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HOPS FARM SITE
SUITABILITY ANALYSIS
OF THE
NIAGARA REGION
Chris MacDonald, Project Manager
Svitlana Hrytsenko, GIS Analyst
The Beer Stein Shop. (2015). Hops [Image] Retrieved from: http://blog.thebeersteinshop.com/
Special Thanks
Darren Platakis, Geospatial Niagara
Janet Finlay, Project Advisor
Agenda
 Project Goal
 Background on Hops
 Methodology
 Results
 Project Budget
 Challenge Management
 Conclusions
 Recommendations
 Question Period
Project Goal
 Provide topographic information to local farmers
and craft breweries to determine areas in Niagara
that might be suitable for hops farms
 Used to estimate hectares of suitable land and
total harvest potential overall and by municipality
What are Hops?
 “Spice of Beer”
 Hop flowers are used to add flavour to beer
 Bittering agent and natural preservative
 Grown between the 30th and 55th parallels
 Majority imported from Germany and the Pacific
Northwest US
 Harvested in the fall
Mike’s Organic Brewery. (2013). Beer and Hops [Image]. Retrieved from http://mikes.simpletix.com/Event/15533/Rhythm-Hops/#.VmNm7vlVhBc
Oran, H. (2011). How to Grow Hops. Retrieved from Canadian Organic Growers http://www.cog.ca/uploads/TCOG%20Articles/How%20to%20Grow%20Hops.PDF
Hops in Ontario
 Hop production re-emerging due to growth in the
craft beer industry
 100+ craft breweries opened in Ontario in last 5
years
 2012 marked first hops harvest in Ontario in 80
years
 Demand for hops is currently exceeding supply
 Brewers imported 500 tonnes of hops last year
 At current production rates, this would require 85
additional farms to meet demand
OMAFRA. Hops. (2012, October 17). Retrieved from http://www.omafra.gov.on.ca/CropOp/en/herbs/hops/hops.html
CTV Barrie. (2015, August 21). Retrieved from http://barrie.ctvnews.ca/local-farmers-happy-about-hop-crop-harvest-1.2528049
Local Niagara Breweries
Ontario Beer Network. (2015). Ontario Brewers Directory. Brewery Logo [Images]. Retrieved from http://www.momandhops.ca/brewery-listing/
“He Was A Wise Man
Who Invented Beer”- Plato
 Unique micro climate
 Known as an agricultural region
Ideal Growing Conditions
 Well-drained soil (frequent watering)
 Sunlight & dry climate
 Fertile soil
 Spacing between plants (air circulation)
 Neutral pH
 Deep soil layer
Craig, L. (2015). Clearview Hops [Telephone Conversation]. Collingwood, Ontario.
Germroth, D. (2016). Green Grass Farms. [Email Correspondence]. Shenandoah Valley, Virginia, United States.
Mendocino Brewing. (2013). Modern Hop Yard [Image]. Retrieved from http://mendobrew.com/blog/724_cascade-hops-americas-own/
Methodology
 Parameters based on literature review:
Methodology
 Create Euclidean Distance around features to be
avoided
 Parameters were split into ranges according to
specific suitability
 e.g. Depth to bedrock: 0 – 3 m, 3 – 5 m, 5 – 7 m, > 7 m
 Each parameter reclassified based on influence
 Use two methods: Weighted Overlay and Fuzzy Overlay
 Revised methodology to include both methods
 Removed roads and highways
Suitability Reclassification
Not Suitable No Data
Low 0
Moderate 1
High 2
Weighted Overlay Analysis
 Used pairwise method determine influence
 Each parameter in pairs and rank in importance
Parameter Weight Assigned
Drainage 18%
Landuse 16%
Depth to Bedrock 15%
Aspect 13%
Hydrological Features 10%
Soil pH Level 10%
Slope 8%
Environmental Areas 4%
Wineries 2%
Golf Courses 2%
Cemeteries 2%
Fuzzy Overlay Analysis
 Used fuzzy membership to reclassify to a
0 to 1 scale
 Each parameter given membership type
based on the distribution of the data
Membership Type Parameter
Gaussian  Slope
 Depth to Bedrock
Large  Wineries
 Golf Courses
 Cemeteries
 Environmental Areas
 Waterbodies
Linear  Drainage
 Landuse
Near  Aspect
 pH Levels
Calculation of Harvest Potential
 Key Assumptions:
 1 hectare = 2,950 plants
 1 plant = 1 kilogram of wet hops
 Lower suitability levels result in less flowers per
plant
Suitability Level Yield per Plant Yield per Hectare
Low 0.33 kg/plant 0.97 t/ha
Moderate 0.66 kg/plant 1.95 t/ha
High 1.00 kg/plant 2.95 t/ha
Freshops. (2014). Hop Variety Descriptions. Retrieved from http://www.freshops.com/hops/variety_descriptions
Nosowitz, D. (2015). Modern Farmer. Farming hops during the ultra hoppy beer craze. Retrieved from http://modernfarmer.com/2015/07/farming-hops-during-the-ultra-hoppy-beer-craze/
Results
Weighted Overlay Analysis
 Total Suitable Land: 13,778 hectares
 Potential Yield: 30,808 tonnes
Suitability Level Area (ha) Percentage of Area Potential Yield (t)
Low 0.19 ha 0.0014% 0.185 t
Moderate 9,836.10 ha 71.39% 19,180 t
High 3,941.58 ha 28.61% 11,628 t
Total 13,777.87 ha 100.00% 30,808 t
IGSC. (2016). Results [Image]. Retrieved from http://igscscholarship.org/igsc-results-2015-16/
ArcScene View of Suitable Area
Fort Erie
Results
Fuzzy Overlay Analysis
 Total Suitable Land: 11,481 hectares
 Potential Yield: 14,876 tonnes
Suitability Level Area (ha) Percentage of Area Potential Yield (t)
Low 7,759.10 ha 67.58% 7,526 t
Moderate 3,630.82 ha 31.62% 7,080 t
High 91.49 ha 0.80% 270 t
Total 11,481.41 ha 100.00% 14,876 t
ArcScene View of Suitable Area
Niagara Falls
Project Budget
 Project completed on schedule and under budget
 Total of 189 hours to complete (versus 286 proposed hours)
*The budget is for study purposes only; the client is not required to pay the project team
Actual Proposed
Major Tasks $28,160 $41,000
Printing, Processing Costs $100 $350
Contingency Fee (10%) $0 $4,135
HST (13%) $3,673 $5,867
Total Project Cost $31,933 $51,000
$0
$5,000
$10,000
$15,000
$20,000
$25,000
$30,000
$35,000
$40,000
$45,000
$50,000
Period
Planned Value (PV)
Actual Cost (AC)
Project Budget
 Overestimated some major tasks
Major Project Task
Estimated
Hours
Actual
Hours
286 189
1.1. Project Proposal 24 24
1.2. Familiarization and Methodologies 30 21
1.3. Data Exploration and Retrieval 14 11
1.4. Data Planning and Preparation 18 5.5
1.5. Geodatabase and Base Map Creation 36 18
1.6. Project Progress 29 29
1.7. Data Analysis 46.5 12
1.8. Creation of Topographic Site Suitability 20 22
1.9. Creation of Final Output Maps 16 17.5
1.10. Final Project Report 40 25
1.11. Ongoing Meetings 12.5 4
Challenge Management
 Data Acquisition
 Difficulty locating the DEM and Depth to Bedrock
 Acquired from Minecraft Project
 Manual Calculation: Soil pH Levels
Green Country Challenge. (2016). Challenge [Image]. Retrieved from https://greencountrychallenge.homeschooldebate.net/
Challenge Management
 Data Processing
 Cemetery and golf course point data converted into
shapefiles
 Digitizing: Golf Course and Cemetery polygons
 Mosaic of Niagara Region orthoimagery could not be
completed
Conclusions
 Maps created to illustrate low, moderate and high
suitability areas in the Niagara Region
 Calculated usable hectares and estimated total harvest
potential
 Proposed the best locations
 Fuzzy tends to be more accurate
 Included proximity to craft breweries
 Created model for future planning
Weighted Overlay Fuzzy Overlay
Suitable Land 13,778 ha 11,481 ha
Potential Yield 30,808 t 14,876 t
Recommendations
 Results are a guideline to narrow down suitable
sites and potential crop yield
 Need to examine locations for:
 Snow cover (ideally 60 days for insulation)
 Amount of rainfall/sunlight
 Local soil analysis
 Land ownership information
 Other factors that may influence crop production
Cheers!
