibble