Abstract. Technological Changes in Japanese Housing and Its Effects on Carbon Emissions

Size: px
Start display at page:

Download "Abstract. Technological Changes in Japanese Housing and Its Effects on Carbon Emissions"

Transcription

1 Tehnologial Changes in Japanese Housing and Its Effets on Carbon Emissions Gloria P. GERILLA 1 Researh Fellow Department of Civil Engineering, Saga University 1 Honjo, Saga, , Japan Phone: Fax: a0440@.saga-u.a.jp Kardi Teknomo Leturer Institute of Lowland Tehnology, Saga University 1 Honjo, Saga, , Japan Phone: Fax: kardi@.saga-u.a.jp Kazunori Hokao Professor Department of Civil Engineering, Saga University 1 Honjo, Saga, , Japan Phone: Fax: hokao@.saga-u.a.jp Abstrat Population growth has led to the onversion of resoure-related land uses, suh as agriultural lands, to urban related land uses, like housing. Urban development has made life onvenient and omfortable. Travel has beome faster, ommuniation has beome easier. However, there are externalities that we need to fae due to urban development; Externalities suh as overrowding of ities whih leads to ontinual expansion of the ity (suburbanization); traffi ongestion; and the environmental quality is worsening. One aspet of urban development is the onstrution of residential and non-residential buildings in ities. This paper tries to study the hanges of arbon emissions indued by building onstrution. To be able to assess the future requirements of soiety in terms of infrastruture failities and its sustainability, a study on the historial hanges of arbon emissions and the relationship of material requirements to emissions are neessary. The fous is on the tehnologial evolution of Japanese building onstrution to be able to assess its environmental impats and to be able to reognize the material and energy requirements of building onstrution that ontribute to the total arbon emissions. The main ontribution of the paper is the environmental evaluation of the building onstrution system. Moreover, arbon emissions from building onstrution will be one of the results from the study. The Input-Output Approah oupled with Strutural Deomposition Analysis (SDA) is used to analyze the impats of Japanese building onstrution to the environment. The hanges in onstrution tehnology, emission struture are studied in this paper. It an be shown that these hanges ontribute to the flutuations in the arbon emissions from building onstrution during the 15 year study period. 1 Corresponding author

2 1 INTRODUCTION The reent enforement of the Kyoto Protool to mitigate the risk of limate hange has led governments, who are signatory to the Pat, to hold in hek their urrent emission levels and propose ways on how to limit their emissions. Infrastruture systems are neessary to the lives of human beings. However, the onstrution of infrastruture systems ontributes to the emissions to the environment. Buildings-related CO 2 emissions aount for one third of Japan s total CO 2 emissions (Ikaga, et al, 2002). Due to the immensity of CO 2 ontribution from residential and non-residential onstrution, it is neessary to study the reasons for this huge ontribution to CO 2 emissions. This paper tries to study the hanges of arbon emissions indued by residential and non-residential onstrution for a 15 year time period. In order to redue emissions from the onstrution setor, speifially the building onstrution setor, it is neessary to have a historial perspetive on how material requirements from building onstrution ontribute to ireased or dereased emission levels. The relationship between the assessment of environment loads and the eonomi system is modeled through the use of the Input-Output Methodology. The onventional Input-Output model has been employed to estimate environmental loads due to the prodution proesses of the entire eonomi system. Leontief (1970), Weir (1998), Gerilla, et al. (2000a) employed the stati input-output model to estimate environmental loads in relation to some aspet of the eonomy. These studies have not onsidered the hanging energy pries in the world, whih more or less affets the values of the estimated emissions. Bullard and Herendeen (1975), Piantanakulhai, et al. (1999), resolved the problem of hanging energy pries by the use of physial units for energy setors. The omparison of hanges in struture an be modeled through the strutural deomposition analysis (SDA). It represents a way of distinguishing major soures of hange in an eonomy. Several researhes had been made in this area using the SDA methodology like Rose & Chen (1991); Fujimagari (1989); Skolka (1989); Weir (1998) and others. Dietzenbaher and Los (1998), moreover, showed a detailed sensitivity analysis of the deomposition. Gerilla, et al. (2000b, 2001) studied the effets of historial and tehnologial hanges in the road onstrution industry whih made use of the retangular input-output method. The present paper shows a onnetion between the internal deomposition, wherein the diret and indiret dependeies in the eonomy are expliitly exhibited, and the external deomposition known as SDA is also done. The soures of hanges in arbon emission intensities indued by housing onstrution in Japan are studied from 1980 to A sensitivity analysis of hanges in the input oeffiients of the final demand onverter and that of the total arbon emission intensity is also presented. The paper is organized as follows: the following setion disusses the framework of the study. The deomposition of strutural hanges is done in Setion 2. Following that is the empirial appliation of the model using the IO tables of Japan. Coluding omments loses the paper in Setion 4. 2 FRAMEWORK OF THE STUDY The arbon emission model that is formulated in this paper iorporates the hierarhial relationship of the eonomi system. The methodology for modeling arbon emissions is shown in Figure 3.1. The basi input-output matrix is ombined with the primary energy setors to get a hybrid input-output matrix. The hybrid ommodity by ommodity diret requirements matrix is then alulated. Using the hierarhial deomposition tehnique, the

3 ommodity prodution fution is modeled. To hek the veraity of the modeled prodution fution, it is ompared with the hybrid prodution fution from the data. If the two prodution futions are equal then the next step is the estimation of the final demand for every building onstrution ategory alled the final demand onverter. The arbon intensity model is formulated after all the above proesses are done. A more detailed explanation of the proess is presented in the following setions. Energy Usage by Setors,E B asi I-O M atrix, Z Hybrid I-O M atrix, Z h Hybrid C om m odity by C om m odity Diret R equirem ents M atrix (A h ) Hierarhial Deom position M odeling, X = (I - A ) -1 Y NO X model = X hybrid YES C alulation of the Final Dem and C onverter for B uilding C onstrution Em ission Intensity M odel Form ulation CO es = Eg (I-A ) -1 f Figure 1. Flowhart of the arbon emission modeling 2.1 Hierarhial Deomposition The eonomy in this model is subdivided into 3 subsystems namely: the primary energy setors (es), the non-onstrution setor () and the onstrution setor, (s). The different interations and hierarhy between these subsystems are presented in this setion. The omparison of the emission struture among the primary energy setor, non-onstrution

4 setor and onstrution setor an be explained using the deomposition of the matries. The subdivision of blok matries A h are shown in the figures below. es s es A11 A12 A13 es A11 A12 A13 es O O O es O O O A A A A O O O A A O O O = s A A A s A O O s O A O s O O A Ah Aes A As (1) where: A 11 = input oeffiient sub-matrix of primary energy setors required by the output of primary energy setors (ton-c/ton-c); A 12 = input oeffiient sub-matrix of primary energy setors required by the output of noonstrution setors (ton-c/my); A 13 = input oeffiient sub-matrix of primary energy setors required by the output of onstrution setors (ton-c/my); A 21 = input oeffiient sub-matrix of non-onstrution setors required by the output of primary energy setors (MY/ton-C); A 22 = input oeffiient sub-matrix of non-onstrution setors required by the output of noonstrution setors (MY/MY); A 23 = input oeffiient sub-matrix of non-onstrution setors required by the output of onstrution setors (MY/MY); A 31 = input oeffiient sub-matrix of onstrution setors required by the output of primary energy setors (MY/ton-C); A 32 = input oeffiient sub-matrix of onstrution setors required by the output of noonstrution setors (MY/MY); A 33 = input oeffiient sub-matrix of onstrution setors required by the output of onstrution setors (MY/MY); The subdivision of the matries is also done to be able show the hierarhy of forward linkages, bakward linkages versus the isolated sub-system whih in this ase is the onstrution industry. The prodution fution for the setors was deomposed aording to the struture of the A h matries in (1). This deomposition shows the strengths of the linkages between the non-onstrution setor,, the onstrution setor, s and the primary energy, es, whih indues the amount of emissions from the onstrution setor. It also aids in the understanding of the relationships in the large eonomi system. The deomposed prodution fution is shown: X 1 = ( I + L A )( I + L A )( I A f (2) o es 1 s ) where: Lo = (I-A) -1 L 1 = (I-A a ) -1 A a = A + A s From equation (2), we have E g as the matrix of total arbon emission oeffiient indued by the non-onstrution setor for the prodution of final demand. This represents the emission struture of primary energy setors. It represents the interonnetions of the primary energy setor, the non-onstrution setor and the onstrution setor, whih ontributes to arbon emissions.