Questions?
Email: mhgeomatics@gmail.com
Website: mhgeomatics.wix.com/HopsSiteSuitability
@MHGeomatics
References
 Craig, L. (2015). Clearview Hops [Telephone Conversation]. Collingwood, Ontario.
 CTV Barrie. (2015, August 21). Retrieved from: http://barrie.ctvnews.ca/local-farmers-happy-about-hop-crop-harvest-1.2528049
 Freshops. (2014). Hop Variety Descriptions. Retrieved from Freshops: http://www.freshops.com/hops/variety_descriptions
 Green Country Challenge. (2016). Challenge [Image]. Retrieved from https://greencountrychallenge.homeschooldebate.net/
 IGSC. (2016). Results [Image]. Retrieved from http://igscscholarship.org/igsc-results-2015-16/
 Mendocino Brewing. (2013). Modern Hop Yard [Image]. Retrieved from: http://mendobrew.com/blog/724_cascade-hops-americas-own/
 Mike’s Organic Brewery. (2013). Beer and Hops [Image]. Retrieved from: http://mikes.simpletix.com/Event/15533/Rhythm-Hops/#.VmNm7vlVhBc
 Nosowitz, D. (2015). Farming hops during the ultra hoppy beer craze. Retrieved from Modern Farmer: http://modernfarmer.com/2015/07/farming-hops-during-
the-ultra-hoppy-beer-craze/
 OMAFRA. Hops. (2012, October 17). Retrieved from: http://www.omafra.gov.on.ca/CropOp/en/herbs/hops/hops.html
 Ontario Beer Network. (2015). Ontario Brewers Directory. Brewery Logo [Images]. Retrieved from http://www.momandhops.ca/brewery-listing/
 Oran, H. (2011). How to Grow Hops. Retrieved from Canadian Organic Growers: http://www.cog.ca/uploads/TCOG%20Articles/How%20to%20Grow%20Hops.PDF
 The Beer Stein Shop. (2015). Hops [Image] Retrieved from: http://blog.thebeersteinshop.com/
 Thirst for US craft beers boosts demand for British hops. (2014). Hops and beer [Image]. Retrieved from http://www.bbc.com/news/business-29456440

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Hops Final Presentation

  • 1. HOPS FARM SITE SUITABILITY ANALYSIS OF THE NIAGARA REGION Chris MacDonald, Project Manager Svitlana Hrytsenko, GIS Analyst The Beer Stein Shop. (2015). Hops [Image] Retrieved from: http://blog.thebeersteinshop.com/
  • 2. Special Thanks Darren Platakis, Geospatial Niagara Janet Finlay, Project Advisor
  • 3. Agenda  Project Goal  Background on Hops  Methodology  Results  Project Budget  Challenge Management  Conclusions  Recommendations  Question Period
  • 4. Project Goal  Provide topographic information to local farmers and craft breweries to determine areas in Niagara that might be suitable for hops farms  Used to estimate hectares of suitable land and total harvest potential overall and by municipality
  • 5. What are Hops?  “Spice of Beer”  Hop flowers are used to add flavour to beer  Bittering agent and natural preservative  Grown between the 30th and 55th parallels  Majority imported from Germany and the Pacific Northwest US  Harvested in the fall Mike’s Organic Brewery. (2013). Beer and Hops [Image]. Retrieved from http://mikes.simpletix.com/Event/15533/Rhythm-Hops/#.VmNm7vlVhBc Oran, H. (2011). How to Grow Hops. Retrieved from Canadian Organic Growers http://www.cog.ca/uploads/TCOG%20Articles/How%20to%20Grow%20Hops.PDF
  • 6.
