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The economics of timber and bioenergy production and carbon storage in Scots pine stands Sampo Pihlainen 1 * Olli Tahvonen 1 Sami Niinimäki 1 1 Department of Forest Sciences, University of Helsinki, Latokartanonkaari 7, PL 27, 00014 *[email protected] Economic-ecological optimization group (Olli Tahvonen) http://blogs.helsinki.fi/ee-opt/

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Page 1: The economics of timber and bioenergy production and ...task38.ieabioenergy.com/wp-content/uploads/2017/01/Sampo_Pihlainen_et_al_2014.pdfThe economics of timber and bioenergy production

The economics of timber and bioenergy production and carbon storagein Scots pine stands

Sampo Pihlainen1*Olli Tahvonen1

Sami Niinimäki1

1Department of Forest Sciences, University of Helsinki, Latokartanonkaari 7, PL 27, 00014*[email protected]

Economic-ecological optimization group (Olli Tahvonen)http://blogs.helsinki.fi/ee-opt/

Page 2: The economics of timber and bioenergy production and ...task38.ieabioenergy.com/wp-content/uploads/2017/01/Sampo_Pihlainen_et_al_2014.pdfThe economics of timber and bioenergy production

Research consortium funded by the Academy of Finland as a part of Finnish ClimateChange Research Programme (FICCA)

Economically Optimal Adaptation of ForestManagement in the Changing Climate

(EconAda)• Raisa Mäkipää (coordinator), Tapio Linkosalo, et al., Finnish Forest

Research Institute (Metla)

• Olli Tahvonen (principal investigator), Sampo Pihlainen et al., Universityof Helsinki

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Page 4: The economics of timber and bioenergy production and ...task38.ieabioenergy.com/wp-content/uploads/2017/01/Sampo_Pihlainen_et_al_2014.pdfThe economics of timber and bioenergy production

1

2

3 Economics of boreal Scots pine management under changing climate (Manuscript)

Articles in my thesis

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Article 2:

Page 6: The economics of timber and bioenergy production and ...task38.ieabioenergy.com/wp-content/uploads/2017/01/Sampo_Pihlainen_et_al_2014.pdfThe economics of timber and bioenergy production

Climate change poses an immense challenge to the mankind.

• Forests have an outstanding role in its mitigation (IPCC 2007)

• Current decisions anticipate future growth conditions for a long time horizon

Scots pine (Pinus sylvestris L.) is one of the most abundant tree species in the world

• Its significance increases with climate change because of its heat tolerance (Lutz et al. 2013)

Introduction

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Optimizing only rotation length (in even-aged stands)• Gong and Kriström (1999, SLU Inst. Skogsekon., Arbetsrap.)• Caparrós et al. (2003, Int. J. Sust. Dev.)

For uneven-aged stands• Goetz et al. (2010, For. Sci.)

Optimizing rotation length and thinnings (in even-aged stands)• Pohjola and Valsta (2007, Forest Policy Econ.)

Optimizing rotation length and initial density (in even-aged stands)• Zhou (2001, J. For. Econ.)

Earlier studies on economic optimization of timber productionand carbon storage in Scots pine stands:

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1. Neglect of thinnings• Except: Pohjola & Valsta (2007, Forest Policy Econ.)

2. Deficient carbon pool3. No results on bioenergy vs carbon storage in harvest residues (for any

tree species)• cf. Bjornstad & Skonhoft (2002, Environ. Resour. Econ.) for Norway spruce

4. No country-level cost functions (for any tree species)5. No results on optimal method for carbon storage in Finland

• Forest management adaptation or afforestation?

Our model extends from:

By:• Providing results for Scots pine• Including carbon storage in branches, foliage, and dead trees• Including bioenergy production

By:• Using a process-based growth model• Including six timber assortments instead of two• Including carbon storage in products and in dead trees• Including bioenergy production

Gaps in the literature:

Page 9: The economics of timber and bioenergy production and ...task38.ieabioenergy.com/wp-content/uploads/2017/01/Sampo_Pihlainen_et_al_2014.pdfThe economics of timber and bioenergy production

The size-age-structured rotation model:

subject tothe process-based growth model* (7920-18320 difference equations).

*Mäkelä (2002) and Mäkelä and Mäkinen (2003)

Number of optimized variables is 4-28.

