academic access is facilitated as there is no need toreveal sensitive informati<strong>on</strong>.Table III. Assumpti<strong>on</strong>s made for n<strong>on</strong>-site idiosyncratic input<strong>and</strong> output prices (€/MWh).Ethanol 78 Biomass 19FT-diesel 78 Fuel oil 57Kers<strong>on</strong>e 78 Pellets 25Nafta 52 Electricity 47Biooil 47 Electricity excise 0.5Biogas 68 Electricity certificate 1 211 Premium paid to producers of renewable electricity.Cash flowsThe initial outlay is assumed to take place in full at year0. Yearly operati<strong>on</strong>al cash flows are projected by firstestimating an operati<strong>on</strong>al cash flow for the first year. Ascash flows are the products of price <strong>and</strong> quantity, thisestimati<strong>on</strong> is based <strong>on</strong> the technical analysis in order toobtain energy flow estimates (see Table I), <strong>and</strong> thenmultiply them with price estimates, to which we addout-payments for operati<strong>on</strong> <strong>and</strong> maintenance. Weextrapolate this operati<strong>on</strong>al cash flow over the 20 yearl<strong>on</strong>g investment horiz<strong>on</strong> with a three percent yearlygrowth rate (adjusted for the fact that green certificatesare obtained for fifteen years <strong>on</strong>ly). All cash flows arec<strong>on</strong>servatively assumed to occur at the end of eachyear. Next, we add tax payments (assuming aneffective tax rate of 26,3%), tax discounts fromdepreciati<strong>on</strong> (according to Swedish tax code), changesin working capital (approximated by dividing thedifference between in-payments <strong>and</strong> out-payments ofyear t by 12 <strong>and</strong> subtracting the corresp<strong>on</strong>ding valuefrom year t-1, save for the last year where thedifference is set to zero) <strong>and</strong> a terminal value (5% ofthe initial outlay). Initial outlays are determined byc<strong>on</strong>sulting [7]– [19]. Our price assumpti<strong>on</strong>s for n<strong>on</strong>-siteidiosyncratic inputs <strong>and</strong> outputs are presented inTable III. For translati<strong>on</strong> between different currenciesthe following exchange rates were used: 9.6 SEK/€ <strong>and</strong>6.5SEK/USD.Sensitivity analysisWe then c<strong>on</strong>trol the robustness of the NPV estimatesthrough sensitivity analysis; that is, we examine howthe cost-/benefit analysis is affected when changing avariable at the time, holding all else equal. We do thisin two steps for each system. First, we illustrate thechanges in estimated NPV by changing yearly inpayments,yearly out-payments, initial outlay <strong>and</strong>terminal value respectively. Sec<strong>on</strong>d, we show howyearly in-payments <strong>and</strong> out-payments resp<strong>on</strong>d to pricechanges.By this sensitivity analysis, we can to some degreecompensate for the uncertainty that surrounds ourestimates of initial outlays <strong>and</strong> terminal value, <strong>and</strong> weThe <str<strong>on</strong>g>12th</str<strong>on</strong>g> <str<strong>on</strong>g>Internati<strong>on</strong>al</str<strong>on</strong>g> <str<strong>on</strong>g>Symposium</str<strong>on</strong>g> <strong>on</strong> <strong>District</strong> <strong>Heating</strong> <strong>and</strong> <strong>Cooling</strong>,September 5 th to September 7 th , 2010, Tallinn, Est<strong>on</strong>ia147can see for what potential price changes extra c<strong>on</strong>cernis warranted. Certainly, a drawback with the sensitivityanalysis is that it is just a ceteris paribus analysis <strong>and</strong>does not take into c<strong>on</strong>siderati<strong>on</strong> the potentialcovariance of variables, for instance between ingoingbiomass <strong>and</strong> outgoing biofuel.Business c<strong>on</strong>text evaluati<strong>on</strong>The envir<strong>on</strong>mental <strong>and</strong> ec<strong>on</strong>omic analyses of a jointproducti<strong>on</strong> operati<strong>on</strong> act as a starting point for thebusiness c<strong>on</strong>text analysis. A wide-spread adopti<strong>on</strong>dem<strong>and</strong>s not <strong>on</strong>ly indicati<strong>on</strong>s of envir<strong>on</strong>mental benefits<strong>and</strong> ec<strong>on</strong>omic profits, but must also offer a fit with theexisting business c<strong>on</strong>text. Even though the degree of fitis defined <strong>on</strong> company level we will not analyze it assuch. Rather we use the business c<strong>on</strong>text of