  • 7. Hops in Ontario  Hop production re-emerging due to growth in the craft beer industry  100+ craft breweries opened in Ontario in last 5 years  2012 marked first hops harvest in Ontario in 80 years  Demand for hops is currently exceeding supply  Brewers imported 500 tonnes of hops last year  At current production rates, this would require 85 additional farms to meet demand OMAFRA. Hops. (2012, October 17). Retrieved from http://www.omafra.gov.on.ca/CropOp/en/herbs/hops/hops.html CTV Barrie. (2015, August 21). Retrieved from http://barrie.ctvnews.ca/local-farmers-happy-about-hop-crop-harvest-1.2528049
  • 8. Local Niagara Breweries Ontario Beer Network. (2015). Ontario Brewers Directory. Brewery Logo [Images]. Retrieved from http://www.momandhops.ca/brewery-listing/ “He Was A Wise Man Who Invented Beer”- Plato
  • 9.  Unique micro climate  Known as an agricultural region
  • 10. Ideal Growing Conditions  Well-drained soil (frequent watering)  Sunlight & dry climate  Fertile soil  Spacing between plants (air circulation)  Neutral pH  Deep soil layer Craig, L. (2015). Clearview Hops [Telephone Conversation]. Collingwood, Ontario. Germroth, D. (2016). Green Grass Farms. [Email Correspondence]. Shenandoah Valley, Virginia, United States. Mendocino Brewing. (2013). Modern Hop Yard [Image]. Retrieved from http://mendobrew.com/blog/724_cascade-hops-americas-own/
  • 11. Methodology  Parameters based on literature review:
  • 12. Methodology  Create Euclidean Distance around features to be avoided  Parameters were split into ranges according to specific suitability  e.g. Depth to bedrock: 0 – 3 m, 3 – 5 m, 5 – 7 m, > 7 m  Each parameter reclassified based on influence  Use two methods: Weighted Overlay and Fuzzy Overlay  Revised methodology to include both methods  Removed roads and highways Suitability Reclassification Not Suitable No Data Low 0 Moderate 1 High 2
  • 13. Weighted Overlay Analysis  Used pairwise method determine influence  Each parameter in pairs and rank in importance Parameter Weight Assigned Drainage 18% Landuse 16% Depth to Bedrock 15% Aspect 13% Hydrological Features 10% Soil pH Level 10% Slope 8% Environmental Areas 4% Wineries 2% Golf Courses 2% Cemeteries 2%
  • 14. Fuzzy Overlay Analysis  Used fuzzy membership to reclassify to a 0 to 1 scale  Each parameter given membership type based on the distribution of the data Membership Type Parameter Gaussian  Slope  Depth to Bedrock Large  Wineries  Golf Courses  Cemeteries  Environmental Areas  Waterbodies Linear  Drainage  Landuse Near  Aspect  pH Levels
  • 15. Calculation of Harvest Potential  Key Assumptions:  1 hectare = 2,950 plants  1 plant = 1 kilogram of wet hops  Lower suitability levels result in less flowers per plant Suitability Level Yield per Plant Yield per Hectare Low 0.33 kg/plant 0.97 t/ha Moderate 0.66 kg/plant 1.95 t/ha High 1.00 kg/plant 2.95 t/ha Freshops. (2014). Hop Variety Descriptions. Retrieved from http://www.freshops.com/hops/variety_descriptions Nosowitz, D. (2015). Modern Farmer. Farming hops during the ultra hoppy beer craze. Retrieved from http://modernfarmer.com/2015/07/farming-hops-during-the-ultra-hoppy-beer-craze/
  • 16. Results Weighted Overlay Analysis  Total Suitable Land: 13,778 hectares  Potential Yield: 30,808 tonnes Suitability Level Area (ha) Percentage of Area Potential Yield (t) Low 0.19 ha 0.0014% 0.185 t Moderate 9,836.10 ha 71.39% 19,180 t High 3,941.58 ha 28.61% 11,628 t Total 13,777.87 ha 100.00% 30,808 t IGSC. (2016). Results [Image]. Retrieved from http://igscscholarship.org/igsc-results-2015-16/
  • 17.
