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GIS-Based Land Use Simulation for Biomass Energy Production By Olusegun Osifuye
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GIS-Based Land Use Simulation for Biomass Energy Production

Apr 12, 2017

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Page 1: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for

Biomass Energy Production

By

Olusegun Osifuye

Page 2: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for

Biomass Energy Production

By

Olusegun Osifuye

INTRODUCTION OBJECTIVES METHODOLOGY ANALYSES PROJECTIONS

Page 3: GIS-Based Land Use Simulation for Biomass Energy Production

INTRODUCTION

GIS-Based Land Use Simulation for Biomass Energy Production 3

ARABLE LAND

• Alternate sources of energy

• Biomass for Bio-energy

• “Food or Fuel” debate

• Effect on biodiversity

• Silage Maize feedstock

Page 4: GIS-Based Land Use Simulation for Biomass Energy Production

INTRODUCTION

GIS-Based Land Use Simulation for Biomass Energy Production 4

• Alternate sources of energy

• Biomass for Bio-energy

• “Food or Fuel” debate

• Effect on biodiversity

• Silage Maize feedstock

Page 5: GIS-Based Land Use Simulation for Biomass Energy Production

INTRODUCTION

GIS-Based Land Use Simulation for Biomass Energy Production 5

Hochschule für Technik Stuttgart

OR

• Alternate sources of energy

• Biomass for Bio-energy

• “Food or Fuel” debate

• Effect on biodiversity

• Silage Maize feedstock

Page 6: GIS-Based Land Use Simulation for Biomass Energy Production

INTRODUCTION

GIS-Based Land Use Simulation for Biomass Energy Production 6

Biogas Power Plant

Source: Martina Nolte (http://www.manderfeld-entsorgung-agrar.de/duengemittel/html)

Source: http://oklahomafarmreport.com/wire/news/2011/09/02270_FSABiomassProg09152011_092754.php

•The role of biogas power plants

•Silage maize as biogas plant feedstock

Page 7: GIS-Based Land Use Simulation for Biomass Energy Production

INTRODUCTION

GIS-Based Land Use Simulation for Biomass Energy Production 7

How does a biogas plant work?

Source: http://www.weltec-biopower.com/How-does-a-biogas-plant-work.1080.0.html

INPUT FEEDSTOCK

Page 8: GIS-Based Land Use Simulation for Biomass Energy Production

OBJECTIVES

GIS-Based Land Use Simulation for Biomass Energy Production 8

• To develop a model that calculates the silage maize hectaresin the study area (also applicable to any region) based on a set of assumptions.

• To quantify the effect of silage maize cultivation on bio-energy production for the study area.

• To predict and visualize different land use scenarios based on Several Factors .

Page 9: GIS-Based Land Use Simulation for Biomass Energy Production

METHODOLOGY

GIS-Based Land Use Simulation for Biomass Energy Production 9

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Biogas Power Plant Buffer

FLOW CHART

‘Estimated Total Silage Maize’ Map

‘Silage Maize Area’ Map

Availability Map

Page 10: GIS-Based Land Use Simulation for Biomass Energy Production

METHODOLOGY

GIS-Based Land Use Simulation for Biomass Energy Production 10

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Biogas Power Plant Buffer

‘Silage Maize Area’ Map

FLOW CHART

‘Estimated Total Silage Maize’ Map

Availability Map

Page 11: GIS-Based Land Use Simulation for Biomass Energy Production

METHODOLOGY

GIS-Based Land Use Simulation for Biomass Energy Production 11

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Biogas Power Plant Buffer

FLOW CHART

‘Silage Maize Area’ Map

‘Estimated Total Silage Maize’ Map

Availability Map

Page 12: GIS-Based Land Use Simulation for Biomass Energy Production

METHODOLOGY

GIS-Based Land Use Simulation for Biomass Energy Production 12

Model DesignUsing the Model Builder

Page 13: GIS-Based Land Use Simulation for Biomass Energy Production

METHODOLOGY

GIS-Based Land Use Simulation for Biomass Energy Production 13

STUDY AREASchwarzwald-Baar Kreis

•One of 44 counties (Kreis)