thestudied systems in order to put together a compilati<strong>on</strong>of restricti<strong>on</strong>s <strong>and</strong> barriers to a wide-spread adopti<strong>on</strong>.The magnitude <strong>and</strong> importance of these will giveimportant indicati<strong>on</strong>s of the short term possibilities ofrealizing envir<strong>on</strong>mental benefits <strong>and</strong> ec<strong>on</strong>omic profitsin making bioenergy combines a future growth industry.The restricti<strong>on</strong>s <strong>and</strong> barriers are identified through thefit with existing input/output market situati<strong>on</strong>, producti<strong>on</strong><strong>and</strong> system c<strong>on</strong>figurati<strong>on</strong> <strong>and</strong> general businessc<strong>on</strong>diti<strong>on</strong>s, (i.e. strategic focus <strong>and</strong> capacity to absorbadditi<strong>on</strong>al risk) dominant in the host company.ENVIRONMENTAL BENEFITSAs already stated in the Research design, theenvir<strong>on</strong>mental benefit from integrating bioenergyproducti<strong>on</strong> into an existing district heating system isassessed as the reducti<strong>on</strong> of GHG‘s from a systemperspective. As also explained, the net differencedepends <strong>on</strong> the reference case as well as thecompositi<strong>on</strong> of the energy combine. In Figure 2, theGHG reducti<strong>on</strong> for the included parts of the referencecase <strong>and</strong> energy combine case of System 3 isdisplayed. In the reference case (left bar in Figure 2)– a combined heat <strong>and</strong> power (CHP) plant – biomass isc<strong>on</strong>verted into heat (for district heating) <strong>and</strong> electricity.The amount of heat is the same in both the reference<strong>and</strong> combine cases <strong>and</strong>, hence, not c<strong>on</strong>sidered in theevaluati<strong>on</strong> of GHG reducti<strong>on</strong>. However, the producti<strong>on</strong>of electricity will change <strong>and</strong> the system c<strong>on</strong>sequencesof that is, as stated, c<strong>on</strong>sidered by including twodifferent assumpti<strong>on</strong>s for marginal electricity. Assumingthat marginal electricity is related to about 260 kg CO 2eq./MWh el (E2), the electricity produced in thereference case results in a yearly reducti<strong>on</strong> of 38Mt<strong>on</strong>ne (dark blue bar to the left in Figure 2). If theemissi<strong>on</strong>s of marginal electricity instead is assumed tobe 800 kg/MWh el (E1), the emissi<strong>on</strong> reducti<strong>on</strong> wouldincrease by 78 Mt<strong>on</strong>ne/year (light blue bar) to be intotal 116 Mt<strong>on</strong>ne (dark + light blue bar = E1). Theh<strong>and</strong>ling of the biomass is related to GHG emissi<strong>on</strong>s
(see Envir<strong>on</strong>mental evaluati<strong>on</strong>) <strong>and</strong>, hence, there is anegative bar of 8 Mt<strong>on</strong>ne for biomass. To sum up, thenet GHG reducti<strong>on</strong> in the reference case is 30 or 108Mt<strong>on</strong>ne CO 2 equivalents depending <strong>on</strong> assumpti<strong>on</strong>s forthe marginal electricity.The combine case of System 3 has lower electricityproducti<strong>on</strong> than in the reference case (see Descripti<strong>on</strong>of the cases). C<strong>on</strong>sequently, the GHG reducti<strong>on</strong> fromthe electricity producti<strong>on</strong> is also lower, which is seen aslower dark <strong>and</strong> light blue bars for the combine case;middle stacked bar in Fig. 2. Moreover, the negativebar for biomass is larger for the combine since morebiomass is used in this case. In the energy combine,however, bioenergy products such as biofuel (ethanolin this system), biogas <strong>and</strong> pellets are produced. Asalready explained, these energy products are assumedto replace fossil fuels <strong>and</strong> the resulting GHG reducti<strong>on</strong>from the combine is significant: 188 or 217 Mt<strong>on</strong>ne CO 2eq. with carb<strong>on</strong> lean (E2) <strong>and</strong> carb<strong>on</strong> intense (E1)electricity producti<strong>on</strong>, respectively.GHG reducti<strong>on</strong> (Mt<strong>on</strong>ne CO 2 eq./yr)3002001000-100-200Net reducti<strong>on</strong> (E2/E1):30/108 188/217 158/109Reference Combine DifferenceElectricity, E1-E2*Electricity, E2PelletsBiogasEthanolBiomass* addit<strong>on</strong>al emissi<strong>on</strong>reducti<strong>on</strong>/change