Enhanced Parametric Railway Capacity Evaluation Tool

Size: px
Start display at page:

Download "Enhanced Parametric Railway Capacity Evaluation Tool"

Transcription

1 Enhanced Parametrc Ralway Capacty Evaluaton Tool Yung-Cheng (Rex) La and Chrstopher P. L. Barkan Many ralroad lnes are approachng the lmts of practcal capacty, and estmated future demand s projected to ncrease 84% by Therefore, dentfyng a good multyear capacty expanson plan has become a partcularly tmely and mportant objectve for ralroads. An enhanced parametrc capacty evaluaton tool has been developed to assst ralroad companes n capacty expanson projects. Ths evaluaton tool s bult on the Canadan Natonal Ralway Company parametrc model by ncorporatng enumeraton, cost estmaton, and mpact analyss modules. Based on the subdvson characterstcs, estmated future demand, and avalable budget, the proposed tool wll automatcally generate possble expanson alternatves, compute lne capacty and nvestment costs, and evaluate ther mpact. For a partcular subdvson, there are two outputs from ths decson support tool: a plot that depcts the delay volume relatonshp for each alternatve and an mpact and beneft table that shows the mpact of the future demand on the subdvson wth dfferent upgradng alternatves. The decson support tool s hghly benefcal for budget management of North Amercan ralroads. Ralways all over the world are ncreasngly experencng capacty constrants. In North Amerca, ralway freght traffc has ncreased nearly 30% over the past 0 years, and ths demand s projected to ncrease another 84% by 2035 (). Ths growth n demand would not be as sgnfcant f alternatve modes were able to handle the traffc, but hghway constructon s not keepng up wth the growth n demand ether. Even f the capacty were avalable, much ral traffc cannot be economcally transported by truck. Ral s also generally recognzed as safer and more effcent n terms of land use and energy effcency. Therefore, publc offcals ncreasngly see ral as an alternatve transport mode needed to handle the ncreasng freght traffc that wll accompany sustaned economc growth (, 2). Effectve capacty management s the key to a ralroad company s success, but t s not a trval task. On the one hand, capacty planners work on multyear capacty plannng projects amng to provde enough network capacty to accommodate customers future demand at a desred servce level; on the other hand, they must try to maxmze the use of assets (trackage and related nfrastructure) because overcapacty may be as harmful as nsuffcent capacty to company Y.-C. La, Department of Cvl Engneerng, Natonal Tawan Unversty, Room 33, Cvl Engneerng Buldng, Number, Roosevelt Road, Secton 4, Tape, Tawan, 067. C. P. L. Barkan, Department of Cvl and Envronmental Engneerng, Unversty of Illnos at Urbana Champagn, 203 Newmark Cvl Engneerng Laboratory, 205 North Mathews Avenue, Urbana, IL 680. Correspondng author: Y.-C. La, ycla@ntu.edu.tw. Transportaton Research Record: Journal of the Transportaton Research Board, No. 27, Transportaton Research Board of the Natonal Academes, Washngton, D.C., 2009, pp DOI: 0.34/27-05 performance. The frst step n capacty management s usually measurng and montorng capacty and congeston; however, ralway capacty s a loosely defned term that has numerous meanngs. In general, t can be stated as a measure of the ablty to move a specfc amount of traffc over a defned ral lne wth a gven set of resources under a specfc servce plan, known as level of servce (LOS). Ths capacty s hghly dependent on a number of nfrastructure and operatonal factors (3, 4), such as Length of subdvson; Sdng length, spacng, and unformty; Intermedate sgnal spacng; Percentage of sngle, double, or multple track; Peak tran counts; Average and varablty n operatng speed; Heterogenety n tran types (tran length, power-to-weght ratos); Dspatchng prortes; and Schedule. Numerous approaches and tools have been developed to determne ral lne capacty; however, unlke the hghway capacty analyss doman, there s no commonly accepted standard for ralway capacty measurement n North Amerca (5). Each model has ts strengths and weaknesses and s generally desgned for a specfc type of analyss (6). Ralway capacty tools can be categorzed nto three groups: theoretcal, smulaton, and parametrc. In general, smulaton s best suted to analyss of local problems because t becomes computatonally ntensve when appled at the network level. Theoretcal models can often be computed manually but are sometmes too smple to be vald for anythng more than hgh-level comparsons. Parametrc capacty models fll the gap between detaled smulaton and smple formulas; they focus on key elements of lne capacty to quckly hghlght bottlenecks n the system (3). Parametrc models are sutable for strategc capacty plannng because they can account for the dynamc nature of lne capacty and provde systemwde capacty measurement of subdvsons n a ral network. Two parametrc ralway capacty models have been developed to help capacty planners manage track assets by measurng track capacty. Prokopy and Rubn (7) developed the frst parametrc model for ralway lne capacty. Ther model uses formulas that reflect tran delay or capacty as a functon of physcal plant tran operatons and control systems, whch were derved through multvarable regresson analyss of many dfferent smulaton runs usng the Peat Marwck Mtchell model. Krueger (3) appled a smlar method to develop the Canadan Natonal Ralway Company (CN) parametrc lne capacty model; however, hs model was new wth dfferent parameters. Smulatons were conducted usng an n-house tool, the route capacty model (RCM), to develop the CN parametrc model. 33

