SlideShare ist ein Scribd-Unternehmen logo
1 von 5
Downloaden Sie, um offline zu lesen
G I S             Subdivision of large uniform
                   stands    lacking    natural
                   bounding features




96
                                              Karl R. Walters
                                                presenting author

                                             Associate-Remsoft Inc.
                                            620 George Street, Suite 5
                                      Fredericton, NB, CANADA E3B 1K3
                                    (506) 450-1511 email: mail@remsoft.com


   GIS’96                                      Dave Wasgatt
                                      Champion International Corporation
Symposium
                                        Forest Products Technical Center
                                      9485 Regency Square Blvd., Suite 300,
                                     Jacksonville, FL 32225 (904) 727-1100
  Vancouver
British Columbia                                   Abstract
                   Champion International Corporation has adopted new operating practices as
  March 1996       part of its Sustainability and Stewardship (S&S) initiative. Under these new
                   guidelines, restrictions on clearcut size and green-up delays for adjacent
                   forest types present new hurdles to the development of sustainable and
                   spatially feasible harvest plans. To address these difficulties, the Forest
                   Products Technical Center is developing a spatial planning system based on
                   Intergraph GIS, MapInfo desktop mapping and the forest modeling software
                   produced by Remsoft Inc.
                   The difficulty faced in Champion's southeastern regions is that the majority of
                   the forest land has been converted to large, uniform plantations that exceed
                   the maximum opening size restrictions under S&S. In order to use the Remsoft
                   blocking tools effectively, these large tracts need to be subdivided into
                   smaller units. However, since the topography in the area is virtually flat with
                   minimal variation in site quality, natural boundaries could not be used to
                   subdivide plantations. Instead, a systematic method of subdivision had to be
                   developed.
                   In devising the subdivision method, we considered a number of possibilities:
                   conversion of vector maps to raster format, subdivision using Thiessen
                   polygons, overlaying a regular grid of squares, rectangles and hexagons over
                   the area. Each of these methods posed unique difficulties in terms of
                   implementation or suitability to task but the hexagonal grid seems to offer the
                   fewest compromises. Development of the spatial planning system is ongoing.
                   Keywords: spatially constrained harvest scheduling, forest planning.
large, intensively managed plantations. For example,
Introduction                                               the forest used in this case study (from southern
Champion International Corporation has adopted new         Georgia) has an average stand size of several
operating practices as part of its Sustainability and      hundred acres but the desired clearcut block size
Stewardship (S&S) initiative. Under these new              under the S&S guidelines is significantly less. In
guidelines there are restrictions on clearcut size and     order to harvest an entire plantation under the S&S
requirements for green-up delays for adjacent forest       guidelines will require multiple harvests spread over
                                                           a number of years, but subdividing these plantations
 types that pose significant technical hurdles to the      is not easy. The characteristics that made this forest
development of sustainable and spatially feasible          such a good candidate for plantation establishment
harvest plans. To address these new planning               (flat terrain, uniform productive soils) now make it
requirements, the Forest Products Technical Center is      difficult to decide how and where to locate harvest
developing a spatial planning system that will be          blocks. The objective now is to minimize the
deployed throughout Champion’s nine regions across         negative economic impacts of being unable to
the United States. The spatial modeling system will        liquidate the entire plantation at once.
be composed of a strategic forest planning model, a
block harvest scheduling model and desktop mapping         Given that the Stanley model is capable of blocking
software, all linked to the company’s geographic           and scheduling harvest blocks under spatial
information system and forest land database systems.       constraints, we decided that we should subdivide the
In addition to MapInfo desktop mapping software,           large plantations into allocation units that are smaller
Champion is currently evaluating Remsoft’s                 than the maximum opening sizes allowed under S&S.
Woodstock forest modeling system and Stanley               Then, Stanley could be used to group these allocation
block harvest scheduling system for use in the spatial     units into harvest blocks and schedule them for
planning system.                                           harvest in such a way that maximizes present net
                                                           worth while meeting all the opening size and
The Remsoft tools are based on a hierarchical              adjacency constraints. The major difficulty was, how
planning technique described by Jamnick & Walters          large should these allocation units be, and how can
(1993). The first step is to develop a strategic harvest   the subdivision of stands be efficiently done within
schedule that determines the timing and kinds of           the GIS?
silvicultural prescriptions that produce a profitable
and sustainable yield of forest products over time.
The next step is to allocate the silviculture
                                                           Alternative strategies
prescriptions chosen in the initial planning periods of    The solution that first came to mind was to rasterize
the strategic schedule to whole stands, to form            the vector-based maps in the Intergraph system. First
feasible harvest units that closely approximate the        of all, rasterization could be easily implemented with
strategic schedule. Finally, these harvest units are       available software – no additional GIS software
scheduled for harvest under flow and adjacency             would be required. Besides providing a uniform cell
constraints. Smaller harvest units may be combined         size to work with in Stanley, raster maps could be
into a single harvest block if they do not violate         manipulated using efficient map algebra routines for
maximum opening size requirements, and green-up            calculating adjacency and proximity relationships.
delays are imposed for the combined harvest block.         Furthermore, raster-based maps would integrate
Linkage between these steps is provided by the             better with the large quantity of point sampled data in
underlying GIS data – only stands scheduled for            the Champion NOMAD databases. However, several
harvest in the Woodstock model are eligible for            problems with the rasterization approach quickly
blocking and scheduling by Stanley. This approach          surfaced.
has been shown to produce sustainable and spatially
                                                           In order to accurately reflect location of stand
feasible harvests through time (Cogswell 1995).
                                                           boundaries and roads, the required cell size in the
The Remsoft blocking and scheduling model,                 raster would have to be rather small. This has no
Stanley, works by combining smaller stands into            impact on the strategic planning model since it is a
contiguous harvest units. This method of blocking is       stratum-based approach, but small cell sizes
appropriate to Champion’s lands in the Northeast,          dramatically increase the solution time for blocking
where past forest practices, ownership boundaries          and scheduling. Stanley creates blocks by grouping
and terrain differences have resulted in a mosaic of       together allocation units (cells) and thus, decreasing
smaller stands. However, in the Southeast much of          the cell size by half increases the number of cells to
the company’s forest land has been converted to            be allocated by a factor of 4. Furthermore, because
Figure 1. Rasterization of vector-based GIS maps for stand subdivision at different cell resolutions.
the scheduling algorithm exploits growth and yield             allocation units to keep track of.
differences among stands to perturb the solution,
                                                               As Walters (1996) notes in his paper, using a raster
large numbers of identical allocation units increase
                                                               representation brings up the corner-point problem
the number of iterations required to generate an
                                                               and its impacts on blocking. If you consider as
alternative solution. Figure 1 illustrates both how cell
                                                               adjacent cells that are touching at the corner points
size affects spatial resolution and the number of