  • 18.
  • 19. ArcScene View of Suitable Area Fort Erie
  • 20. Results Fuzzy Overlay Analysis  Total Suitable Land: 11,481 hectares  Potential Yield: 14,876 tonnes Suitability Level Area (ha) Percentage of Area Potential Yield (t) Low 7,759.10 ha 67.58% 7,526 t Moderate 3,630.82 ha 31.62% 7,080 t High 91.49 ha 0.80% 270 t Total 11,481.41 ha 100.00% 14,876 t
  • 21.
  • 22.
  • 23. ArcScene View of Suitable Area Niagara Falls
  • 24. Project Budget  Project completed on schedule and under budget  Total of 189 hours to complete (versus 286 proposed hours) *The budget is for study purposes only; the client is not required to pay the project team Actual Proposed Major Tasks $28,160 $41,000 Printing, Processing Costs $100 $350 Contingency Fee (10%) $0 $4,135 HST (13%) $3,673 $5,867 Total Project Cost $31,933 $51,000 $0 $5,000 $10,000 $15,000 $20,000 $25,000 $30,000 $35,000 $40,000 $45,000 $50,000 Period Planned Value (PV) Actual Cost (AC)
  • 25. Project Budget  Overestimated some major tasks Major Project Task Estimated Hours Actual Hours 286 189 1.1. Project Proposal 24 24 1.2. Familiarization and Methodologies 30 21 1.3. Data Exploration and Retrieval 14 11 1.4. Data Planning and Preparation 18 5.5 1.5. Geodatabase and Base Map Creation 36 18 1.6. Project Progress 29 29 1.7. Data Analysis 46.5 12 1.8. Creation of Topographic Site Suitability 20 22 1.9. Creation of Final Output Maps 16 17.5 1.10. Final Project Report 40 25 1.11. Ongoing Meetings 12.5 4
  • 26. Challenge Management  Data Acquisition  Difficulty locating the DEM and Depth to Bedrock  Acquired from Minecraft Project  Manual Calculation: Soil pH Levels Green Country Challenge. (2016). Challenge [Image]. Retrieved from https://greencountrychallenge.homeschooldebate.net/
  • 27. Challenge Management  Data Processing  Cemetery and golf course point data converted into shapefiles  Digitizing: Golf Course and Cemetery polygons  Mosaic of Niagara Region orthoimagery could not be completed
  • 28. Conclusions  Maps created to illustrate low, moderate and high suitability areas in the Niagara Region  Calculated usable hectares and estimated total harvest potential  Proposed the best locations  Fuzzy tends to be more accurate  Included proximity to craft breweries  Created model for future planning Weighted Overlay Fuzzy Overlay Suitable Land 13,778 ha 11,481 ha Potential Yield 30,808 t 14,876 t
  • 29. Recommendations  Results are a guideline to narrow down suitable sites and potential crop yield  Need to examine locations for:  Snow cover (ideally 60 days for insulation)  Amount of rainfall/sunlight  Local soil analysis  Land ownership information  Other factors that may influence crop production
  • 31. References  Craig, L. (2015). Clearview Hops [Telephone Conversation]. Collingwood, Ontario.  CTV Barrie. (2015, August 21). Retrieved from: http://barrie.ctvnews.ca/local-farmers-happy-about-hop-crop-harvest-1.2528049  Freshops. (2014). Hop Variety Descriptions. Retrieved from Freshops: http://www.freshops.com/hops/variety_descriptions  Green Country Challenge. (2016). Challenge [Image]. Retrieved from https://greencountrychallenge.homeschooldebate.net/  IGSC. (2016). Results [Image]. Retrieved from http://igscscholarship.org/igsc-results-2015-16/  Mendocino Brewing. (2013). Modern Hop Yard [Image]. Retrieved from: http://mendobrew.com/blog/724_cascade-hops-americas-own/  Mike’s Organic Brewery. (2013). Beer and Hops [Image]. Retrieved from: http://mikes.simpletix.com/Event/15533/Rhythm-Hops/#.VmNm7vlVhBc  Nosowitz, D. (2015). Farming hops during the ultra hoppy beer craze. Retrieved from Modern Farmer: http://modernfarmer.com/2015/07/farming-hops-during- the-ultra-hoppy-beer-craze/  OMAFRA. Hops. (2012, October 17). Retrieved from: http://www.omafra.gov.on.ca/CropOp/en/herbs/hops/hops.html  Ontario Beer Network. (2015). Ontario Brewers Directory. Brewery Logo [Images]. Retrieved from http://www.momandhops.ca/brewery-listing/  Oran, H. (2011). How to Grow Hops. Retrieved from Canadian Organic Growers: http://www.cog.ca/uploads/TCOG%20Articles/How%20to%20Grow%20Hops.PDF  The Beer Stein Shop. (2015). Hops [Image] Retrieved from: http://blog.thebeersteinshop.com/  Thirst for US craft beers boosts demand for British hops. (2014). Hops and beer [Image]. Retrieved from http://www.bbc.com/news/business-29456440

