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Annex 6. Non-forest biomass survey

Slovenia is a biomass rich country, where the forest area is accompanied by other land uses that are often rich of woody biomass and by consistent areas of abandoned farmland that reverts to forest. While forests are studied in detail by forestry institutions and their production capacity is well known, little or no information was available concerning the amount of fuelwood produced outside forests and on the current and potential role of these areas in planning sustainable wood energy systems. On the other hand, it was understood that a significant part of fuelwood trade for household use is informal as fuelwood is either collected by farmers in their own lands and forests or bought locally.

To fill this information gap, and thus to complete the supply module, a specific survey of non-forest fuelwood sources was completed. The survey followed a two-phase approach based on (i) the new 2002 Land Use Map, used as stratification system (see table below), (ii) the available ortophotos coverage, used to estimate the crown cover of woody vegetation, and (iii) field sampling to relate crown cover to woody biomass stocking and increment.

Land use classes – Slovenia.

Land use classes

Total area

Minimum mapping

Relevance for woody biomass

 

ha

m2

 

1 Agricultural land

     

1100 Fields and gardens

213,985

5000

low

1160 Hops fields

2,501

1000

marginal

1211 Vineyard

25,303

500

marginal

1221 Intensive orchard

5,049

1000

medium

1222 Extensive orchard

19,849

1000

medium

1230 Olive trees orchard

1,139

500

medium

1240 Other agricultural. plantations

43

1000

marginal

1310 Intensive meadow

159,652

5000

medium

1321 Swamp meadow

3,084

5000

marginal

1322 Extensive meadow

187,930

5000

medium

1410 re-growth on old farmland

25,246

5000

high

1420 Forest plantation

586

5000

marginal

1500 Mixed use (agric. and forestry)

18,953

5000

medium

2000 Forest and other wooded land

1,201,485

5000

 

3000 Urban and built up areas, roads

108,194

10

low

4 Water logged areas

     

4100 Swamp

188

5000

 

4210 Reeds

1,084

5000

 

4220 Other water logged areas

1,472

5000

 

5000 Dry areas with grass

9,217

5000

 

6000 Barren land without grasses

28,777

5000

 

7000 Water bodies

13,314

10

 

Total area

2,027,050

   

Land Use Map publication 2002. Approximate reference date 2000 (date of ortophotos)

Sampling scheme to assess non-forest biomass

In the first phase of the two-phase survey, a systematic sample of non-forest land units was analyzed using the digital ortophotos on which the 2002 land use map was based. The selected land units were identified on the digital ortophoto data set and interpreted to assess the average crown coverage of trees and lower woody vegetation, such as bushes and young trees.

Interpretation of cover types

The digital ortophotos offered an excellent base for the interpretation of vegetation cover and for the distinction of cover types. The national consultant and the RC defined the following cover types, in consideration of photo characteristics and of basic requirements for the subsequent field-measurement phase:

Code Cover type

All interpretation was carried out visually on computer monitor. Each interpretation class was digitized as a closed polygon and coded according to cover type.

Cover types 1 and 4 referred to shrubs, bushes and young trees whose average height was estimated to be below 7 m. Type 1 referred to individual plants or small groups and 4 to larger formations.

The two orchard cover types referred to systematic layouts, usually composed by smaller crowns (2) and to older, irregular formations, usually composed by larger crowns (3). These two classes were found within or outside the classes defined as “orchards” in the land use map (in urban areas, for instance).

Dense stands were separated according to the size of tree crowns, into middle-age (5) and grow-up (6). A comparison with nearby forests allowed for the separation of stands that appeared younger from stands that appeared more mature.

Individual trees were divided into two main types: small to medium trees, with crown diameter below 8 m (7) and medium to large trees, with crown diameters above 8 m (8). Similarly, trees in lines were separated according to the width of the line. Where tree rows were wider, including two or more trees, they were classified as forest stands.

Other specifications

Minimum interpretation unit

The minimum interpreted crown area was 3 x 3 m (3 x 3 mm at scale 1:1000)

Sub-sample of large polygons

In case of large polygons (>100 ha) the interpretation was done on a representative fraction of the entire polygon area. The polygon was intersected with a 1 ha grid and the interpretation area was a systematic sample of the grid cells. The intensity of the systematic sample (1 on 2, 1 on 3, 1on 4, etc.) depended on the size of the polygon, with a minimum of 20 interpreted sub units (grid cells) well distributed over the polygon.

The class 3000 (Urban and built up, inclusive of roads) was practically one unique polygon over the entire Slovenia, since all urban centers are connected by thin stripes (roads). Therefore, in case of class 3000, and only in this case, the sampling unit was defined by the intersection between the class polygon and a circle of 250 m. radius around the selected 4x4 Km grid point.