Figure 2. Corner point adjacencies and resulting non-viable harvest blocks.
only, it is possible to come up with harvest block        effort required to pick out centroids, connect them
configurations like that illustrated in Figure 2.         with line segments and then dissolve those portions
Although the cell arrangements are not violating any      outside the plantation boundaries exceeded the
spatial constraints, the blocks are not easily            resources for this study. Therefore we were left to
implemented as contiguous harvest blocks.         In      consider grid overlays of the forest area.
addition, the large number of adjacencies to be
                                                          One of the advantages of using a grid overlay on a
checked for possible violations adds additional
                                                          vector map is that there is no loss in spatial detail
processing overhead.
                                                          unless sliver reductions are performed. Unlike the
                                                          raster format, a grid overlay subdivides polygons into
                                                          smaller pieces of varying size, the largest of which is
                                                          a complete grid cell. Therefore, a grid cell size of 40
                                                          acres could be employed without problems, whereas
                                                          the resolution of a raster map with such a large cell
                                                          size would be too coarse. Another advantage of the
                                                          grid overlay is that you are not limited to square cells
                                                          – a uniform grid of equilateral triangles, squares or
                                                          rectangles can be used.
                                                          Given that the number of corner point adjacencies is
                                                          related to the number of line intersections within the
Figure 3. A typical stand (plantation) from the           map, overlaying a uniform triangular grid would
Georgia study area (489 acres).                           increase the number of corner point adjacencies by at
Although the plantations in the study area tend to be     least nine-fold and a uniform square grid by a factor
large, they are not uniform, rectangular blocks.          of 4 (Walters 1996). Therefore, we considered using
Instead, they tend to be irregularly shaped with          a 2:1 rectangular grid for two potential advantages
numerous cypress ponds and bays interspersed              (Figure 5).
throughout (Figure 3). In order to subdivide these
stands without incurring the penalties associated with
a raster format, we considered using the ponds and
bays as the focal points for subdivision. By
connecting the centroids from ponds and bays within
a stand, as illustrated in Figure 4, we hoped to create
a mosaic of irregularly shaped allocation units that
would be simple to automate within the GIS as well
as easily implemented on the ground.