•2012 Population 204585

•Total Area of 102526 hectares

•As at 2012 41 Biogas power plants

Page 14: GIS-Based Land Use Simulation for Biomass Energy Production

METHODOLOGY

GIS-Based Land Use Simulation for Biomass Energy Production 14

ArcGIS 10.1 Software

Statistical Administrative Data :•Statistical Office of Baden-Württemberg (Statistisches Landesamt Baden-Württemberg)

•State Institute for Development of Agriculture and rural areas [Landesanstalt für Entwicklung der Landwirtschaft und der ländlichen Räume (LEL)]

SOFTWARE / DATA SOURCES

Base Maps •District Office of the Schwarzwald-Baar-Kreis(Landratsamt Schwarzwald-Baar-Kreis).

CORINE Land Use Data from European Environmental Agency

European Soil DatabaseSeveral Datasets from:http://eusoils.jrc.ec.europa.eu/library/data/_Datarequest/ESDB_RasterLibrary.html

25m Raster Digital Elevation Model

Page 15: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 15

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Biogas Power Plant Buffer

FLOW CHART

‘Silage Maize Area’ Map

‘Estimated Total Silage Maize’ Map

Availability Map

Page 16: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 16

Terrain

Elevation

Slope

Soil

PH

Stone Volume

SUITABILITY FACTORS

5.0 ≤ pH ≤ 8.5Soil without Stones

< 750 m

Low Slope (< 20% )

Page 17: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 17

Reclassification

CLASS SUITABILITY

1 LEAST SUITABLE

2 .

3 .

4 .

5 MOST SUITABLE

Page 18: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 18

pH

Stone Volume

Elevation

Slope

Soil Characteristics

Terrain Characteristics

Page 19: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 19

Silage Maize Suitability Map

•Suitability grouped from least suitable to most suitable.

•Identifies area with best suitability based on natural conditions.

Page 20: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 20

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Land Use Map

Biogas Power Plant Buffer

FLOW CHART

‘Silage Maize Area’ Map

‘Estimated Total Silage Maize’ Map

Page 21: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 21

Available AreaWhich Land Area is Available?

Forests 46956 hectares

Agricultural land 42650 hectares

Settlement 11790 hectares

Water body 615 hectares

Page 22: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 22

Available AreaWhich Land Area is Available?

Agricultural land 42650 hectares

Page 23: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 23

Available AreaBan on Pastures from December 2011 till December 2015

Agricultural land 42650 hectares

Pasture about 27000 ha

Other Uses about 15650 ha

Page 24: GIS-Based Land Use Simulation for Biomass Energy Production

Agricultural land 42650 hectares

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 24

Agricultural Areas (No Pasture)Ban on Pastures from December 2011 till December 2015

Other Uses 15650

Page 25: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 25

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Biogas Power Plant Buffer

FLOW CHART

ANALYSES

‘Silage Maize Area’ Map

‘Estimated Total Silage Maize’ Map

Availability Map

Page 26: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 26

Available and Suitable Silage Maize Area

• 11134 hectares

• Represents silage maize agricultural areas both suitable and available

Silage Maize Area

Municipality Boundary

Page 27: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 27

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

Biogas Power Plant Buffer

FLOW CHART

ANALYSES

‘Silage Maize Area’ Map

‘Estimated Total Silage Maize’ Map

Availability Map

Page 28: GIS-Based Land Use Simulation for Biomass Energy Production

ANALYSES

GIS-Based Land Use Simulation for Biomass Energy Production 28

32 Biogas Power Plant Locations

• 32 biogas plants

• Effect on the derived suitable and available silage maize area

Silage Maize Area

Municipality Boundary

Biogas Power Plant

Page 29: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 29

Biogas Plant Buffer

ANALYSES

•1.6 km Buffer around all 32 biogas power plants.