Editor's Notes

  1. My name is Chris MacDonald, Project Manager for M&H Geomatics. To my left is Lana Hrytsenko, GIS Analyst. Today we are we are presenting our thesis project: The “Hops Farm Site Suitability Analysis of the Niagara Region”.
  2. First off, we want to recognize a few people who have helped us along the way. Special thanks to Darren Platakis of Geospatial Niagara for giving us the opportunity to work on this very interesting project. We would also like to recognize Janet Finlay as our advisor on this project thank her for her guidance and support. Thank everyone else (peers, family and friends) for their support and encouragement
  3. Our agenda today is outlined here, there are 8 topics of discussion we will be discussing: An overview of the project, it’s goal and objectives Methodology of what we did Get right into the Results and findings of what we uncovered Project management on the final budget and schedule Outline challenges we have encountered and how we managed those challenges Our recommendations Answer questions you may have with regards to the findings or methods
  4. The goal of the project is to execute a topographic site suitability analysis to determine appropriate areas in Niagara region for growing hops This will be used to estimate hectares of usable land and total harvest potential As an extra step, a map of Niagara craft breweries will be superimposed on the suitability map to determine if the high suitable areas are within the breweries’ proximity
  5. What exactly are hops? Give beer the key of taste and smell characteristics that beer is known for. It acts as a natural preservative. Hops give beer the foam retention, contributing to that nice lacing effect that implies a good quality beer. Many varieties of hops grown throughout the world, some are only grown in certain locations, they are introducing new varieties all the time. Mention samples on brochure – there are aroma, bittering, and dual purpose
  6. Hops used to be a popular crop growing in Ontario but died out ago due to market demand, production moving to Pacific Northwest US and mass production of beer industry. 2012 marked the first time hops were harvested in Ontario since the 1930’s (http://www.tapsmagazine.com/in-this-issue/hop-harvest). There is currently a push see the return of hops as a commercially grown crop in Ontario. There are over 30 commercial hop growers in Ontario represents 23% of Canada’s commercial hop growing industry. There are about 32 hectares. The growth of craft beer industry has seen demand for hops greatly exceed supply Like the Niagara wine industry was 20 years ago, Niagara is on the cusp of becoming a craft beer destination. To help , a topographic site suitability analysis is necessary. Canadian hops farm size approx. 105 hectares 32 commercial hop growers currently in Ontario Ontario total is 32 hectares, a 300% increase since 2009 Niagara College has 1.6 hectares, and there are multiple breweries in Niagara growing hops Although no statistics could be uncovered on the number hectares of hop farms in Niagara we know from personal research that Niagara College has 1.6 hectares, and there are multiple breweries that grow their own hops such as Oast and Brimstone Breweries. Challenge for hop producers is that there is no infrastructure to help harvest and process the crop, so getting into the hop growing business is expensive. BUT Potential to be rewarding with the booming craft beer industry. *Ontario Hop Growers' Association. (2015, August 18). August 2015-Ontario Hop Market Update-total hops imported $10.46 million. Retrieved from: http://www.ontariohopgrowersassociation.ca/august-2015-ontario-hop-market-update-total-hops-imported-10-46-million/
  7. Niagara is fast becoming a craft beer designation. These are most of the craft breweries in the Niagara Region Several NC Brewing Grads are opening breweries locally and across Ontario Niagara College, Brimstone and Oast are known to grow their own hops
  8. Niagara region is well known as an agricultural region. It has a unique micro climate – lies between two Great Lakes which moderates the area’s temperature.