Sample selection

The following table and figure show the distribution of the sample using a 4x4 Km grid (the same used by Slovenia Forestry Institute for permanent forest sample plots) and including only the classes of interest.

Summary of sample selection

Code

Land use classes

Total area

Total 4x4km points

Remarks

selection frequency

Selected points

1100

Fields and gardens

213,985

136

Very low sample

1on4

32

1221

Intensive orchard

5,049

2

All-orchards aggregated

1on1

18

1222

Extensive orchard

19,849

16

1310

Intensive meadow

159,652

101

Low sample

1on2

42

1322

Extensive meadow

187,930

118

Low sample

1on2

58

1410

Re-growth on old farmland

25,246

11

double sample

2on1

28

1500

Mixed use (agric. and forestry)

18,953

15

Full sample

1on1

15

3000

Urban and built up areas, roads

108,194

68

Low sample

1on2

33

     

471

   

227

Sample distribution map:

Example of ortophoto with land use class (red) and crown cover types (yellow). The land use class of the selected class polygon is 1410 (re-growth in abandoned farmland). The Crown Type classes are: 3, 4, 5, and 6

Field measurement work in phase 2:

In order to calculate the average amount of wood stock (and increment) for all the cover types described above, a subset of the 227 sampling units was randomly selected for field measurement.

Smaller polygons of individual woody cover types were measured entirely. In bigger polygons, the measurements were done in representative sub-plots of varying size, depending on the woody cover type concerned, as follows:

Sizes of sample plots for wood stock measurements in different woody cover types

Plot size

Cover type

20 x 20 m

01 - Bushes and young trees, 04 - Young forest stand (up to the pole stands)

30 x 30 m

02 - Intensive orchard, 03 - Extensive orchard, 05 - Middle-age forest stand

40 x 40 m

06 - Grown-up forest stand

30 m

09 - Lines of trees with crown diameter under 8 m, 10 - Lines of trees with crown diameter above 8 m

The position of the plot inside the polygon was marked on the map and, in case of lines of trees, the measured part was marked.

In every land use unit, up to 5 individual trees of the most frequent woody cover types in the unit were measured.

In all woody cover types, trees and bushes from a diameter of 5 cm onwards were measured.

In order to determine the tariffs for calculation of wood stock (and also increment) in every polygon the height of three thickest trees were measured. For individual trees, the height was measured every 5 or 10 trees, specifying the diameter and species.

The calculation of the average wood stock for individual land use types (in m3/ha) was done in two modes:

Direct mode

Calculation of average wood stock value for individual non-forest land use types directly through shares of individual woody cover types inside individual land use types – on the basis of a known average wood stock (in m3/ha) of different woody cover types. Calculation was faster and simpler but it did not provide the calculation of precision or confidence interval of the average wood stock value for an individual non-forest land use type.

Indirect mode

Calculation of average wood stock value for individual non-forest land use types through calculated average wood stock values of individual land use units (from 227), which provides calculation of precision or confidence interval of the average wood stock value for an individual non-forest land use type.

The list and location of the land units selected for field measurements is given in the Table below:

Ljubljana:

Nr

Unit number

Land use code

Framework of present woody cover types
(approximately representation)

according to:

Location

1.

1159

3000

6, 5, 10, 8, 7, 1, 9

Dolsko

2.

1227

1310

6, 5, 4, 8, 7, 9, 10

Zagorje

3.

1217

3000

9, 10, 8, 7, 1

Medvode

4.

843

3000

9, 7, 8, 5, 10, 2, 3

Ponova vas by Grosuplje

5.

1273

1322

6, 5, 9, 7, 1

South of Železniki

6.

897

1310

4, 8, 7

Hotedrščica

7.

835

1310

5

Logatec

8.

1031

1221

2

Ljubljana-Bizovik

9.

1103

1221

2

Podkum

Brežice:

Nr

Unit number

Land use code

Framework of present woody cover types
(approximately representation)

according to:

Location

1.

793

1500

6, 5, 10, 9, 8, 1

Škocjan by Otočec

2.

921

1322

5

Raka

3.

917

1322

5, 6, 4, 8, 7, 1, 9

Tržišče

4.

923

1221

2

Krško

5.

984

1221

2

Brestanica-Sevnica

Note: On one of plots 793 or. 917 measure two polygons of mature trees or two plots in mature tree stands (6).
On plot 793 measure 3 polygons of forest trees in lines with thick trees (10).

Celje:

Nr

Unit number

Land use code

Framework of present woody cover type
(approximately representation)

according to:

Location

1.

1545

1500

5, 4, 6, 9, 7, 1

North of Polzela

2.