5 ( I + L A )( I + L A ) E g o es 1 = (3) s Equation (3) an be presented in matrix form as follow: Eg11 Eg12 Eg13 E = g Eg21 Eg22 Eg23 (4) Eg31 Eg32 Eg33 where: E g11 = primary energy output sub matrix of primary energy setors indued by the final demand of the arbon-produing setor; E g12 = primary energy output sub matrix of primary energy setors indued by the final demand of the non-onstrution setor; E g13 = primary energy industry output sub matrix of primary energy setors indued by the final demand of the onstrution setor; E g21 = non-onstrution output sub matrix of primary energy setors indued by the final demand of the arbon-produing setor; E g22 = non-onstrution output sub matrix of primary energy setors indued by the final demand of the non-onstrution setor; E g23 = non-onstrution output sub matrix of primary energy setors indued by the final demand of the onstrution setor; E g31 = onstrution output sub matrix of primary energy setors indued by the final demand of the arbon-produing setor; E g32 = onstrution output sub matrix of primary energy setors indued by the final demand of the non-onstrution setor; E g33 = onstrution output sub matrix of primary energy setors indued by the final demand of the onstrution setor; The arbon emission oeffiient vetor of primary energy setors is given in the matrix below: E = E E E (5) ge [ g11 g12 g13 ] E ge is defined as the diret and indiret emission output aquired as a result of the prodution proesses of the primary energy setors, non-onstrution and the onstrution setors. To be able to get the diret and indiret emission output disharged in the proesses of the noonstrution industry, we an deompose equation (5) to equation (6) as shown below: [ O Eg O ] E 12 g = (6) 2.2 Final Demand The building onstrution ommodity used as final demand in this paper is omposed of all buildings related onstrution suh as wooden building onstrution, steel onstrution, reinfored orete onstrution, et. The final demand used for the prodution of a building onstrution ommodity is a final demand onverter. A final demand onverter is used beause no detailed onstrution ategory is given in the basi I-O table. This onverter is

6 taken from the input transations of the onstrution setor. The final demand onverter, f i, is defined as the input oeffiient for onstrution as shown in equation 7. p f = i i (7) P where: p i = input oeffiient from the industrial setor i for the building onstrution ategory ; P i = ost of inputs from the industrial setor i for the onstrution ategory i The final demand for a building onstrution ommodity an be onverted into the hybrid system as given in the vetor: f [ es s ] t i = f f f (8) where: f i = final demand onverter for every onstrution ommodity ; f es = Final demand of the primary energy industry requirements of a onstrution ommodity; f = Final demand of the non-onstrution industry requirements of a onstrution ommodity; f s = Final demand of the onstrution industry requirements of a onstrution ommodity; Note that the symbol ( t ) means the transpose of the vetor. The final demand onverter used is the non-onstrution-input requirements of a building onstrution ommodity. The final demand onverter an also be subdivided into eah building onstrution ategory. The equation below shows the final demand onverter used for every onstrution ategory. f i sr r s w = f + f + f + f... (9) + The arbon emission fution an be formulated from equations (6), (10) and (13); the total arbon emission intensity from the primary energy setors indued by the non-onstrution setor for the prodution of a onstrution ommodity is given by: where: CO es = E g 1 ( I A ) f (10) CO es = Total arbon emission intensity of a onstrution ommodity indued by the proesses in the non-onstrution setor for the prodution of a onstrution ommodity (ton-c/my); E g = Carbon emission oeffiient vetor of primary energy setor; (I - A ) -1 = Total requirements matrix indued by the non-onstrution setor; f = Final demand of the non-onstrution requirements of a onstrution ommodity; 2.3 Strutural Deomposition Analyses The soures of hanges in arbon emission intensity are studied using SDA. The total hange in arbon emissions intensities is deomposed into effets aused by the hanges in the emission struture of primary energy setors, E g, hanges in non-onstrution tehnology,

7 (I A ) -1 as well as hanges in the onstrution tehnology of the building onstrution. Using equation (10), we an arry out its deomposition over time by es { E ( I A ) f } E ( I A ) g 1 { g f } CO = (11) The subsripts 1 and 0 denote the future year t1 and base year t0, respetively. If we let L = (I A ) -1, we have: CO = E L f E L f (12) es g1 1 1 g0 0 0 Equation (12) an be transformed into six different types of deomposition forms, whih are shown in equation (13). CO = E L f + E L f + E L f es g 1 1 g0 1 g0 0 = E gl0f 0 + Eg1 L f 0 + Eg1L 1 f = E gl1f 0 + Eg0 Lf 0 + Eg1L 1 f E gl0f 0 + Eg1 L f 1 + Eg1L 0 f = (13) = E gl0f 1 + Eg1 L f 1 + Eg0L0 f = E gl1f 1 + Eg0 Lf 0 + Eg0L1 f E g represents the hanges in the emission struture of the primary energy setor, while L represents the hanges in the non-onstrution tehnology and denotes the final demand hanges of the non-onstrution requirements of a building onstrution ommodity. Dietzenbaher and Los (1998) suggested that the average of polar deompositions be omputed for ases with more than two determinants. So the average effets of the determinants are omputed. The average effets of the emission struture hanges of the primary energy setors, E g an be alulated by the formula: f ( 6) [ 2 ( E L f ) + 2 ( E L f ) + E L f + E L f )] 1 g 1 1 g 0 0 g 1 0 g 0 1 (14) The average effets of the hanges in non-onstrution tehnology are manifested in equation (15). ( 1 6) [ 2 ( E L f ) + 2 ( E L f ) + E L f + E L f ] g0 0 g1 1 g0 1 (15) Equation (16) estimates the average effets of hanges in onstrution tehnology. g1 0 { 2( E ) ( ) g0l0 f + 2 Eg1L 1 f + Eg1L 0 f + Eg0L1 f } ( 1/6) (16) It should be noted that the final demand used in the study is a final demand onverter, whih onsists of the input oeffiients of eah building onstrution ategory, in effet, f an be alled the hanges in the onstrution tehnology for eah building onstrution ategory.

8 3 RESULTS The result of the alulations and analysis is presented in this setion. The deomposition equations presented in setion 3.3 are applied to the analysis of the hanges in the arbon emission intensities for building onstrution from 1980 to These periods were hosen to be able to trae the historial hanges of arbon emissions in Japan indued by housing and non-housing onstrution. The appliation of the deomposition equations are done for the residential and non-residential building onstrution and its ommodities. 3.1 Basi Data The data used in the study were the basi ommodity by ommodity input-output tables from the Management and Coordination Agey; the energy usage by setors based on the inputoutput analysis and the input tables for onstrution work from the Ministry of Constrution, Japan. All the above mentioned data were olleted for the years 1980, 1985, 1990 and The setor lassifiation in the input-output tables for different years do not orrespond to eah other therefore all the tables were aggregated into a 60 x 60 matrix for eah analysis year. The aggregation was done to be able to make all the setors uniform and manageable. Moreover, all monetary terms were onverted to 1985 pries to failitate omparison and to exlude prie omponents from the analysis of strutural hange. The setors were rearranged aording to the primary energy setors, non-onstrution setor and the onstrution setor. There are 7 setors in the primary energy setor (es) whih is omposed of oal mining, rude petroleum and natural gas, Limestone, petroleum refinery produts, oal produts, eletriity and power generation and gas supply and steam. Two setors are from the onstrution industry (s) namely: the residential and non-residential onstrution setor and ivil engineering onstrution setor, and lastly, the other 51 setors are the non-onstrution () setors. The building onstrution ategory was divided into residential onstrution and nonresidential onstrution. Further subdivision of these two ategories was made into wooden and non-wooden onstrution. Non-wooden onstrution was again divided into steel onstrution, steel reinfored orete onstrution, et. 3.2 Carbon Emission Survey Figure 2 shows the arbon emission intensity for residential and non residential onstrution for the 15 year study period. These intensities are based on 1985 onstant pries. The trend of arbon emissions an also be seen from 1980 to During the 15 year period, the arbon emission intensity ireased by about 65% for residential housing onstrution, while there was only a 26% irease in emissions for non-residential onstrution during the same period. The emission level was at its lowest from 1985 to 1990, for both residential and nonresidential housing onstrution. There was a 27% and a 26% derease in emissions during this period for residential and non-residential onstrution, respetively. The derease in emission intensities from 1980 to 1985 was not so drasti for residential onstrution (only 6%) ompared to the 22% derease for non-residential onstrution. The trend in emissions is similar for both residential and non-residential onstrution. It is noted, however, that emissions from non-residential building onstrution are larger than those of residential

9 onstrution. The lowest emission intensity for the 15 year period was in 1990 with a 620 kg- C/MY intensity for residential onstrution while a 687 kg-c/my intensity for nonresidential onstrution. The emission redution by the Kyoto Protool relative to 1990 levels is proper beause of the lowest emission intensity during the period. However, it will be diffiult to abide by the guideline beause the arbon emission intensity ireased in 1995 with an irease of as muh as 145% for residential onstrution and about 123% for nonresidential onstrution 3500 Carbon Emission Intensity (kg-c/my) Year Total Residential Constrution Total Non-Residential Constrution Figure 2 Carbon Emission Intensities for Residential and Non-residential Constrution for a 15 year period Figure 3 shows the arbon emission intensities aording to the ontribution of primary energy. It an be seen that Petroleum Refinery Produts dominate the other primary energy setors in the ontribution to arbon emissions. This dominae is refleted for both residential and non-residential onstrution. Usage of petroleum refinery produts was about 35% ompared to other primary energy setors in Even though there was dominae in this setor, we an see that the usage of petroleum refinery produts gradually dereased from 23% in to 36% from The gradual redution in arbon emission intensity from this setor was, however, nullified beause of an irease of arbon emission intensity by 200% during The seond largest emitter of arbon emissions is the usage of oal produts in the onstrution proess. On average, the ontribution of the usage of oal produts for residential and non-residential onstrution to arbon emissions was about 29%. For the 15 year period, oal mining and gas supply setors ontributed to the largest irease in arbon emission. From the arbon emission struture of residential and non residential onstrution, we move into the non-onstrution setors, whih ontributed to the flutuation of emission intensities during the 15 year period. Figure 4 shows the material/servies ontribution to the building onstrution emission intensity. The seleted non-onstrution industries are ement, pig iron and rude steel, transportation, and steels. The seletion was done based on the ranking of the emission intensities indued by the non-onstrution industry. The graph shows that for eah analysis period, pig iron/rude steel ontributed to the largest amount of arbon emissions.