                                                          Figure 5. Rectangular grid oriented perpendicular to
                                                          road.
                                                          First, the rectangular grid could be oriented
                                                          perpendicular to the road network which would
                                                          facilitate access to harvest blocks from the road.
                                                          Second, by increasing the size of the cell, the number
                                                          of cells is reduced and thus fewer corner point
                                                          adjacencies are created. Unfortunately, the road
Figure 4. Thiessen polygons generated from centroids      network in the study area is not oriented in any
of ponds and bays.                                        particular direction, and the number of corner-point
                                                          adjacencies generated is still large.
As it turns out, neither the GIS automation nor the
field implementation was feasible. The distribution of    Finally, we decided upon a hexagonal grid that has
ponds and bays resulted in many small stand               the advantage of no corner point adjacencies –
fragments in some areas area and few very large           polygons that are touching share a common arc
patches in others. Furthermore, the programming           (Figure 6). Although overlaying the grid onto stand
                                                          boundaries results in line intersections, at least the
hexagonal grid does not add to the problem with            away with the problem of corner-point adjacencies
corner point adjacencies inherent to the grid it self.     and the difficulties they raise in blocking and
We also decided to limit the grid to plantations and       scheduling, the hexagonal grid produces far fewer of
natural pine stands larger than 60 acres. Since the        them than the alternatives we looked at. Additionally,
other forest types would not be clearcut, they are not     the hexagonal grid was easily implemented and does
subject to the opening size and green-up restrictions      not require a large amount of manual intervention.
and thus subdividing these stands serves no purpose.       We still need to determine an appropriate cell size for
Reducing the extent of the overlay also reduced            the hexagonal grid, one that minimizes the total
processing time and data storage requirements.             number of cells yet still provides a great deal of
                                                           flexibility when blocking and scheduling. This is just
                                                           one of several areas of ongoing study by Remsoft
                                                           and Champion staff.

                                                           Literature cited
                                                           Cogswell, A. 1995. Evaluating the spatial feasibility
                                                              of future timber harvest allocations using a
                                                              repeated planning process. B.Sc.F. thesis,
                                                              University of New Brunswick, Fredericton.
                                                           Jamnick, M.S., and Walters, K.R. 1993. Spatial and
                                                              temporal allocation of stratum-based harvest
                                                              schedules. Can. J. For. Res. 23: 402-413.
Figure 6. Plantation subdivided using 20 acre
hexagonal grid.                                            Walters, K.R. 1996. Defining adjacency and
                                                              proximity of forest stands for harvest blocking.
Since Champion’s target clearcut size is 120 acres,           IN GIS’96 Proceedings. March 18-21, 1996.
we needed to set the grid size smaller than that. For         Vancouver, British Columbia.
this study, we used a grid size of 20 acres which
provides Stanley with sufficient flexibility in            About the authors
configuring allocation units as harvest blocks. Figure
6 illustrates a plantation subdivided using the            Karl Walters is an associate of Remsoft Inc. and is
hexagonal grid. Notice that there are no complete          currently undertaking doctoral studies in forest
hexagons visible because the cypress ponds and bays        management at North Carolina State University.
were not subject to the overlay, and therefore, all of     Dave Wasgatt is the GIS Support Manager at
the allocation units are less than 20 acres.               Champion International Corporation’s Forest
                                                           Products Technical Center in Jacksonville, FL.
Summary
The spatial planning system is still in the early stages
of development. Although Woodstock has been
commercially released, Stanley is still undergoing
development by Remsoft staff. Champion’s FPTC
staff are working at developing consistent GIS
structures for the various regions within the company
and they are trying to simplify links among the
various mainframe, workstation and PC databases
and software tools to facilitate spatial forest
management planning. Although the results from the
Georgia case study are very promising, there remains
a great deal of work to be done in terms of data flow
and user interfaces to make the process much more
streamlined.
Of all the methods to subdivide plantations, the
hexagonal grid seems to offer the fewest
compromises. Although it does not completely do

Weitere ähnliche Inhalte

Ähnlich wie Subdividing Large Uniform Forest Stands for Spatial Harvest Planning

An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...
An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...
An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...KR Walters Consulting Services
 
Spatial forest planning on industrial land: A problem in combinatorial optimi...
Spatial forest planning on industrial land: A problem in combinatorial optimi...Spatial forest planning on industrial land: A problem in combinatorial optimi...
Spatial forest planning on industrial land: A problem in combinatorial optimi...KR Walters Consulting Services
 
A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...
A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...
A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...KR Walters Consulting Services
 
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...butest
 
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...butest
 
Field Programmable Gate Array for Data Processing in Medical Systems
Field Programmable Gate Array for Data Processing in Medical SystemsField Programmable Gate Array for Data Processing in Medical Systems
Field Programmable Gate Array for Data Processing in Medical SystemsIOSR Journals
 
Scrutinizing mapreduce mechanism with orientation to refine the productivity
Scrutinizing mapreduce mechanism with orientation to refine the productivityScrutinizing mapreduce mechanism with orientation to refine the productivity
Scrutinizing mapreduce mechanism with orientation to refine the productivityeSAT Journals
 
Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...
Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...
Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...IRJET Journal
 
A scalable tile based framework for region-merging segmentation
A scalable tile based framework for region-merging segmentationA scalable tile based framework for region-merging segmentation
A scalable tile based framework for region-merging segmentationI3E Technologies
 
Schumann, a modeling framework for supply chain management under uncertainty
Schumann, a modeling framework for supply chain management under uncertaintySchumann, a modeling framework for supply chain management under uncertainty
Schumann, a modeling framework for supply chain management under uncertaintySSA KPI
 
Stratavault™ - Leading the Way in Advanced Structural Soil Cells
Stratavault™ - Leading the Way in Advanced Structural Soil CellsStratavault™ - Leading the Way in Advanced Structural Soil Cells
Stratavault™ - Leading the Way in Advanced Structural Soil CellsBen Gooden
 
Distributed Feature Selection for Efficient Economic Big Data Analysis
Distributed Feature Selection for Efficient Economic Big Data AnalysisDistributed Feature Selection for Efficient Economic Big Data Analysis
Distributed Feature Selection for Efficient Economic Big Data AnalysisIRJET Journal
 
Shadow Removal of Individual Tree Crowns in a High Resolution Satellite Imagery
Shadow Removal of Individual Tree Crowns in a High Resolution Satellite ImageryShadow Removal of Individual Tree Crowns in a High Resolution Satellite Imagery
Shadow Removal of Individual Tree Crowns in a High Resolution Satellite ImageryIJMTST Journal
 
An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...
An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...
An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...Samantha Vargas
 
IRJET- Forest Management using GIS
IRJET-  	  Forest Management using GISIRJET-  	  Forest Management using GIS
IRJET- Forest Management using GISIRJET Journal
 
Scalable Machine Learning: The Role of Stratified Data Sharding
Scalable Machine Learning: The Role of Stratified Data ShardingScalable Machine Learning: The Role of Stratified Data Sharding
Scalable Machine Learning: The Role of Stratified Data Shardinginside-BigData.com
 

Ähnlich wie Subdividing Large Uniform Forest Stands for Spatial Harvest Planning (20)

An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...
An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...
An Empirical Evaluation of Spatial Restrictions in Industrial Harvest Schedul...
 
Spatial forest planning on industrial land: A problem in combinatorial optimi...
Spatial forest planning on industrial land: A problem in combinatorial optimi...Spatial forest planning on industrial land: A problem in combinatorial optimi...
Spatial forest planning on industrial land: A problem in combinatorial optimi...
 
A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...
A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...
A Comparative Study Of Analytical Tools For Strategic & Tactical Forest Manag...
 
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
 
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
 
Field Programmable Gate Array for Data Processing in Medical Systems
Field Programmable Gate Array for Data Processing in Medical SystemsField Programmable Gate Array for Data Processing in Medical Systems
Field Programmable Gate Array for Data Processing in Medical Systems
 
Scrutinizing mapreduce mechanism with orientation to refine the productivity
Scrutinizing mapreduce mechanism with orientation to refine the productivityScrutinizing mapreduce mechanism with orientation to refine the productivity
Scrutinizing mapreduce mechanism with orientation to refine the productivity
 
Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...
Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...
Novel Scheduling Algorithms for Efficient Deployment of Map Reduce Applicatio...
 
Evolution
EvolutionEvolution
Evolution
 
SSAFR_2013_Walters_KR
SSAFR_2013_Walters_KRSSAFR_2013_Walters_KR
SSAFR_2013_Walters_KR
 
A scalable tile based framework for region-merging segmentation
A scalable tile based framework for region-merging segmentationA scalable tile based framework for region-merging segmentation
A scalable tile based framework for region-merging segmentation
 
Schumann, a modeling framework for supply chain management under uncertainty
Schumann, a modeling framework for supply chain management under uncertaintySchumann, a modeling framework for supply chain management under uncertainty
Schumann, a modeling framework for supply chain management under uncertainty
 
Stratavault™ - Leading the Way in Advanced Structural Soil Cells
Stratavault™ - Leading the Way in Advanced Structural Soil CellsStratavault™ - Leading the Way in Advanced Structural Soil Cells
Stratavault™ - Leading the Way in Advanced Structural Soil Cells
 
Distributed Feature Selection for Efficient Economic Big Data Analysis
Distributed Feature Selection for Efficient Economic Big Data AnalysisDistributed Feature Selection for Efficient Economic Big Data Analysis
Distributed Feature Selection for Efficient Economic Big Data Analysis
 
Shadow Removal of Individual Tree Crowns in a High Resolution Satellite Imagery
Shadow Removal of Individual Tree Crowns in a High Resolution Satellite ImageryShadow Removal of Individual Tree Crowns in a High Resolution Satellite Imagery
Shadow Removal of Individual Tree Crowns in a High Resolution Satellite Imagery
 
GIS For Smart Grid
GIS For Smart GridGIS For Smart Grid
GIS For Smart Grid
 
An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...
An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...
An Accelerated Branch-And-Bound Algorithm For Assignment Problems Of Utility ...
 