ifelectricity is relatedto high CO 2 emissi<strong>on</strong>sFig. 2. GHG reducti<strong>on</strong> in System 3 for the reference case,combine case <strong>and</strong> the net difference for c<strong>on</strong>verting to thecombine.The dark blue bars are related to marginal electricityassociated to low GHG emissi<strong>on</strong> (E2). The additi<strong>on</strong>alemissi<strong>on</strong> reducti<strong>on</strong>/change if electricity is related tohigh GHG emissi<strong>on</strong>s (E1–E2) is indicated by the lightblue bars. The total emissi<strong>on</strong>/change for E2 is given bythe sum of light blue <strong>and</strong> dark blue bar.The implicati<strong>on</strong> in terms of GHG‘s of integratingbioenergy producti<strong>on</strong> in System 3 can be visualised bymoving from the left bar in Figure 2 to the middle bar.C<strong>on</strong>sequently, the difference of the two bars shows theGHG implicati<strong>on</strong> of c<strong>on</strong>verting to an energy combine inSystem 3, which is presented in the right h<strong>and</strong> bar inthe figure. The change from the reference to thecombine case gives rise to GHG reducti<strong>on</strong> from the fuelproducts (green bars) However, the electricityproducti<strong>on</strong> decreases, implying decreased reducti<strong>on</strong>(emissi<strong>on</strong> increase) <strong>and</strong>, hence, negative bars forelectricity. As can be seen in the figure, the net GHGThe <str<strong>on</strong>g>12th</str<strong>on</strong>g> <str<strong>on</strong>g>Internati<strong>on</strong>al</str<strong>on</strong>g> <str<strong>on</strong>g>Symposium</str<strong>on</strong>g> <strong>on</strong> <strong>District</strong> <strong>Heating</strong> <strong>and</strong> <strong>Cooling</strong>,September 5 th to September 7 th , 2010, Tallinn, Est<strong>on</strong>ia148reducti<strong>on</strong> from introducing an energy combine inSystem 3 is 158 or 109 Mt<strong>on</strong>ne/year depending <strong>on</strong> theassumpti<strong>on</strong> for marginal electricity (E2 <strong>and</strong> E1,respectively).The equivalents to the right h<strong>and</strong> bar in Figure 2 for allfour systems are shown in Figure 3. As can be seen,the reducti<strong>on</strong>s of GHG‘s are significant in systems 2-4,especially if the electricity is associated with lowemissi<strong>on</strong>s (E2, dark blue bar <strong>on</strong>ly). In System 1, theenvir<strong>on</strong>mental benefit is negative, even if the marginalelectricity is CO 2 lean.Significant envir<strong>on</strong>mental benefits, as displayed forsystems 2-4, are expected since the combines in thesesystems use more biomass, which eventually replacesfossil fuel in the system approach applied (in system 1less biomass is used which explains the negativeresults for this system). However, if biomass isassumed to be a limited resource from sustainabilitypoint of view, the use of biomass should also beevaluated from an efficiency point of view. As explainedin the Envir<strong>on</strong>mental evaluati<strong>on</strong>, <strong>on</strong>e measure ofresource efficiency is the GHG reducti<strong>on</strong> potential perused quantity of biomass. This key figure is presentedin Figure 4 for both the reference case <strong>and</strong> thecombine case for the four district heating systemsevaluated.GHG reducti<strong>on</strong> (Mt<strong>on</strong>ne)400350300250200150100500-50-100-150Net reducti<strong>on</strong> (E2/E1):-2/-69 124/119 158/109 321/309System 1 System 2 System 3 System 4Others*BiofuelElec., E1-E2Elec., E2Biomass* biogas<strong>and</strong> pelletsFig. 3. Envir<strong>on</strong>mental benefit from introducti<strong>on</strong> of energycombines.As seen in Figure 4, the energy combines are lessresource efficient than the reference cases (generally abiomass fired CHP plant) if the marginal electricity isassociated with high CO 2 emissi<strong>on</strong>s (E1, dark + lightblue bar). However, if the marginal electricity isassociated with low CO 2 emissi<strong>on</strong>s (E2, dark blue bar<strong>on</strong>ly), the combines are more resource efficient thanthe reference cases. As also can be seen, the resourceefficiencies do not differ dramatically betweensystems 2–4. System 1, however, shows lowerresource efficiency, which can be explained by the factthat a major part of the produced pyrolysis oil isc<strong>on</strong>sumed internally in the system instead of replacingfossil fuel off site.
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