10 Carbon Emission Intensity (kg-c/my) Non- Residential Residential Non- Residential Residential Non- Residential Residential Non- Residential Residential Type-Year Coal Mining Limestone Coal Produts Gas Supply and steam Crude Petroleum & Natural Gas Petroleum Refinery Produts Eletriity and self-power generation Figure 3 Carbon emission intensities aording to the ontribution of primary energy Carbon Emission Intensity (kg-c/my) Year Pig iron and rude steel Cement and ement produts Transportation, paking and its servies Steels and steel produts Figure 4. Material/servies ontribution to the building onstrution emission intensity

11 The seond highest material ontributor to arbon emission intensity is the ement industry. For the 15 year period, we see that emissions from ement and ement produts signifiantly dereased by about 36% while emission intensities for transportation servies ireased by about 77%. The greatest ontributor to the irease in emission intensity for the 15 year period is steels and steel produts with a 103% irease. The reasons for the hanges in arbon emissions are disussed in the next setion. 3.3 Results from the Deomposition Analysis The results of the deomposition analysis of the strutural hanges in arbon emission intensities indued by building onstrution are presented in this setion. Table 1 and Table 2 present the results of the deomposition equations used in the setion 2. Table 1 shows the deomposition analysis for residential onstrution while Table 2 shows the results of the deomposition analysis from non-residential onstrution. The results from the deomposition for both residential and non-residential onstrution show the same trend. Table 1 Deomposition Analysis for Residential Constrution (kg-c/my) Period Eg A f CO es Table 2 Deomposition Analysis for Non-Residential Constrution (kg-c/my) Period Eg A f CO es The total hanges in arbon emissions ( CO es ) for a ertain time interval an be deomposed into hanges in emission struture, Eg, hanges in non-onstrution tehnology, A, and hanges in the input oeffiients of building onstrution, f. Emission struture hanges are sets of reiproal ation of the subsystems that indue arbon emissions. Changes in input oeffiients are basially hanges in the building onstrution tehnology. The irease in arbon emissions from is a result of the irease in the input oeffiients of the building onstrution; this is true for both residential and non residential onstrution. Another reason for the irease is the irease in the emission struture; this might mean an irease in the building onstrution industry s usage in arbon intensive primary energy soures. It is important to note that a negative effet in arbon emission intensity resulted from the hanges in non-onstrution tehnology. This negative effet is explained as improvement in the overall non-onstrution tehnology used for onstrution during this period.

12 The period in indiates that the derease in emission is mainly due to the hange in the primary energy setors emission struture. This reveals that dependee on energy intensive industries has waned and shifted to less energy intensive industries, whih ontributed to the derease in arbon emissions. Another reason is the improvement of noonstrution tehnology during this period. The biggest dip in the emission hange ourred during ; this is the result of improvement in emission struture, non-onstrution tehnology and onstrution tehnology. This reflets ireased industrial effiiey and produtivity in onstrution design and methods. The slowing down of the eonomy due to the bursting of the bubble eonomy during this time maybe another reason for the hange in the input oeffiients of building onstrution. For , a drasti irease in arbon emission intensity ourred as ompared to the previous period. This is due to the irease in final demand as well as ireased hange in the emission struture although the non-onstrution tehnology improved in this period it was offset by irease in other variables. We saw that the biggest derease in arbon emission intensity ourred during We will look into the material inputs to residential onstrution whih ontributed to the derease in intensities. Table 3 shows the top 5 intermediate input requirement of building onstrution whih ontributed to the major derease in arbon intensity for The top 5 material inputs to residential onstrution that ontributed to the derease in arbon emissions for are: metal produts for onstrution, ement and ement produts, steels, timber and wooden produts and organi and inorgani hemials. The table shows that metal produt for onstrution ontributed to a marked derease in arbon emission intensity for the period. The arbon emission intensity embedded in the metal produts roughly omposes about 45% of the total hange in arbon emission intensity. This is due to the improvement in the emission struture, non-onstrution tehnology and onstrution tehnology. For steels, however, we see an improvement in the emission struture and manufaturing tehnology but there was an irease in the input oeffiient for onstrution whih is an irease in the final demand for steel. Table 3 Effets that ontributed to a major derease in arbon intensity from residential onstrution for (kg-c/my) Period Industry E g A f Total Metal produts for onstrution Cement and ement produts Steels and steel produts Timber and wooden produts Organi and inorgani hemials

13 Table 4 shows the effets whih ontributed to the major irease in arbon emission intensity from It an be seen that timber and timber produts, metal produts for onstrution, furniture and fixtures, ement and transportation were the top 5 material/servie inputs whih led to the irease in arbon emission. We an see that for the 5 material inputs, their manufaturing tehnology improved as seen in the negative effets while both emission struture and onstrution oeffiient inputs had positive effets. Table 4 Effets that ontributed to a major irease in arbon intensity from residential onstrution for (kg-c/my) Period Industry E g A f Total Timber and wooden produts Metal produts for onstrution Furniture and fixtures Cement and ement produts Transportation, paking and its servies Results from the Sensitivity Analysis A sensitivity analysis of the arbon emission intensity based on the input oeffiient of building onstrution was done to be able to know how muh hange in arbon emissions will our for a hange in the onstrution input oeffiients. The onstrution input oeffiients hosen are material inputs whih ontributed in the major irease in arbon emissions for as seen in Table 4. Figure 5 shows the result of the sensitivity analysis. The absissa shows the onstrution input oeffiient while the ordinate shows the arbon emission intensity. The values for the x-axis show a derease or irease from the urrent input oeffiient (1). A value of 1.1 in x shows a 10 perent irease in the input oeffiient of a ertain material input. The sensitivity was done suh that when an input f i is altered, the other input oeffiients are also hanged aording to the sale of its ontribution to the sum of the input oeffiients. As seen in Figure 5, arbon emission intensity embedded in timber and its produts is highly sensitive to small hanges in the input oeffiient of timber and its produts. We see that if we redue the input oeffiient of timber by 50% the hange in the total arbon emission intensity will be redued by about 2.5%. Similarly, arbon emission from ement and ement produts are also sensitive. An irease in the input oeffiient of ement and ement produts by 50% will generate an irease in arbon emission intensity by 1.6%. The arbon emission intensity of the other material/servies input like metal produts for onstrution and transportation are not so sensitive to the hanges in its input oeffiient.

14 Carbon Emissions (ton-c/my) Final Demand Timber and wooden produts Cement and ement produts Transportation, paking and its servies Furniture and fixtures Metal produts for onstrution Figure 5. Sensitivity analysis done between the input oeffiients of residential onstrution and arbon emission intensity Knowing the sensitivity of the arbon emissions to hanges in the material/servies input oeffiients is important in determining whih setor should be foused on when trying to redue the arbon emissions from building onstrution. Design of buildings using different types of materials whih are not so arbon intensive/sensitive an be another way of trimming down arbon emissions. 4 CONCLUDING REMARKS The strutural deomposition analysis (SDA) developed using the hybrid framework has shown the important soures of hange in arbon emissions indued by building onstrution. The hanges in emission struture, non-onstrution input struture, and building onstrution tehnology has been learly defined in the model. Another feature of the study is the differentiation between residential and non-residential building onstrution, whih affet the arbon emission intensities. The 15 year analysis period shows that arbon emission intensity signifiantly ireased for both residential and non-residential onstrution. The reasons for the irease were the irease in the input oeffiients of the building onstrution; this is true for both residential and non residential onstrution. Another reason for the irease is the irease in the emission struture; this means an irease in the building onstrution industry s usage in arbon intensive primary energy soures, mainly petroleum refinery produts. It is worthy to note that during the 15 year period, material and manufaturing tehnology for building onstrution improved extensively. The greatest improvement in residential and nonresidential onstrution tehnology an be seen in the period of where the greatest