Predicting Plant Growth
Predicting Plant GrowthPredicting Plant Growth
Predicting Plant Growth
 
IRJET- Forest Management using GIS
IRJET-  	  Forest Management using GISIRJET-  	  Forest Management using GIS
IRJET- Forest Management using GIS
 
Scalable Machine Learning: The Role of Stratified Data Sharding
Scalable Machine Learning: The Role of Stratified Data ShardingScalable Machine Learning: The Role of Stratified Data Sharding
Scalable Machine Learning: The Role of Stratified Data Sharding
 

Mehr von KR Walters Consulting Services

Barber Revisited: Aggregate Analysis in Harvest Scheduling Models
Barber Revisited: Aggregate Analysis in Harvest Scheduling ModelsBarber Revisited: Aggregate Analysis in Harvest Scheduling Models
Barber Revisited: Aggregate Analysis in Harvest Scheduling ModelsKR Walters Consulting Services
 
Here’s how to decide between stumpage- or delivered price harvest scheduling ...
Here’s how to decide between stumpage- or delivered price harvest scheduling ...Here’s how to decide between stumpage- or delivered price harvest scheduling ...
Here’s how to decide between stumpage- or delivered price harvest scheduling ...KR Walters Consulting Services
 
Design and development of a generalized forest management modeling system: Wo...
Design and development of a generalized forest management modeling system: Wo...Design and development of a generalized forest management modeling system: Wo...
Design and development of a generalized forest management modeling system: Wo...KR Walters Consulting Services
 
Management of timber under a habitat conservation plan (HCP) in the Pacific N...
Management of timber under a habitat conservation plan (HCP) in the Pacific N...Management of timber under a habitat conservation plan (HCP) in the Pacific N...
Management of timber under a habitat conservation plan (HCP) in the Pacific N...KR Walters Consulting Services
 
Barber Revisited: Aggregate Analysis in Harvest Schedule Models
Barber Revisited: Aggregate Analysis in Harvest Schedule ModelsBarber Revisited: Aggregate Analysis in Harvest Schedule Models
Barber Revisited: Aggregate Analysis in Harvest Schedule ModelsKR Walters Consulting Services
 
Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...
Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...
Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...KR Walters Consulting Services
 
Management of Timber Under A Habitat Conservation Plan in the Pacific Northwest
Management of Timber Under A Habitat Conservation Plan in the Pacific NorthwestManagement of Timber Under A Habitat Conservation Plan in the Pacific Northwest
Management of Timber Under A Habitat Conservation Plan in the Pacific NorthwestKR Walters Consulting Services
 

Mehr von KR Walters Consulting Services (13)

Operationalizing Analytics in Forestry
Operationalizing Analytics in ForestryOperationalizing Analytics in Forestry
Operationalizing Analytics in Forestry
 
SSAFR_2015_WaltersKR
SSAFR_2015_WaltersKRSSAFR_2015_WaltersKR
SSAFR_2015_WaltersKR
 
Barber Revisited: Aggregate Analysis in Harvest Scheduling Models
Barber Revisited: Aggregate Analysis in Harvest Scheduling ModelsBarber Revisited: Aggregate Analysis in Harvest Scheduling Models
Barber Revisited: Aggregate Analysis in Harvest Scheduling Models
 
Here’s how to decide between stumpage- or delivered price harvest scheduling ...
Here’s how to decide between stumpage- or delivered price harvest scheduling ...Here’s how to decide between stumpage- or delivered price harvest scheduling ...
Here’s how to decide between stumpage- or delivered price harvest scheduling ...
 
Design and development of a generalized forest management modeling system: Wo...
Design and development of a generalized forest management modeling system: Wo...Design and development of a generalized forest management modeling system: Wo...
Design and development of a generalized forest management modeling system: Wo...
 
Management of timber under a habitat conservation plan (HCP) in the Pacific N...
Management of timber under a habitat conservation plan (HCP) in the Pacific N...Management of timber under a habitat conservation plan (HCP) in the Pacific N...
Management of timber under a habitat conservation plan (HCP) in the Pacific N...
 