1611

1322

5, 9, 10, 8

Dobrna

3.

1301

1310

6, 4, 8

Loka

4.

1672

1222

3

Velenje

5.

1366

1222

3

Šmarje pri Jelšah

6.

1481

1222

3

Braslovče

7.

1487

1222

3, 5

Vojnik

Note: On one of plots 1545 or. 1672 measure two polygons of mature trees or two plots in mature tree stands (6).
On plot 1611 measure 3 polygons of forest trees in lines with thick trees (10)

Maribor:

Nr

Unit number

Land use code

Framework of present woody cover types
(approximately representation)

according to:

Location

1.

2003

1322

5, 8, 7, 1

Cerkvenjak

2.

2125

3000

8, 10, 4, 1, 9, 3

Northeast of Maribor

3.

2123

1222

3

Šentilj

4.

2186

1222

3, 4, 1

Šentilj

Sežana:

Nr

Unit number

Land use code

Framework of present woody cover types
(approximately representation)

according to:

Location

1.

639

1322

1, 9, 7, 4, 10

Štanjel

2.

451

1322

9, 7, 1

Divača

3.

269

1410

5, 4, 8, 7, 1

Knežak-Ilirska Bistrica

4.

2517

1410

5

Obrov

Survey results

1 – CROWN COVER

Average - percent crown cover

         

Crown types (CT)

LU class

# Units

% all Crown Types

% lower veget.

% tree cover

Bushes

Intens. Orchard

Extens. Orchard

Young Forest

Middle Forest

Grown Forest

Small Trees

Large Trees

Small-trees line

Big-trees line

         

1

2

3

4

5

6

7

8

9

10

1100

32

2.3

0.4

1.9

0.3

 

0.0

0.0

0.5

0.6

0.1

0.1

0.4

0.0

1221

2

64.5

 

64.5

 

58.5

     

6.0

       

1222

16

38.4

11.7

26.7

5.8

1.9

6.1

5.9

12.3

0.6

1.3

0.8

3.4

0.4

1310

42

5.9

0.9

5.0

0.5

0.0

0.2

0.4

0.7

2.4

0.4

0.4

0.8

0.1

1322

58

14.5

2.9

11.6

1.0

 

0.0

1.9

2.8

5.1

0.5

0.4

2.6

0.2

1410

28

57.4

20.0

37.5

1.2

 

0.1

18.8

23.9

11.7

0.4

0.2

1.0

0.1

1500

15

63.5

6.0

57.5

1.6

   

4.4

20.7

33.0

0.2

0.3

2.6

0.7

3000

33

11.1

1.8

9.4

1.7

0.3

0.3

0.1

1.7

3.4

0.5

0.5

2.2

0.4

ALL

227

21.5

4.9

16.6

1.3

0.9

0.5

3.6

6.3

6.0

0.5

0.4

1.7

0.2

                             

Coefficient of Variation - percent crown cover

                             

1100

32

129

268

139

299

 

566

330

402

173

247

247

195

218

1221

2

54

 

54

 

45

     

141

       

1222

16

39

102

53

102

400

228

195

125

232

170

219

193

400

1310

42

79

148

79

113

525

319

279

186

131

232

151

133

217

1322

58

63

118

75

81

 

540

177

149

131

95

148

179

185

1410

28

52

99

69

144

 

529

106

94

146

170

209

144

388

1500

15

26

142

36

215

   

196

101

98

271

265

226

304

3000

33

64

88

73

83

320

240

391

161

183

67

97

127

152

ALL

227

116

208

124

187

763

734

276

212

222

191

190

210

339

                             

lower veget = CT 1 and 4 tree cover = all other CT

2 - STOCKING AND INCREMENT

Class code

Mean Stocking
m3/ha

Mean Increment
m3/ha/year

sd Stock

sd Incr

CV%

CV%

Area
ha

total stock
m3/ha

total increment
m3/ha/year

1100

3.0

0.10

3.6

0.12

119.56

121.69

213,985

649,466

21,958

1221

33.1

1.12

26.1

0.89

78.84

79.53

5,049

167,004

5,675

1222

32.1

1.14

15.7

0.54

48.94

47.83

19,849

637,212

22,591

1310

8.5

0.28

7.0

0.24

82.43

85.27

159,652

1,358,629

44,579

1322

19.5

0.67

14.4

0.50

73.74

73.77

187,930

3,670,979

126,499

1410

57.4

2.16

36.2

1.29

63.11

59.84

25,246

1,449,435

54,498

1500

94.6

3.30

46.2

1.54

48.82

46.58

18,953

1,792,963

62,624

3000

15.6

0.51

12.6

0.43

80.44

83.75

108,194

1,691,725

55,430

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