15 derease in emissions an be seen. This improvement led to a derease in emission levels. This reflets ireased industrial effiiey and produtivity in onstrution design and methods. The slowing down of the eonomy due to the bursting of the bubble eonomy during this time maybe another reason for the hange in the input oeffiients of housing and non-housing onstrution. The shifts in usage of primary energy also led to a derease in arbon emission levels. It an be seen that timber and timber produts, metal produts for onstrution, furniture and fixtures, ement and transportation were the top 5 material/servie inputs to housing onstrution whih led to the irease in arbon emission. We an see that for the 5 material inputs, their manufaturing tehnology improved as seen in the negative effets while both emission struture and onstrution oeffiient inputs had positive effets. The minute and large hanges in the usage of some materials, like timber and it produts and ement and its produts, lead to a drasti hange in arbon emissions ompared to other material/servies inputs. Knowing the sensitivity of the arbon emissions to hanges in the material/servies input oeffiients is important in determining whih setor should be foused on when trying to redue the arbon emissions from housing onstrution. Design of houses using different types of materials whih are not so arbon intensive/sensitive an be another way of trimming down arbon emissions from this setor. 5 REFERENCES Bullard, C. and R. A. Herendeen, 1975, The energy ost of goods and servies, Energy Poliy, Dietzenbaher, E. and B. Los, 1998, Strutural Deomposition Tehniques: Sense and Sensitivity, Eonomi Systems Researh, Vol. 10, No. 4, pp Fujimagari, D., The Soures of Change in Canadian Industry Output, Eonomi Systems Researh 1 (2), Gerilla, G., H. Inamura and Y. Takeyama., 2000a, Environmental Impats of the Building and Road Constrution Industry in Japan, Proeedings of the International Symposium on Lowland Tehnology, 4-6 Otober 2000, Saga, Japan. Gerilla, G., S. Kagawa and H. Inamura, 2000b, Environmental Effets due to Changes in Constrution Tehnology, 11 th Pan Paifi Assoiation of Input-Output Studies Conferee, Sendai, Japan, November 3, Gerilla, G., S. Kagawa and H. Inamura, 2001, A Study on Environmental Effets Due to Historial Changes in Tehnology, Seleted Proeedings of the 9 th World Conferee on Transport Researh. Ikaga, T., S. Murakami, S. Kato and Y. Shiraishi, 2002, Foreast of CO 2 Emissions from Constrution and Operation of Buildings in Japan Up to 2050, Journal of Asian Arhiteture and Building Engineering, November 2002, Vol. 1, No. 2, pp Leontief, W., Environmental reperussions and the eonomi struture: An inputoutput approah, The Review of Eonomis and Statistis 52, 3.

16 Management and Coordination Agey: Input-Output Table of Japan, Management and Coordination Agey: Input-Output Table of Japan, Management and Coordination Agey: Input-Output Table of Japan, Management and Coordination Agey: Input-Output Table of Japan, Ministry of Constrution.: Input-Output Table for Constrution Work, Ministry of Constrution.: Input-Output Table for Constrution Work, Ministry of Constrution.: Input-Output Table for Constrution Work, Ministry of Constrution.: Input-Output Table for Constrution Work, Piantanakulhai, M., H. Inamura, Y. Takeyama, 1999, A Life Cyle Inventory Analysis of Carbon-Dioxide for a Highway Constrution Projet Using Input-Output Sheme: A Case Study of the Tohoku Expressway Constrution Works, Journal of Infrastruture Planning and Management of Japan Soiety of Civil Engineers (16), Rose, A. and C.Y. Chen, 1991, Soures of hange in energy use in the U.S. eonomy, A strutural deomposition analysis, Resoures and Energy 13, Skolka, J., Input-Output Strutural Deomposition Analysis for Austria. Journal of Poliy Modeling 11 (1), pp Wier, M., 1998, Soures of Changes in Emissions from Energy: A Strutural Deomposition Analysis, Eonomi Systems Researh 10 (2), pp

EITF ABSTRACTS. To take advantage of new capabilities in electronic commerce and advances in computer

EITF ABSTRACTS. To take advantage of new capabilities in electronic commerce and advances in computer EITF ABSTRACTS Issue No. 97-13 Title: Aounting for Costs Inurred in Connetion with a Consulting Contrat or an Internal Projet That Combines Business Proess Reengineering and Information Tehnology Transformation

More information

Permanent Link:

Permanent Link: Citation: Boswell, Brian and Chandratilleke, Tilak. 2009. Sustainable Metal Cutting, in TIC-STH ommittee (ed), 2009 IEEE Toronto International Conferene Siene and Tehnology for Humanity, Sep 26 2009. Ryerson

More information

building, and these researh results indiated that it is the double orner reession modifiation that redues RMS of aross-wind aerodynami fore by 40%, al

building, and these researh results indiated that it is the double orner reession modifiation that redues RMS of aross-wind aerodynami fore by 40%, al The Seventh International Colloquium on Bluff Body Aerodynamis and Appliations (BBAA7) Shanghai, China; September 2-6, 2012 Effets of orner reession modifiation on aerodynami oeffiients of square tall

More information

Experimental and Theoretical Deflections of Hybrid Composite Sandwich Panel under Four-point Bending Load

Experimental and Theoretical Deflections of Hybrid Composite Sandwich Panel under Four-point Bending Load Civil Engineering Dimension, Vol. 19, No. 1, Marh 017, 9-5 ISSN 1410-950 print / ISSN 1979-570X online DOI: 10.9744/CED.19.1.9-5 Experimental and Theoretial Defletions of Hybrid Composite Sandwih Panel

More information

International Journal of Research (IJR) e-issn: , p- ISSN: X Volume 3, Issue 01, January 2016

International Journal of Research (IJR) e-issn: , p- ISSN: X Volume 3, Issue 01, January 2016 International Journal of Researh (IJR) Available at http://internationaljournalofresearh.org Study of failure probability by deterministi method reliability-strength applied to metal ables intended for

More information

No. 20 WORKING PAPER SERIES IN ECONOMICS THE IMPACT OF COMPETITION ON UNILATERAL INCENTIVES TO INNOVATE NADJA TRHAL

No. 20 WORKING PAPER SERIES IN ECONOMICS THE IMPACT OF COMPETITION ON UNILATERAL INCENTIVES TO INNOVATE NADJA TRHAL No. 0 U N I V E R S I T Y O F C O L O G N E WORKING PAPER SERIES IN ECONOMICS THE IMPACT OF COMPETITION ON UNILATERAL INCENTIVES TO INNOVATE NADJA TRHAL Department of Eonomis University of Cologne Albertus-Magnus-Platz

More information

Research and application of the analytical hierarchy model based on sports industry resource optimization and structure layout strategy

Research and application of the analytical hierarchy model based on sports industry resource optimization and structure layout strategy vailable online www.jopr.om Journal of Chemial and Pharmaeutial Researh, 04, 6(6):890-897 Researh rtile ISSN : 0975-784 CODEN(US) : JCPRC5 Researh and appliation of the analytial hierarhy model based on

More information

TRANSLATION OF MEASURED VEHICULAR WEIGHTS INTO DESIGN LOADS TO BE USED FOR BRIDGE ENGINEERING

TRANSLATION OF MEASURED VEHICULAR WEIGHTS INTO DESIGN LOADS TO BE USED FOR BRIDGE ENGINEERING 7th International Symposium on Heavy Vehile Weights & Dimensions Delft. The Netherlands. June 16-2.22 TRANSLATION OF MEASURED VEHICULAR WEIGHTS INTO DESIGN LOADS TO BE USED FOR BRIDGE ENGINEERING ABSTRACT

More information

Experiment Station. Department of Soil and Crop Sciences

Experiment Station. Department of Soil and Crop Sciences Tehnial Bulletin TB06-03 August 2006 Ag riultural Experiment Station College of Agriultural Sienes Department of Soil and Crop Sienes Western Colorado Researh Center Organi Alternatives for Weed Control

More information

ESTIMATION OF FRACTURE TOUGHNESS OF THE OXIDE SCALES. Jozef HRABOVSKÝ, Petr LOŠÁK, Jaroslav HORSKÝ

ESTIMATION OF FRACTURE TOUGHNESS OF THE OXIDE SCALES. Jozef HRABOVSKÝ, Petr LOŠÁK, Jaroslav HORSKÝ ESTIMATION OF FRACTURE TOUGHNESS OF THE OXIDE SCALES Jozef HRABOVSKÝ, Petr LOŠÁK, Jaroslav HORSKÝ Heat Transfer and Fluid Flow Laboratory, Faulty of Mehanial Engineering, VUT Brno, Tehniká 2, 616 69 Brno,

More information

Production Cost Optimization Model Based on CODP in Mass Customization

Production Cost Optimization Model Based on CODP in Mass Customization IJCSI International Journal of Computer Siene Issues, Vol. 0, Issue, No, January 03 www.ijcsi.org 60 Prodution Cost Optimization Model Based on CODP in Mass Customization Yanhong Qin, Yuanfang Geng Shool

More information

Generating Light from Stoves using a Thermoelectric Generator

Generating Light from Stoves using a Thermoelectric Generator Generating Light from Stoves using a Thermoeletri Generator Dan Mastbergen, dmast@engr.olostate.edu Dr. Bryan Willson, Bryan.Willson@olostate.edu Engines and Energy Conversion Laboratory Department of

More information

System Dynamics Optimisation Approach to Irrigation Demand Management

System Dynamics Optimisation Approach to Irrigation Demand Management Bureau of Meteorology From the SeletedWorks of Amgad Elmahdi 2005 System Dynamis Optimisation Approah to Irrigation Demand Management Amgad ELMAHDI Hetor Malano Teri Ethells Shahbaz khan Available at:

More information

Proposal for a new shear design method

Proposal for a new shear design method Chapter 6 Proposal for a new shear design method The behaviour of beams failing in shear has been studied in the previous hapters, with speial attention paid to high-strength onrete beams. Some aspets