A system for solving spatial forest planning problems
A system for solving spatial forest planning problemsA system for solving spatial forest planning problems
A system for solving spatial forest planning problems
 
Harvest Scheduling and Policy Analysis
Harvest Scheduling and Policy AnalysisHarvest Scheduling and Policy Analysis
Harvest Scheduling and Policy Analysis
 
Barber Revisited: Aggregate Analysis in Harvest Schedule Models
Barber Revisited: Aggregate Analysis in Harvest Schedule ModelsBarber Revisited: Aggregate Analysis in Harvest Schedule Models
Barber Revisited: Aggregate Analysis in Harvest Schedule Models
 
National Forest Planning and NFMA Requirements
National Forest Planning and NFMA RequirementsNational Forest Planning and NFMA Requirements
National Forest Planning and NFMA Requirements
 
Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...
Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...
Forest Structure & Spatial Restrictions: Interactions & How They Affect Harve...
 
Management of Timber Under A Habitat Conservation Plan in the Pacific Northwest
Management of Timber Under A Habitat Conservation Plan in the Pacific NorthwestManagement of Timber Under A Habitat Conservation Plan in the Pacific Northwest
Management of Timber Under A Habitat Conservation Plan in the Pacific Northwest
 
Error Propagation in Forest Planning Models
Error Propagation in Forest Planning ModelsError Propagation in Forest Planning Models
Error Propagation in Forest Planning Models
 

Kürzlich hochgeladen

Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfPaul Menig
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...Paul Menig
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communicationskarancommunications
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLSeo
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...lizamodels9
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMRavindra Nath Shukla
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayNZSG
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Servicediscovermytutordmt
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst SummitHolger Mueller
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMANIlamathiKannappan
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒anilsa9823
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...Aggregage
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876dlhescort
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...Any kyc Account
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear RegressionRavindra Nath Shukla
 
M.C Lodges -- Guest House in Jhang.
M.C Lodges --  Guest House in Jhang.M.C Lodges --  Guest House in Jhang.
M.C Lodges -- Guest House in Jhang.Aaiza Hassan
 
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Dave Litwiller
 

Kürzlich hochgeladen (20)

Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdf
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
 
7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communications
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSM
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 May
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Service
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst Summit
 
A DAY IN THE LIFE OF A SALESMAN / WOMAN
A DAY IN THE LIFE OF A  SALESMAN / WOMANA DAY IN THE LIFE OF A  SALESMAN / WOMAN
A DAY IN THE LIFE OF A SALESMAN / WOMAN
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear Regression
 
M.C Lodges -- Guest House in Jhang.
M.C Lodges --  Guest House in Jhang.M.C Lodges --  Guest House in Jhang.
M.C Lodges -- Guest House in Jhang.
 
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
Enhancing and Restoring Safety & Quality Cultures - Dave Litwiller - May 2024...
 