( )( )

0,

1 1 1 0

, , ,1,2,3, 1,...,

max 1 ,1

ks

s s s s s s

ks dt bts s

tgk nt t

v ivt it b ibt it bt t t c ts i v t

tN k td s k

b p D h p D h C b p Q wAJ

b rg g

gr= = = =

ì üí ý= =î þ

ì üì üé ù+ - + -ï ïí ýê ú

ï ïë ûî þ= - -í ý-ï ï

ï ïî þ

å å å åh ,D

Source:

Optimized variables: initial density; rotation period;number, timing, type and intensity of thinnings

Numerical optimization of Scots pine stand management with extended Faustmann frameworkincluding

• thinnings• five merchantable timber assortments (based on information about branches)• detailed harvesting cost models• CO2 subsidy system with decaying dead trees and timber products• bioenergy

{ }( )max

1

tt

tt

b px wJ tb-

=-

Recall the generic Faustmann:

OPTIMIZEDSIMULTANEOUSLY

Economic-ecological optimization

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Gross subsidy: Carbon in timber products never decays,Net subsidy: Carbon in timber products decays at some rate,

0b =0 1b< £

Gross subsidy system• Rewards for the carbon stored in net growth

Net subsidy system• = gross subsidy – carbon released from timber products• Similar to the scheme currently enforced in New Zealand

Monetary value via subsidy-based instrument

( ) ( ) ( ){ }

( ){ }

3

1 , 1 1, 1 1, 1 11

31

1

1 1

1

i t i t i t i t i t i t it i t bt itn

ti

i t it

q z q z r q z h z hQ

r x h

y y y y yy

f f ff

a w gm

b h

- - -=

=

=

ì üé ùé ù- + - - - + -ï ïë û ë ûï ï= í ýï ïé ù+ -ë ûï ïî þ

åå

å

Source:

CO2 subsidy systems

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Detailed process-based growth model for even-aged stands (Mäkelä & al. 1997):=>causal relationships instead of statistical correlations

Detailed carbon cycle – carbon from photosynthesis is divided between respiration,senescence and growth

Predicts stand growth for the most important site types in Nordic countries

Predicts growth in states outside the validity of statistical models

Ecological model

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Derivate-free optimization algorithms: a generalized pattern search (Matlab)

Typical number of initial guesses was 50

For one computer processor, finding an optimal solution candidate takes anythingbetween 50 and 530 hours.

Numerical optimization

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RESULTS

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Source:

The optimal number of thinnings, initial density and rotation length increase with CO2 price.

Rotation lengthens less with gross subsidy system.

At low CO2 prices all thinnings are from above.At high CO2 prices the first thinning is from below and the rest are from above.

The effects of carbon pricing on optimal stand management

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At good sites the optimal thinnings are light compared to the stand volume,the volume of the stand at clearcut tends to increase with CO2 price,the stand volume increases towards the clearcut, andthe merchantable timber volume can be higher than in undisturbed stand.

Net subsidy system,interest rate 3%.

MT1300 = Fertile site in Southern FinlandVT1300 = Average fertility site in Southern FinlandCT1300 = Infertile site in Southern FinlandMT1100 = Fertile site in Central FinlandVT1100 = Average fertility site in Central Finland

Source:

Timber volume

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Average and discounted CO2 storage, MAI, saw log production and mortality increase with CO2 price.

Net subsidy: pulp production decreases with CO2 price.Gross subsidy system: pulp production increases with CO2 price.

The effects of carbon pricing on timber yield and carbon storage

Source:

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MT1300 = Fertile site in Southern FinlandVT1300 = Average fertility site in Southern FinlandCT1300 = Infertile site in Southern FinlandMT1100 = Fertile site in Central FinlandVT1100 = Average fertility site in Central Finland

Total carbon storage atstand and in timberproducts increases withCO2 price.

Carbon storage is thegreatest if the stands wereleft undisturbed.

Source:

Total carbon storage

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Poor sites are more sensitive to increasing CO2 price.

Effects of carbon storage greater under net subsidy

Mortality can be remarkably high at poor sites.

The effects of carbon pricing in stands with different productivities

Source:

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Stumpage price of energy wood, €

0 2 4 6 8 10 12 14 16

Price of CO2, €/ton

0102030405060

Bioenergy

production

No

Bioenergy

production

Break-even-curve for bioenergy harvest.

At zero CO2 price, it is always optimal to harvest bioenergy.

Bioenergy is produced from residues and small-diameter trees from all harvests.

Average fertility site in Southern Finland, interest rate 3%

Source:

Bioenergy vs carbon storage in harvest residues

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{ }( )

, 1..., 1

1

min

. .i

K

i iE i K i

K

ii

V C E

s t

E E

==

=

=

³

å

å

Optimization problem:

MT1300: 1 055 937 haVT1300: 661 978 haCT1300: 77 598 haMT1100:1 625 614 haVT1100: 1 351 164 ha

Marginal costs are low compared to earlier studies:• Van Kooten et al. (2009): forestry• Richards & Stokes (2004): forestry• Ekholm (2010): ETS- and non-ETS-sectors

Carbon storage cost = decreased presentvalue of net revenues from timber andbioenergy production.

Costs per one hectare of each site type

National costs

Source:

Optimal allocation of carbon storage over different sites

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It is optimal to afforest agricultural land with value less than €7300 per hectare.

Median selling price of land in 2012 was €9900–12000 per hectare in southern Finland(National Land Survey of Finland 2013)

Source:

Optimal method for carbon storage in Finland

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Thank you!

Further information:[email protected]