More information

Welfare impacts of alternative biofuel and energy policies

Welfare impacts of alternative biofuel and energy policies Eonomis Working Papers (2002 2016) Eonomis 6-9-2010 Welfare impats of alternative biofuel and energy poliies Jingbo Cui Iowa State University, jbui2013@gmail.om Harvey E. Lapan Iowa State University, hlapan@iastate.edu

More information

THE ENERGY DISSIPATION EFFECTS OF REDUNDANT MEMBERS IN SILOS UNDER EARTHQUAKES

THE ENERGY DISSIPATION EFFECTS OF REDUNDANT MEMBERS IN SILOS UNDER EARTHQUAKES 269 THE ENEGY DISSIPATION EFFECTS OF EDUNDANT MEMBES IN SILOS UNDE EATHQUAKES Li Zhiming 1 and Geng Shujiang 1 SUMMAY An analytial study is made the response to strong base motion reinfored onrete silo

More information

GGDC PRODUCTIVITY LEVEL DATABASE:

GGDC PRODUCTIVITY LEVEL DATABASE: GGDC PRODUCTIVITY EVE DATABASE: INTERNATIONA COMPARISONS OF OUTPUT, INPUTS AND PRODUCTIVITY AT THE INDUSTRY EVE Robert Inklaar and Marel P. Timmer* Groningen Growth and Development Centre University of

More information

Labor Requirements by Country and Good

Labor Requirements by Country and Good Spring 2003 Eon 455 Answers to roblem Set 2 Harvey Lapan 1. Consider the Riardian model, with two ountries, the U.S. and the U.K. Eah ountry has a total labor supply of 2,000 worker hours, and labor requirements

More information

Corrosion of reinforcing steel is widely accepted as the

Corrosion of reinforcing steel is widely accepted as the Strength eterioration of Reinfored Conrete Columns Exposed to Chloride Attak R. Greo, G.C. Marano Abstrat This paper fouses on reinfored onrete olumns load arrying apaity degradation over time due to hloride

More information

Department of Economics. Strategic Choice of Network Externality

Department of Economics. Strategic Choice of Network Externality Department of Eonomis Working Paper Series Strategi Choie of Network Externality Yuanzhu u & Sougata Poddar 05/03 Strategi Choie of Network Externality Yuanzhu u Sougata Poddar China Eonomis and Management

More information

Chile: building a computable general equilibrium model with an application to the Bío Bío region

Chile: building a computable general equilibrium model with an application to the Bío Bío region CEPAL REVIEW 106 april 2012 125 Chile: building a omputable general equilibrium model with an appliation to the Bío Bío region Cristián Mardones P. ABSTRACT This paper desribes the building of a regional

More information

REVENUE SHARING CONTRACT OR WHOLESALE PRICE CONTRACT? ANALYTICAL RESULTS FROM VARIOUS CHANNEL POWER ARRANGEMENTS IN A TOURISM SUPPLY CHAIN

REVENUE SHARING CONTRACT OR WHOLESALE PRICE CONTRACT? ANALYTICAL RESULTS FROM VARIOUS CHANNEL POWER ARRANGEMENTS IN A TOURISM SUPPLY CHAIN REVENUE SHARING CONTRACT OR WHOLESALE PRICE CONTRACT? ANALYTICAL RESULTS FROM VARIOUS CHANNEL POWER ARRANGEMENTS IN A TOURISM SUPPLY CHAIN n, College of Business, Washington State University, Wilson Road,

More information

Durability of bitumen mat used for increasing friction between concrete caisson and rock mound

Durability of bitumen mat used for increasing friction between concrete caisson and rock mound Duraility of itumen mat used for inreasing frition etween onrete aisson and rok mound Masakazu Mayama Hokkaido Institute of Tehnology, Sapporo, Japan Tadahiro Imoto Civil Engineering Researh Institute

More information

SNAP CODE : SOURCE ACTIVITY TITLE: Reheating Furnaces Steel and Iron NOSE CODE:

SNAP CODE : SOURCE ACTIVITY TITLE: Reheating Furnaces Steel and Iron NOSE CODE: i030302 Ativity 030302 SNAP CODE : 030302 SOURCE ACTIVITY TITLE: PROCESSES WITH CONTACT Reheating Furnaes Steel and Iron NOSE CODE: 104.12.03 NFR CODE: 1 A 2 a 1 ACTIVITIES INCLUDED The reheating furnaes

More information

Energy Savings from Increased Preventive Maintenance on Indiana Highways

Energy Savings from Increased Preventive Maintenance on Indiana Highways TRANSPORTATION RESEARCH RECORD 112 27 Energy Savings from Inreased Preventive Maintenane on Indiana Highways EssAM A. SHARAF AND KuMARES C. SINHA In this paper are desribed the development of trade-off

More information

Camber Variability in Prestressed Concrete Bridge Beams

Camber Variability in Prestressed Concrete Bridge Beams CONCRETE BRIDGE TECHNOLOGY Camber Variability in Prestressed Conrete Bridge Beams by Dr. Maher Tadros, econstrut Beams ast with extra amber in storage yard at Conrete Tehnology Corporation; amber shown

More information

Effect of Variation of Fuel Composition on Gas Turbine Off-Design Performance

Effect of Variation of Fuel Composition on Gas Turbine Off-Design Performance Applied Mehanis and Materials Submitted: 2014-08-28 ISSN: 1662-7482, Vol. 666, pp 194-198 Aepted: 2014-08-28 doi:10.4028/www.sientifi.net/amm.666.194 Online: 2014-10-20 2014 Trans Teh Publiations, Switzerland

More information

We re bottom-line smart.

We re bottom-line smart. Somewhere in the mid-east, a major oil ompany is using our independent, tehnology assessment of projet ativities that will aelerate their time-to-ompletion. We re bottom-line smart. Carmagen Engineering

More information

Keywords: Greenhouse; Thermal performance; Water pipes heating; Infrared radiation; Energy balance; Heating efficiency

Keywords: Greenhouse; Thermal performance; Water pipes heating; Infrared radiation; Energy balance; Heating efficiency International Symposium Greensys 7 "High Tehnology for Greenhouse system Management" Naples Italy, 4-6 Otober 7 Investigation of the Potential of Infrared-radiation (IR) to Redue Energy Consumption in

More information

Continuous temperature measurements on the pouring stand for casting moulds

Continuous temperature measurements on the pouring stand for casting moulds ARCHIVES of FOUNDRY ENGINEERING Published quarterly as the organ of the Foundry Commission of the Polish Aademy of Sienes ISSN (897-330) Volume 8 Issue /008 75 80 5/ Continuous temperature measurements

More information

Trade Liberalization and Complementary Domestic Policies: A Rural-Urban General Equilibrium Analysis of Morocco

Trade Liberalization and Complementary Domestic Policies: A Rural-Urban General Equilibrium Analysis of Morocco TMD DISCUSSION PAPER NO. 41 Trade Liberalization and Complementary Domesti Poliies: A Rural-Urban General Equilibrium Analysis of Moroo Hans Löfgren Moataz El-Said Sherman Robinson International Food Poliy

More information

Mechanical Properties of High-Strength Concrete Manish Kumar 1, A.M. ASCE; Zhaoyu Ma 2 ; Moses Matovu 2

Mechanical Properties of High-Strength Concrete Manish Kumar 1, A.M. ASCE; Zhaoyu Ma 2 ; Moses Matovu 2 1.1 Introdution Mehanial Properties of High-Strength Conrete Manish Kumar 1, A.M. ASCE; Zhaoyu Ma 2 ; Moses Matovu 2 Mehanial properties of High-Strength Conrete (HSC) an be divided in two groups as shortterm

More information

An Evaluation of Environmental Impacts of Different Truck Sizes in Last Mile Distribution in the city of São Paulo, Brazil

An Evaluation of Environmental Impacts of Different Truck Sizes in Last Mile Distribution in the city of São Paulo, Brazil An Evaluation of Environmental Impats of Different Truk Sizes in Last Mile Distribution in the ity of São Paulo, Brazil Nathalia C. Zambuzi 1, Claudio B. Cunha 1, Edgar Blano 2, Hugo Yoshizaki 1, Carla

More information

Energy Saving Opportunities through Heat Recovery from Cement Processing Kilns: A Case Study

Energy Saving Opportunities through Heat Recovery from Cement Processing Kilns: A Case Study Energy Saving Opportunities through Heat Reovery from Cement Proessing Kilns: A Case Study I. I. AL-HINTI a, A. AL-GHANDOOR b, A. AL-NAJI, M. ABU-KHASHABEH, M. JOUDEH, M. AL-HATTAB a Department of Mehanial

More information

PHASE TRANSFORMATIONS IN STEEL DURING RAPID HEAT TREATMENT

PHASE TRANSFORMATIONS IN STEEL DURING RAPID HEAT TREATMENT PHASE TRANSFORMATONS N STEEL DURNG RAPD HEAT TREATMENT 1. PROHASZKA nstitute of Mehanial Tehnology and Materials Siene, Tehnial University, H-1521 Budapest Reeived April 19, 1987 Abstrat Phase transformations

More information

USING REAL-TIME INFORMATION IN PRODUCTION PLANNING AND OPERATIONAL CONTROL

USING REAL-TIME INFORMATION IN PRODUCTION PLANNING AND OPERATIONAL CONTROL 9 th International Conferene on Prodution Researh USING REAL-TIME INFORMATION IN PRODUCTION PLANNING AND OPERATIONAL CONTROL Ronald G. Askin, Detlef Pabst, Mihael Pew, Young Jun Son 2 Department of Industrial