•Dissolved buffer is intersected with suitability map

Page 30: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 30

Terrain

Elevation

Slope

Soil

PH

Stone Volume

Suitability Map

‘Silage Maize Area’ MapBiogas Power Plant Buffer

FLOW CHART

ANALYSES

‘Estimated Total Silage Maize’ Map

Availability Map

Page 31: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 31

Ecological Total Silage Maize

(ETSM)

5524 Hectares

What does this value mean?

ANALYSES

Page 32: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 32

Estimated Total Silage Maize for Biogas Power Plants

Not All Silage Maize used as Feedstock for Biogas Power Plants

A portion used as Cattle Feed

ETSM (ha) – ESMC (ha) = ESMBP (ha)

5524 – ? = ESMBP (ha)

ETSM : ESTIMATED TOTAL SILAGE MAIZEESMC : ESTIMATED SILAGE MAIZE CATTLEESMBP : ESTIMATED SILAGE MAIZE for BIOGAS POWER PLANTS

ANALYSES

Page 33: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 33

ETSM (ha) – ESMC (ha) = ESMBP (ha)

5524 – 1829 = 3695

Estimated Total Silage Maize for Biogas Power Plants

Calculating the ESMC

Using an average of 480.8 dry tons/hectare

ESMC = 1829

Silage Maize Hectare as source of feedstock for Biogas Power Plants is 3695

ANALYSES

Page 34: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 34

Silage Maize HectaresFor Bioenergy Production

Using 2010 Statistical data from :Statistical Office of Baden-Württemberg(Statistisches Landesamt Baden-Württemberg)

State Institute for Development of Agriculture and rural areas [Landesanstalt für Entwicklung der Landwirtschaft und der ländlichen Räume (LEL)]

1 Kilowatt = ? Hectares

Year Installed Capacity (KW) Total Number of Silage Maize Hectares

2010 9140 2629

1 Kilowatt = 0.2 Hectares

ANALYSES

Page 35: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 35

Silage Maize Land UseSimulationEnergy Demand20000KW

Energy

Output

Demand

(Kilowatt)

Silage Maize

Area

(Hectare)

Silage

Maize %

of TAA

Biogas

Plant

Average

Yield

(Kilowatt)

Required

Biogas

Power

Plants

20000 4000 8.3 200 100

240 83

300 63

PROJECTIONS

Page 36: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 36

Silage Maize Land UseSimulationEnergy Demand15000KW

Energy

Output

Demand

(Kilowatt)

Silage Maize

Area

(Hectare)

Silage

Maize %

of TAA

Biogas

Plant

Average

Yield

(Kilowatt)

Required

Biogas

Power

Plants

15000 3000 6.2 200 75

240 63

300 50

PROJECTIONS

Page 37: GIS-Based Land Use Simulation for Biomass Energy Production

PROJECTIONS

GIS-Based Land Use Simulation for Biomass Energy Production 37

Silage Maize Land UseSimulationEnergy Demand10000KW

Energy

Output

Demand

(Kilowatt)

Silage Maize

Area

(Hectare)

Silage

Maize %

of TAA

Biogas

Plant

Average

Yield

(Kilowatt)

Required

Biogas

Power

Plants

10000 2000 4.1 200 50

240 41

300 33

Page 38: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 38

Silage Maize Land UseSimulationEnergy Demand2500KW

Energy

Output

Demand

(Kilowatt)

Silage Maize

Area

(Hectare)

Silage

Maize %

of TAA

Biogas

Plant

Average

Yield

(Kilowatt)

Required

Biogas

Power

Plants

2500 500 1 200 12

240 10

300 8

PROJECTIONS

Page 39: GIS-Based Land Use Simulation for Biomass Energy Production

PROJECTIONS

GIS-Based Land Use Simulation for Biomass Energy Production 39

Projections

•Model applicable to any given region

•Useful to stakeholders on both side of “Food or Fuel” debate

•Aid in decision making

LIMITATIONS

•Estimate figures used

•Not all the biogas power plants used in analyses

Page 40: GIS-Based Land Use Simulation for Biomass Energy Production

GIS-Based Land Use Simulation for Biomass Energy Production 40

THANK YOU