  9. We spoke to several hop experts in Canada and US (Laurie Craig from Clearview Hops (a farm that supplied Niagara College with the Hops plants) and Daniel Germroth from Shenandoah Valley in Virginia They gave us some pointers on the best conditions for growing Hops Well drained, but frequent watering is needed but the plants cannot be soaked (irrigation) Dry climate without heavy rainfall Lots of sunlight is needed for dryness and continuous photosynthesis Fertile soil full of nutrients (although a lot of nitrogen is also used in the first few months of growing) specific soil types will further be investigated since we received a lot of differing opinions from various sources Air circulation is needed to keep the plants dry to avoid mildew The pH of the soil between 6.5 and 7.5, which is close to a neutral acidity 60 days of continuous snow cover for insulation (no freeze-thaw) Proper spacing between plants for additional air circulation (1 metre between rows and 50 cm between plants)
  10. Each of the parameters shown on individual map prior to developing the analysis. Weights will be assigned to each data layer depending on its importance to the analysis. Two methods used Weighted & Fuzzy
  11. Each parameters were weighted based on our research to determine influence by comparing them in pairs to judge which is preferred. The outcome is listed here with the top factors being Drainage, Landuse and Depth to Bedrock. Lowest were areas to avoid.
  12. Mention the different memberships used for each parameter
  13. There were a couple of key assumptions were made to come up with our yield numbers. To figure out the yield numbers for the region and municipalities, we made some assumptions. Based on research, on average there are approx 3000 hop plant per hectare and 1 plant produces 1 kg of wet hop. We used this calculation for the high suitability and worked out the yield per plant and hectare for all suitability levels
  14. So we determined that the total suitable land… and potential yield… vast majority are moderate, with 28% high suitability We did this for all municipalities as well, which have been included in our report.
  15. Where are those suitable areas? Here is the map we created for the Weighted overlay. We highlighted areas that we felt were the best possible areas. We also included the existing breweries and hop farms to show locations that are highly suitable areas are within their proximity.
  16. Here is an example of a municipality we focused in on that we feel, in our opinion, one of the best locations based on weighted overlay. There is existing brewery located nearby in the village of Ridgeway, which is a close to the highly suitable area.
  17. We developed a 3D model in ArcScene to give a more realistic visual interpretation of the area
  18. Although weighted and fuzzy have similar results in regards to the total suitable area, fuzzy comes up with less highly and moderately suitable areas
  19. Quick overview of the budget Comparison chart showing actual vs proposed cost. From our proposed budget of $51K, we came in at just under $32,000. After removing the 10% contingency fee, we were $19,000 under budget. The line graph shows per period actual/proposed costs and indicates we have stayed under budget since the beginning of project.
  20. Highlighting some reasons for being under budget: We overestimated several major tasks geodatabase creation, data analysis, etc
  21. Based on the requirements of the project, we provided a series of maps…. We calculated usable hectares and harvest potential overall and by municipality Analyzed and pin pointed the best areas of suitability Created a model that can be used by Geospatial Niagara to determine other areas of suitability or adjust the parmeters
  22. Data inaccuracy (Landuse from 1990)
  23. I would like to introduce Celeste and Chris who will be presenting the exciting Minecraft Project.