More information

Selection of the Best Belt Conveyor using AHP

Selection of the Best Belt Conveyor using AHP Available online www.ejaet.om European Journal of Advanes in Engineering and Tehnology, 207, 4 (2): 29-34 Researh Artile ISSN: 2394-658X Seletion of the Best Belt Conveyor using AHP Abhinendra Singh Dhakar,

More information

Economic Assessment of Intensive Culture

Economic Assessment of Intensive Culture Reprodued from JOURNAL OF FORESTRY, Vol. 76, No. 11, November 1978, by the FOREST SERVICE, U.S. Department of Agriulture, for offiial use. About This File:,. lhis file was reated by sanning the printed

More information

Waste Shell Husks Concrete: Durability, Permeability and Mechanical Properties

Waste Shell Husks Concrete: Durability, Permeability and Mechanical Properties Journal of Building Constrution and Planning Researh, 2013, 1, 61-66 http://dx.doi.org/10.4236/jbpr.2013.13009 Published Online September 2013 (http://www.sirp.org/journal/jbpr) 61 Waste Shell Husks Conrete:

More information

Prediction of Temperature and Aging Effects on the Properties of Concrete

Prediction of Temperature and Aging Effects on the Properties of Concrete Predition of Temperature and Aging Effets on the Properties of Conrete Jin-Keun Kim 1* and Inyeop Chu 1 1 KAIST, Republi of Korea * E-mail: kimjinkeun@kaist.a.kr ABSTRACT For the sustainable onrete strutures,

More information

Technical Appendix to. The Global Impacts of Biofuel Mandates. Forthcoming in The Energy Journal

Technical Appendix to. The Global Impacts of Biofuel Mandates. Forthcoming in The Energy Journal Tehnial Appendix to The Global Impats of Biofuel Mandates Forthoming in The Energy Journal by Thomas W. Hertel*, Wallae E. Tyner and Dileep K. Birur Center for Global Trade Analysis Department of Agriultural

More information

Strategic Outsourcing with Technology Transfer under Cournot Competition

Strategic Outsourcing with Technology Transfer under Cournot Competition Disussion Paper ERU/4 4 February, 4 Strategi Outsouring with Tehnology Transfer under Cournot Competition Tarun Kabiraj Indian Statistial Institute and Uday Bhanu Sinha ** Delhi Shool of Eonomis February,

More information

Coordinating strategy of supply chain contract based on price discount and quantity buyback

Coordinating strategy of supply chain contract based on price discount and quantity buyback ISSN 1816-6075 (Print), 1818-0523 (Online) Journal of System and Management Sienes Vol. 1 (2011) No. 4, pp. 19-29 Coordinating strategy of supply hain ontrat based on prie disount and quantity buybak Ping

More information

The influence of pallets on the behaviour and design of steel drive-in storage racks - Part II Design

The influence of pallets on the behaviour and design of steel drive-in storage racks - Part II Design University of Wollongong Researh Online Faulty of Engineering and Information Sienes - Papers: Part A Faulty of Engineering and Information Sienes 2013 The influene of pallets on the behaviour and design

More information

Designing 1 kw PEMFC APU for 4 passenger vehicle

Designing 1 kw PEMFC APU for 4 passenger vehicle Projet Report 2008 TRRF05 Fuel Cell Tehnology Deember 7 th, 2008 Designing 1 kw PEMFC APU for 4 passenger vehile Munir Ahmed Khan Department of Energy Sienes, Faulty of Engineering Lund University, Box

More information

Characterization of Cranberry Decline in British Columbia Cranberry Beds RESEARCH REPORT, December 2015

Characterization of Cranberry Decline in British Columbia Cranberry Beds RESEARCH REPORT, December 2015 Charaterization of Cranberry Deline in British Columbia Cranberry Beds RESEARCH REPORT, Deember 201 Projet Coordinator: Dr. Rebea Harbut, KPU CO-PIs: Dr. Peter Oudemons, Rutgers University Dr. Les Lavkulih,

More information

SCANDINAVIAN FOREST ECONOMICS No. 41, 2006

SCANDINAVIAN FOREST ECONOMICS No. 41, 2006 SCANDINAVIAN FORES ECONOMICS No. 41, 26 Proeedings of the Biennial Meeting of the Sandinavian Soiety of Forest Eonomis Uppsala, Sweden, 8 th -11 th May, 26 Lars Lönnstedt and Björn Rosenquist (eds.) Uppsala

More information

SHIP TRAFFIC IN CONTAINER PORT: MODELLING METHODOLOGY AND PERFORMANCE EVALUATION

SHIP TRAFFIC IN CONTAINER PORT: MODELLING METHODOLOGY AND PERFORMANCE EVALUATION SHIP TRAFFIC IN CONTAINER PORT: MODELLING METHODOLOGY AND PERFORMANCE EVALUATION Assoiate Professor Branislav DRAGOVIĆ 1 1) Maritime Faulty, University of Montenegro, Maritime Transport & Traffi Division

More information

CIS Guidance Document on WFD Article 4(7) SUMMARY OF COMMENTS ON DRAFT 1

CIS Guidance Document on WFD Article 4(7) SUMMARY OF COMMENTS ON DRAFT 1 General Comments Line Nr. Comment/hange request Justifiation of the omment/hange request MS Comment by drafters General Further integration of groundwater issues is needed throughout the More overage lf

More information

LOW FREQUENCY BUCKETS FOR INDUSTRIAL STEAM TURBINES by

LOW FREQUENCY BUCKETS FOR INDUSTRIAL STEAM TURBINES by LOW FREQUENCY BUCKETS FOR INDUSTRIAL STEAM TURBINES by Firm L. Weaver Engineering Consultant Sun City Center, Florida Firm L. Weaver graduated from Roanoke Coll ege, in Salem, Virginia, with a B.S. degree

More information

ENHANCEMENT OF MASS TRANSFER IN SOLID-LIQUID EXTRACTION BY PULSED ELECTRIC FIELD

ENHANCEMENT OF MASS TRANSFER IN SOLID-LIQUID EXTRACTION BY PULSED ELECTRIC FIELD Journal of the University of Chemial Niola Tehnology Shoilevand Metallurgy, 40, 4, 2005, 329-334 ENHANCEMENT OF MASS TRANSFER IN SOLID-LIQUID EXTRACTION BY PULSED ELECTRIC FIELD M. Savova 1, H. Bart 2,

More information

SERF: Efficient Scheduling for Fast Deep Neural Network Serving via Judicious Parallelism

SERF: Efficient Scheduling for Fast Deep Neural Network Serving via Judicious Parallelism SERF: Effiient Sheduling for Fast Deep Neural Network Serving via Judiious Parallelism Feng Yan University of Nevada, Reno, Reno, NV, USA, fyan@unr.edu Olatunji Ruwase Mirosoft Researh, Redmond, WA, USA,

More information

Finite Element Modeling of Pre-Stressed Hollow Core Slabs

Finite Element Modeling of Pre-Stressed Hollow Core Slabs Current Siene International Volume : 04 Issue : 04 Ot.-De. 2015 Pages :596-603 Finite Element Modeling of Pre-Stressed Hollow Core Slabs 1 Ali N. Deeb, 2 M. Abou Zeid Tarkhan and 3 E. M. El-Tehewy 1 Syrian

More information

MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE. Chad Syverson. Working Paper 10501

MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE. Chad Syverson. Working Paper 10501 MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE Chad Syverson Working Paper 10501 NBER WORKING PAPER SERIES MARKET STRUCTURE AND PRODUCTIVITY: A CONCRETE EXAMPLE Chad Syverson Working Paper 10501

More information

Cost Optimization of Elasticity Cloud Resource Subscription Policy

Cost Optimization of Elasticity Cloud Resource Subscription Policy IEEE TRANSACTIONS ON SERVICES COMPU TING, MANUSCRIPT ID 1 Cost Optimization of Elastiity Cloud Resoure Subsription Poliy Ren-Hung Hwang 1, Chung-Nan Lee 2, Yi-Ru Chen 1, Da-Jing Zhang-Jian 2 1 Dept. of

More information

BEHAVIOR OF PRESTRESSED SIMPLE AND CONTINUOUS PARTIALLY COMPOSITE STEEL-CONCRETE BEAMS

BEHAVIOR OF PRESTRESSED SIMPLE AND CONTINUOUS PARTIALLY COMPOSITE STEEL-CONCRETE BEAMS ACTA TECHNICA CORVINIENSIS Bulletin of Engineering Tome IX [2016], Fasiule 3 [July September] ISSN: 2067 3809 1.Mohamed A. A. EL-SHAER, 2. Shymaa M. MUKHTAR BEHAVIOR OF PRESTRESSED SIMPLE AND CONTINUOUS

More information

Large System Multi-objective Model of Optimal Allocation for Water Resources in Jiansanjiang Branch Bureau

Large System Multi-objective Model of Optimal Allocation for Water Resources in Jiansanjiang Branch Bureau Large System Multi-obetive Model of Optimal Alloation for Water Resoures in Jiansaniang Branh Bureau Ping Lv, Dong Liu, Shool of Water Conservany & Civil Engineering, Northeast Agriultural University,