Subdividing Large Uniform Forest Stands for Spatial Harvest Planning

  • 1. G I S Subdivision of large uniform stands lacking natural bounding features 96 Karl R. Walters presenting author Associate-Remsoft Inc. 620 George Street, Suite 5 Fredericton, NB, CANADA E3B 1K3 (506) 450-1511 email: mail@remsoft.com GIS’96 Dave Wasgatt Champion International Corporation Symposium Forest Products Technical Center 9485 Regency Square Blvd., Suite 300, Jacksonville, FL 32225 (904) 727-1100 Vancouver British Columbia Abstract Champion International Corporation has adopted new operating practices as March 1996 part of its Sustainability and Stewardship (S&S) initiative. Under these new guidelines, restrictions on clearcut size and green-up delays for adjacent forest types present new hurdles to the development of sustainable and spatially feasible harvest plans. To address these difficulties, the Forest Products Technical Center is developing a spatial planning system based on Intergraph GIS, MapInfo desktop mapping and the forest modeling software produced by Remsoft Inc. The difficulty faced in Champion's southeastern regions is that the majority of the forest land has been converted to large, uniform plantations that exceed the maximum opening size restrictions under S&S. In order to use the Remsoft blocking tools effectively, these large tracts need to be subdivided into smaller units. However, since the topography in the area is virtually flat with minimal variation in site quality, natural boundaries could not be used to subdivide plantations. Instead, a systematic method of subdivision had to be developed. In devising the subdivision method, we considered a number of possibilities: conversion of vector maps to raster format, subdivision using Thiessen polygons, overlaying a regular grid of squares, rectangles and hexagons over the area. Each of these methods posed unique difficulties in terms of implementation or suitability to task but the hexagonal grid seems to offer the fewest compromises. Development of the spatial planning system is ongoing. Keywords: spatially constrained harvest scheduling, forest planning.
  • 2. large, intensively managed plantations. For example, Introduction the forest used in this case study (from southern Champion International Corporation has adopted new Georgia) has an average stand size of several operating practices as part of its Sustainability and hundred acres but the desired clearcut block size Stewardship (S&S) initiative. Under these new under the S&S guidelines is significantly less. In guidelines there are restrictions on clearcut size and order to harvest an entire plantation under the S&S requirements for green-up delays for adjacent forest guidelines will require multiple harvests spread over a number of years, but subdividing these plantations types that pose significant technical hurdles to the is not easy. The characteristics that made this forest development of sustainable and spatially feasible such a good candidate for plantation establishment harvest plans. To address these new planning (flat terrain, uniform productive soils) now make it requirements, the Forest Products Technical Center is difficult to decide how and where to locate harvest developing a spatial planning system that will be blocks. The objective now is to minimize the deployed throughout Champion’s nine regions across negative economic impacts of being unable to the United States. The spatial modeling system will liquidate the entire plantation at once. be composed of a strategic forest planning model, a block harvest scheduling model and desktop mapping Given that the Stanley model is capable of blocking software, all linked to the company’s geographic and scheduling harvest blocks under spatial information system and forest land database systems. constraints, we decided that we should subdivide the In addition to MapInfo desktop mapping software, large plantations into allocation units that are smaller Champion is currently evaluating Remsoft’s than the maximum opening sizes allowed under S&S. Woodstock forest modeling system and Stanley Then, Stanley could be used to group these allocation block harvest scheduling system for use in the spatial units into harvest blocks and schedule them for planning system. harvest in such a way that maximizes present net worth while meeting all the opening size and The Remsoft tools are based on a hierarchical adjacency constraints. The major difficulty was, how planning technique described by Jamnick & Walters large should these allocation units be, and how can (1993). The first step is to develop a strategic harvest the subdivision of stands be efficiently done within schedule that determines the timing and kinds of the GIS? silvicultural prescriptions that produce a profitable and sustainable yield of forest products over time. The next step is to allocate the silviculture Alternative strategies prescriptions chosen in the initial planning periods of The solution that first came to mind was to rasterize the strategic schedule to whole stands, to form the vector-based maps in the Intergraph system. First feasible harvest units that closely approximate the of all, rasterization could be easily implemented with strategic schedule. Finally, these harvest units are available software – no additional GIS software scheduled for harvest under flow and adjacency would be required. Besides providing a uniform cell constraints. Smaller harvest units may be combined size to work with in Stanley, raster maps could be into a single harvest block if they do not violate manipulated using efficient map algebra routines for maximum opening size requirements, and green-up calculating adjacency and proximity relationships. delays are imposed for the combined harvest block. Furthermore, raster-based maps would integrate Linkage between these steps is provided by the better with the large quantity of point sampled data in underlying GIS data – only stands scheduled for the Champion NOMAD databases. However, several harvest in the Woodstock model are eligible for problems with the rasterization approach quickly blocking and scheduling by Stanley. This approach surfaced. has been shown to produce sustainable and spatially In order to accurately reflect location of stand feasible harvests through time (Cogswell 1995). boundaries and roads, the required cell size in the The Remsoft blocking and scheduling model, raster would have to be rather small. This has no Stanley, works by combining smaller stands into impact on the strategic planning model since it is a contiguous harvest units. This method of blocking is stratum-based approach, but small cell sizes appropriate to Champion’s lands in the Northeast, dramatically increase the solution time for blocking where past forest practices, ownership boundaries and scheduling. Stanley creates blocks by grouping and terrain differences have resulted in a mosaic of together allocation units (cells) and thus, decreasing smaller stands. However, in the Southeast much of the cell size by half increases the number of cells to the company’s forest land has been converted to be allocated by a factor of 4. Furthermore, because