More information

Flexibility of Strategy in High-Tech Enterprises

Flexibility of Strategy in High-Tech Enterprises Soure: A. Zakrzewska Bielawska, Flexibility of strategy in high-teh enterprises [w:] M. Zhang (red., Eonomis, Business and Management. International Proeedings of Eonomis Development and Researh Vol. Flexibility

More information

Analysis of Wound Rotor Self-Excited Induction Generators

Analysis of Wound Rotor Self-Excited Induction Generators nd WSEAS Int. Conf. on CICUITS, SYSTEMS, SIGNA and TEECOMMUNICATIONS (CISST'8)Aapulo, Mexio, January 5-7, 8 Analysis of Wound otor Self-Exited Indution Generators.S. Sandhu (Professor) & S.P.Jain (Professor)

More information

WATER WITHIN LIGHTWEIGHT AGGREGATE CONCRETE AND ITS RELATION TO AUTOGENOUS SHRINKAGE

WATER WITHIN LIGHTWEIGHT AGGREGATE CONCRETE AND ITS RELATION TO AUTOGENOUS SHRINKAGE WATER WITHIN LIGHTWEIGHT AGGREGATE CONCRETE AND ITS RELATION TO AUTOGENOUS SHRINKAGE S.A. Kristiawan Department of Civil Eng.Sebelas Maret University, e-mail: sa_kristiawan@uns.a.id Senot Sangadji Department

More information

Performance analysis and improvement for CC-OTEC system

Performance analysis and improvement for CC-OTEC system Journal o Mehanial Siene and Tehnology 22 (2008) 1977~1983 Journal o Mehanial Siene and Tehnology www.springerlink.om/ontent/1738-494x DOI 10.1007/s12206-008-0742-9 Perormane analysis and improvement or

More information

Integrated optimization and multi-agent technology for combined production and transportation planning

Integrated optimization and multi-agent technology for combined production and transportation planning Integrated optimization and multi-agent tehnology for ombined prodution and transportation planning Jan A. Persson 1 and Paul Davidsson 2 1 Blekinge Institute of Tehnology, Department Systems and Software

More information

Seismic Fragility Assessment of Transmission Towers via Performance-based Analysis

Seismic Fragility Assessment of Transmission Towers via Performance-based Analysis Seismi Fragility Assessment of Transmission Towers via Performane-based Analysis Liyu XIE, Jue TANG, Hesheng TANG & Qiang XIE Institute of Strutural Engineering and Disaster Redution, College of Civil

More information

Proceedings of the 2012 Winter Simulation Conference C. Laroque, J. Himmelspach, R. Pasupathy, O. Rose, and A.M. Uhrmacher, eds

Proceedings of the 2012 Winter Simulation Conference C. Laroque, J. Himmelspach, R. Pasupathy, O. Rose, and A.M. Uhrmacher, eds Proeedings of the 2012 Winter Simulation Conferene C. Laroque, J. Himmelspah, R. Pasupathy, O. Rose, and A.M. Uhrmaher, eds INDUSTRIAL IMPLEMENTATION OF A DYNAMIC SAMPLING ALGORITHM IN SEMICONDUCTOR MANUFACTURING:

More information

Imputing for Late Reporting in the U.S. Current Employment Statistics Survey

Imputing for Late Reporting in the U.S. Current Employment Statistics Survey Journal of Offiial Statistis, Vol. 23, No. 1, 2007, pp. 69 90 Imputing for Late Reporting in the U.S. Current Employment Statistis Survey Kennon R. Copeland 1 and Rihard Valliant 2 Surveys of eonomi onditions

More information

Strategic Choice of Network Externality and its Impact on Digital Piracy

Strategic Choice of Network Externality and its Impact on Digital Piracy From the SeletedWorks of Sougata Poddar Summer 06 Strategi Choie of Network Externality and its Impat on Digital Piray Sougata Poddar, University of Redlands Yuanzhu u, Central University of Finane and

More information

Measuring Quality of Bank Services in Jordan: Gap analysis

Measuring Quality of Bank Services in Jordan: Gap analysis International Journal of Business and Soial Siene Vol. 2 No. 1; January 2011 Measuring Quality of Bank Servies in Jordan: Gap analysis Naji D. Mualla Professor New York Institute of Tehnology Amman Jordan

More information

Page 1 of 6 Searh All WHO This site only Home About WHO Countries Health topis Publiations Data and statistis Programmes and projets Food Safety Zoonoses Mirobiologial risks Chemial risks Biotehnology

More information

Comparison of Large-Truck Travel Estimates from Three Data Sources

Comparison of Large-Truck Travel Estimates from Three Data Sources 5 TRANSPORTATION RESEARCH RECORD 147 Comparison of Large-Truk Travel Estimates from Three Data Soures DAWN L. MASSIE, KENNETH L. CAMPBELL, AND DANIEL F. BLOWER The number of miles traveled eah year by

More information

Systems & Services Certification SGS 53,000, 1000

Systems & Services Certification SGS 53,000, 1000 CSR July 28, 2009 SGS Systems & Servies Certifiation SGS SGS SGS 1878 SGS 140 53,000, 1000 - Europe, Middle East & Afria: 24 400 employees - Amerias: 12 100 employees - Asia/Paifi: 16 500 employees SGS,

More information

A tradable credits scheme for VMT reduction and environmental effects: a simulation case study for Great Britain

A tradable credits scheme for VMT reduction and environmental effects: a simulation case study for Great Britain A tradable redits sheme for VMT redution and environmental effets: a simulation ase study for Great Britain Meng Xu Institute for Transport Studies University of Leeds 34-40 University Road, LS2 9JT Leeds,

More information

~ Early Life

~ Early Life Measurements and reporting systems are established Suessful validation of the deployment triggers the launh of Early Life Support (ELS). 6.0 Deploy & Verify - Q)... E Q) t1 Ol Change.r::: t1 0 t1 (jj Ol

More information

Past and Future of the Petroleum Problem: The Increasing Need To Develop Alternative Transportation Fuels

Past and Future of the Petroleum Problem: The Increasing Need To Develop Alternative Transportation Fuels TRANSPORTATION RESEARCH RECORD 1175 Past and Future of the Petroleum Problem: The Inreasing Need To Develop Alternative Transportation Fuels D. J. SANTINI An examination of the interations of petroleum

More information

Thermal Shock Behaviour of Magnesia Hercynite-Spinel Composite Refractories

Thermal Shock Behaviour of Magnesia Hercynite-Spinel Composite Refractories Journal of Multidisiplinary Engineering Siene and Tehnology (JMEST) Thermal Shok Behaviour of Magnesia Herynite-Spinel Composite Refratories Tuba (Aksoy) Bahtlı* Nemettin Erbakan University, Faulty of

More information

Buildup Factors Calculation for a 1-MeV Point Isotropic Source in Iron, Concrete, and. Water. Skyler Butler, Maria Pinilla

Buildup Factors Calculation for a 1-MeV Point Isotropic Source in Iron, Concrete, and. Water. Skyler Butler, Maria Pinilla Buildup Fators Calulation for a 1-MeV Point Isotropi Soure in Iron, Conrete, and Water Skyler Butler, Maria Pinilla Abstrat This experiment alulates the buildup fators for 1-MeV point isotropi soure of

More information

GROUND WATER/SURFACE WATER INTERACTIONS AWRA SUMMER SPECULLTP CONF~NCR CZ-I PDG- ANALYSIS OF INFILTRATED STREAM WATER TO A PUMPING WELL

GROUND WATER/SURFACE WATER INTERACTIONS AWRA SUMMER SPECULLTP CONF~NCR CZ-I PDG- ANALYSIS OF INFILTRATED STREAM WATER TO A PUMPING WELL JULY 1-3 GROUND WATER/SURFACE WATER NTERACTONS AWRA SUMMER SPECULLTP CONF~NCR 22 32 CZ- PDG- ANALYSS OF NFLTRATED STREAM WATER TO A PUMPNG WELL Xunhong Chen' and Xi Chen' ABSTRACT: Pumping of groundwater

More information

DEVELOPMENT AND INVESTIGATION OF A SYMMETRIC INDUCTION HEATING UNIT FOR SPHERICAL SHAPE METAL WARE

DEVELOPMENT AND INVESTIGATION OF A SYMMETRIC INDUCTION HEATING UNIT FOR SPHERICAL SHAPE METAL WARE Journal of Chemial Sergey Tehnology S. Titov, Vitor and Metallurgy, N. Meshheryakov 53, 5, 2018, 1009-1016 DEVELOPMENT AND INVESTIGATION OF A SYMMETRIC INDUCTION HEATING UNIT FOR SPHERICAL SHAPE METAL

More information

Optimized Execution of Business Processes on Crowdsourcing Platforms

Optimized Execution of Business Processes on Crowdsourcing Platforms 8th International Conferene Conferene on Collaborative Computing: Networking, Appliations and Worksharing, Collaborateom 212 Pittsburgh, PA, United States, Otober 14-17, 212 Optimized Exeution of Business

More information

Dynamics of Costs and Revenue Sharing Schemes in Open Innovation: an Evolutionary Game Approach