  • 3. Figure 1. Rasterization of vector-based GIS maps for stand subdivision at different cell resolutions. the scheduling algorithm exploits growth and yield allocation units to keep track of. differences among stands to perturb the solution, As Walters (1996) notes in his paper, using a raster large numbers of identical allocation units increase representation brings up the corner-point problem the number of iterations required to generate an and its impacts on blocking. If you consider as alternative solution. Figure 1 illustrates both how cell adjacent cells that are touching at the corner points size affects spatial resolution and the number of Figure 2. Corner point adjacencies and resulting non-viable harvest blocks.
  • 4. only, it is possible to come up with harvest block effort required to pick out centroids, connect them configurations like that illustrated in Figure 2. with line segments and then dissolve those portions Although the cell arrangements are not violating any outside the plantation boundaries exceeded the spatial constraints, the blocks are not easily resources for this study. Therefore we were left to implemented as contiguous harvest blocks. In consider grid overlays of the forest area. addition, the large number of adjacencies to be One of the advantages of using a grid overlay on a checked for possible violations adds additional vector map is that there is no loss in spatial detail processing overhead. unless sliver reductions are performed. Unlike the raster format, a grid overlay subdivides polygons into smaller pieces of varying size, the largest of which is a complete grid cell. Therefore, a grid cell size of 40 acres could be employed without problems, whereas the resolution of a raster map with such a large cell size would be too coarse. Another advantage of the grid overlay is that you are not limited to square cells – a uniform grid of equilateral triangles, squares or rectangles can be used. Given that the number of corner point adjacencies is related to the number of line intersections within the Figure 3. A typical stand (plantation) from the map, overlaying a uniform triangular grid would Georgia study area (489 acres). increase the number of corner point adjacencies by at Although the plantations in the study area tend to be least nine-fold and a uniform square grid by a factor large, they are not uniform, rectangular blocks. of 4 (Walters 1996). Therefore, we considered using Instead, they tend to be irregularly shaped with a 2:1 rectangular grid for two potential advantages numerous cypress ponds and bays interspersed (Figure 5). throughout (Figure 3). In order to subdivide these stands without incurring the penalties associated with a raster format, we considered using the ponds and bays as the focal points for subdivision. By connecting the centroids from ponds and bays within a stand, as illustrated in Figure 4, we hoped to create a mosaic of irregularly shaped allocation units that would be simple to automate within the GIS as well as easily implemented on the ground. Figure 5. Rectangular grid oriented perpendicular to road. First, the rectangular grid could be oriented perpendicular to the road network which would facilitate access to harvest blocks from the road. Second, by increasing the size of the cell, the number of cells is reduced and thus fewer corner point adjacencies are created. Unfortunately, the road Figure 4. Thiessen polygons generated from centroids network in the study area is not oriented in any of ponds and bays. particular direction, and the number of corner-point adjacencies generated is still large. As it turns out, neither the GIS automation nor the field implementation was feasible. The distribution of Finally, we decided upon a hexagonal grid that has ponds and bays resulted in many small stand the advantage of no corner point adjacencies – fragments in some areas area and few very large polygons that are touching share a common arc patches in others. Furthermore, the programming (Figure 6). Although overlaying the grid onto stand boundaries results in line intersections, at least the
  • 5. hexagonal grid does not add to the problem with away with the problem of corner-point adjacencies corner point adjacencies inherent to the grid it self. and the difficulties they raise in blocking and We also decided to limit the grid to plantations and scheduling, the hexagonal grid produces far fewer of natural pine stands larger than 60 acres. Since the them than the alternatives we looked at. Additionally, other forest types would not be clearcut, they are not the hexagonal grid was easily implemented and does subject to the opening size and green-up restrictions not require a large amount of manual intervention. and thus subdividing these stands serves no purpose. We still need to determine an appropriate cell size for Reducing the extent of the overlay also reduced the hexagonal grid, one that minimizes the total processing time and data storage requirements. number of cells yet still provides a great deal of flexibility when blocking and scheduling. This is just one of several areas of ongoing study by Remsoft and Champion staff. Literature cited Cogswell, A. 1995. Evaluating the spatial feasibility of future timber harvest allocations using a repeated planning process. B.Sc.F. thesis, University of New Brunswick, Fredericton. Jamnick, M.S., and Walters, K.R. 1993. Spatial and temporal allocation of stratum-based harvest schedules. Can. J. For. Res. 23: 402-413. Figure 6. Plantation subdivided using 20 acre hexagonal grid. Walters, K.R. 1996. Defining adjacency and proximity of forest stands for harvest blocking. Since Champion’s target clearcut size is 120 acres, IN GIS’96 Proceedings. March 18-21, 1996. we needed to set the grid size smaller than that. For Vancouver, British Columbia. this study, we used a grid size of 20 acres which provides Stanley with sufficient flexibility in About the authors configuring allocation units as harvest blocks. Figure 6 illustrates a plantation subdivided using the Karl Walters is an associate of Remsoft Inc. and is hexagonal grid. Notice that there are no complete currently undertaking doctoral studies in forest hexagons visible because the cypress ponds and bays management at North Carolina State University. were not subject to the overlay, and therefore, all of Dave Wasgatt is the GIS Support Manager at the allocation units are less than 20 acres. Champion International Corporation’s Forest Products Technical Center in Jacksonville, FL. Summary The spatial planning system is still in the early stages of development. Although Woodstock has been commercially released, Stanley is still undergoing development by Remsoft staff. Champion’s FPTC staff are working at developing consistent GIS structures for the various regions within the company and they are trying to simplify links among the various mainframe, workstation and PC databases and software tools to facilitate spatial forest management planning. Although the results from the Georgia case study are very promising, there remains a great deal of work to be done in terms of data flow and user interfaces to make the process much more streamlined. Of all the methods to subdivide plantations, the hexagonal grid seems to offer the fewest compromises. Although it does not completely do