Dynamics of Costs and Revenue Sharing Schemes in Open Innovation: an Evolutionary Game Approach Dynamis of Costs and Revenue Sharing Shemes in Open Innovation: an Evolutionary Game Approah Daqing He, Yiding Yue, Ying Wang * Business Shool of Central South University Changsha, Hunan Provine 40083,

More information

EXERGY BASED METHODS FOR ECONOMIC AND ENVIRONMENTAL ANALYSIS APPLIED TO A 320 MW COMBINED CYCLE POWER PLANT

EXERGY BASED METHODS FOR ECONOMIC AND ENVIRONMENTAL ANALYSIS APPLIED TO A 320 MW COMBINED CYCLE POWER PLANT 12th Joint European Thermodynamis Conferene Bresia, July 1-5, 2013 EXERGY BASED METHODS FOR ECONOMIC AND ENVIRONMENTAL ANALYSIS APPLIED TO A 320 MW COMBINED CYCLE POWER PLANT Matteo Roo*, Claudia Toro

More information

Computational Fluid Dynamics and Building Energy Performance Simulation Nielsen, Peter Vilhelm; Tryggvason, Tryggvi

Computational Fluid Dynamics and Building Energy Performance Simulation Nielsen, Peter Vilhelm; Tryggvason, Tryggvi Aalborg Universitet Computational Fluid Dynamis and Building Energy Performane Simulation Nielsen, Peter Vilhelm; Tryggvason, Tryggvi Publiation date: 1998 Doument Version Publisher's PDF, also known as

More information

FUZZY LOGIC BASIS FUNCTION OF PID CONTROLLER ON TUNING CONVENTIONAL CONTROLLERS FOR NON-LINEAR SYSTEM

FUZZY LOGIC BASIS FUNCTION OF PID CONTROLLER ON TUNING CONVENTIONAL CONTROLLERS FOR NON-LINEAR SYSTEM International Journal o ISSN 0974-107 Systems and Tehnologies IJST Vol.3, No.1, pp 53-63 KLEF 010 FUZZY LOGIC BASIS FUNCTION OF PID CONTROLLER ON TUNING CONVENTIONAL CONTROLLERS FOR NON-LINEAR SYSTEM Mr.

More information

AN ADVERTISING OLIGOPOLY

AN ADVERTISING OLIGOPOLY The USV Annals of Eonomis and Publi Administration Volume 3, Issue (8), 03 AN ADVERTISING OLIGOPOLY Ph.D. Student Alina Irina GHIRVU Faulty of Eonomial Sienes and Business Administration Babeş Bolyai University,

More information

Copyright. Dyron Thomas Hamlin

Copyright. Dyron Thomas Hamlin Copyright by Dyron Thomas Hamlin 2002 Modeling Ozone Formation in a Central Texas Power Plant Plume by Dyron Thomas Hamlin, B.S.ChE Thesis Presented to the Faulty of the Graduate Shool of The University

More information

Performance of Recycled Asphalt Concrete Overlays in Southwestern Arizona

Performance of Recycled Asphalt Concrete Overlays in Southwestern Arizona 3 TRANSPORTATION RESEARCH RECORD 1427 Performane of Reyled Asphalt Conrete Overlays in Southwestern Arizona MusTAQUE HossAIN, DWIGHT G. METCALF, AND LARRY A. SoFIELD Reyled asphalt onrete overlay is a

More information

PROPOSAL OF A STANDARD FOR SEISMIC DESIGN OF CONFINED MASONRY BUILDINGS

PROPOSAL OF A STANDARD FOR SEISMIC DESIGN OF CONFINED MASONRY BUILDINGS Institute of Industrial Siene, University of Tokyo Bulletin of ERS, No. 37 PROPOSAL OF A STANDARD FOR SEISMIC DESIGN OF CONFINED MASONRY BUILDINGS Angel SAN BARTOLOME 1, Daniel QUIUN 1 and Paola MAYORCA

More information

Mining Patterns to Support Software Architecture Evaluation

Mining Patterns to Support Software Architecture Evaluation Mining Patterns to Support Software Arhiteture Evaluation Liming Zhu, Muhammad Ali Babar, oss Jeffery National ICT Australia Ltd. and University of New South Wales, Australia {limingz, malibaba, rossj}@se.unsw.edu.au

More information

Impact of Piracy on Innovation at Software Firms and Implications for Piracy Policy

Impact of Piracy on Innovation at Software Firms and Implications for Piracy Policy Assoiation for nformation Systems AS Eletroni Library (ASeL PACS 007 Proeedings Paifi Asia Conferene on nformation Systems (PACS 007 mpat of Piray on nnovation at Software Firms and mpliations for Piray

More information

Architecture of an ERP System Supporting Project-Oriented Management

Architecture of an ERP System Supporting Project-Oriented Management Arhiteture of an ERP System Supporting Projet-Oriented Management Willy Piard and Grzegorz Wojiehowski Department of Information Tehnology The Poznań University of Eonomis ul. Mansfelda 4 60-854 Poznań,

More information

We re like money in the bank.

We re like money in the bank. With our experiene, knowledge, and expertise, we re more than just a great way to measure effetiveness, maintain exellene, and identify opportunities for improvement. We re like money in the bank. Ahieving

More information

WSF Working Paper Series

WSF Working Paper Series WSF Working Paper Series GlobLabWS #1/2016 November 2016 Firm Size Distribution and Employment Flutuations: Theory and Evidene H. Görg, P. Henze, V. Jienwatharamongkhol, D. Kopasker, H Molana, C. Montagna,

More information

20 questions on genetically modified foods

20 questions on genetically modified foods Page 1 of 6 Searh All WHO This site only Home About WHO Countries Health topis Publiations Data and statistis Programmes and projets Food Safety Zoonoses Mirobiologial risks Chemial risks Biotehnology

More information

Hong-ze Li and Sen Guo. 1. Introduction

Hong-ze Li and Sen Guo. 1. Introduction Mathematial Problems in Engineering Volume 2013, Artile ID 848901, 11 pages http://dx.doi.org/10.1155/2013/848901 Researh Artile External Eonomies Evaluation of Wind Power Engineering Projet Based on Analyti

More information

COMMON ABUSES OF HAY TESTING RESULTS by Dan Putnam 1

COMMON ABUSES OF HAY TESTING RESULTS by Dan Putnam 1 COMMON ABUSES OF HAY TESTING RESULTS by Dan Putnam 1 r f ABSTRACT There is muh onern about the reliability ofhay test results and how lab results impat prie and sales ofhay. However, some of the onern

More information

Numerical Modeling and Experimental Investigation of the Failure Modes of the Cellular Foam Sandwich Structures

Numerical Modeling and Experimental Investigation of the Failure Modes of the Cellular Foam Sandwich Structures Journal of Metals, Materials and Minerals, Vol.18 No.2 pp.111-115, 2008 Numerial Modeling and Experimental Investigation of the Failure Modes of the Cellular Foam Sandwih Strutures Jörg FELDHUSEN 1, Sirihai

More information

Creation of concrete products reusing melting slag from waste incineration ash

Creation of concrete products reusing melting slag from waste incineration ash Creation of onrete produts reusing melting slag from waste inineration ash Y Hosokawa*, Kitasato University, Japan Y Ohta, Kitasato University, Japan M Komura, ILB Co Ltd, Japan K Sugawara, ILB Co Ltd,

More information

Macroeconomic Adjustment and the Performance of the Agricultural Sector: A Comparative Study of Cameroon and Kenya

Macroeconomic Adjustment and the Performance of the Agricultural Sector: A Comparative Study of Cameroon and Kenya Maroeonomi Adjustment and the Performane of the Agriultural Setor: A Comparative Study of Cameroon and enya William A. Amponsah and Leroy J. Hushak 1 Abstrat: The interation between maroeonomi and trade

More information

Portrait and development of Québec Textile Industry in brief

Portrait and development of Québec Textile Industry in brief 434 Portrait and development of Québe Textile Industry in brief 324 1,966 TEXTILES PRODUCT PLANTS» SCIAN 314 67 886 45,4% 438 552 1 2 3 1,569 1,651 We are presenting you a new portrait of the textile extrated

More information

EXPERIMENTAL INVESTIGATION OF ECCENTRIC REINFORCED CONCRETE BEAM-COLUMN-SLAB CONNECTIONS UNDER EARTHQUAKE LOADING

EXPERIMENTAL INVESTIGATION OF ECCENTRIC REINFORCED CONCRETE BEAM-COLUMN-SLAB CONNECTIONS UNDER EARTHQUAKE LOADING 13 th World Conferene on Earthquake Engineering Vanouver, B.C., Canada August 1-6, 24 Paper No. 215 EXPERIMENTAL INVESTIGATION OF ECCENTRIC REINFORCED CONCRETE BEAM-COLUMN-SLAB CONNECTIONS UNDER EARTHQUAKE

More information

Limit states for the damage assessment of bridges supported on LRB bearings

Limit states for the damage assessment of bridges supported on LRB bearings Journal of Physis: Conferene Series PAPER OPEN ACCESS Limit states for the damage assessment of bridges supported on LRB bearings To ite this artile: M Jara et al 05 J. Phys.: Conf. Ser. 68 0046 View the

More information