2 34 Transportaton Research Record 27 The three most mportant elements of the CN parametrc model that make t partcularly useful are (a) the ablty to calbrate each parameter for partcular scenaros; (b) the ablty to produce a graphcal delay versus volume relatonshp; and (c) a what-f ablty to quantfy the senstvty to and sgnfcance of parameters ndvdually and n combnaton. However, t does not have the ablty to create possble alternatves, estmate the constructon cost, and evaluate the trade-offs among captal nvestment, delay, and operatng costs. Thus, there s ncentve to develop an enhanced parametrc capacty evaluaton tool that ncorporates these features. Consequently, the authors have developed a new decson support model, the Ralway Capacty Evaluaton Tool (RCET), whch bult upon the CN parametrc model by ncorporatng enumeraton, cost estmaton, and mpact analyss modules. On the bass of subdvson characterstcs, estmated future demand, and avalable budget, RCET s able to help capacty planners generate possble expanson alternatves, compute lne capacty and nvestment costs, and evaluate ther mpact. ENHANCED PARAMETRIC CAPACITY EVALUATION TOOL Fgure shows the decson support process usng RCET. By nputtng the lnk propertes, avalable budget, and estmated future demand, RCET wll frst enumerate possble expanson alternatves (enumeraton module), and then compute the cost and capacty ncrease for each alternatve (cost and capacty evaluaton module), followed by evaluaton of the trade-off between captal nvestment and delay cost to determne f each partcular captal nvestment s cost-effectve (mpact analyss module). The outputs of RCET wll be a graph showng relatonshp between traffc volume and delay for each alternatve, and an mpact and beneft table contanng a set of optons that the capacty planner can use to gude decson makng. One of the most mportant components of RCET s the CN parametrc model, whch s located n the cost and capacty evaluaton module and s used to determne the delay volume relatonshp and lne capacty. In the followng sectons, the CN parametrc model s revewed, and then the three RCET modules are descrbed. Revew of CN Parametrc Model The CN parametrc model (3) provdes a systemwde measure of subdvson capacty n a ral network and enables evaluaton of the effect of mprovements for varous alternatves. The model measures the capacty of a subdvson by predctng ts relatonshp between tran delay (hours per trp) and traffc volume (trans per day). In general, the more trans that run on a subdvson n a gven tme perod, the more delay each tran experences (7). The CN model calculates ths relatonshp usng several key parameters that affect the traffc handlng capablty of a subdvson. These parameters are categorzed nto plant, traffc, and operatng parameters. Plant Parameters Length of subdvson (SL) Meet and pass plannng pont spacng (MPPPS). MPPPS s the mean spacng of locatons used to meet or overtake trans, namely sdng spacng. Sdngs are crucal for operatng bdrectonal, mxed prorty, and dfferent speed trans. MPPPS for a subdvson s computed as MPPPS = Meet and pass plannng pont unformty (MPPPU). MPPPU s the measure of unformty n sdng spacng (MPPPS). It s a rato of the standard devaton versus average sdng spacng: SD of MPPPS MPPPU = MPPPS A unformty value of zero represents a subdvson wth equally dstrbuted sdngs. In general, the hgher the unformty of sdng spacng, the more the lne capacty. Intermedate sgnal spacng rato (ISSR). Intermedate sgnals reduce the requred headway between adjacent trans, thereby ncreasng lne capacty. Ths parameter accounts for the rato of sgnal spacng to sdng spacng. The parametrc expresson for ISSR s ISSR = SL number of MPPP + ( ) SL MPPP + + no. of sgnals 00 MPPPS Percent double track (%DT). Addng a second track has a sgnfcant mpact on lne capacty (more than double the capacty of a sngle track manlne). %DT s calculated as the rato of double track versus SL: mles of double track %DT= 00 SL Lnk (sub) Propertes Budget Estmated Demand Alternatves Enumeraton Cost & Capacty Computaton Ralway Capacty Evaluaton Tool (RCET) Impact Analyss Delay-Volume Relatonshp Impact & Beneft Table FIGURE Decson support process usng RCET.

3 La and Barkan 35 The CN parametrc model can handle %DT up to 75%; ths lmt was found to retan the exponental characterstcs and fall wthn the parametrc range of most of CN s subdvsons. Traffc Parameters Traffc peakng factor (TPF). TPF represents the concentraton of traffc wthn a short tme frame (4 h), often called bunchng or peakng. It has a sgnfcant mpact on capacty, because when the traffc level s greater than the sustanable capacty, t causes lengthy system recovery tme. TPF s calculated as the rato between the maxmum number of trans dspatched n a 4-h perod versus the average number of trans wthn the same tme duraton. maxmum trans n 4 h TPF = average trans n 4h Dspatchng prorty factor (DPF). Dspatchng prortes for dfferent types of trans dctate whch trans wll experence delay. Hgher prorty reduces transt tme for hgher-prorty trans by penalzng trans of lower prorty. Generally the greater the number of prorty classes, the less capacty s avalable. DPF s quantfed usng a probablty functon that calculates the chances of a tran meetng another tran of a hgher prorty, whch s calculated as DPF = T where N = number of prorty classes (passenger, express, freght, and unt), T = daly number of trans, C = number of th prorty class trans, and C j = number of jth prorty class trans. Speed rato (SR). Besdes DPF, SR s another parameter reflectng the traffc mx over the subdvson. The dfference n speed among trans can sgnfcantly ncrease delay because of overtakes, trans beng held n the yard, or both. SR s calculated as the rato of the fastest tran speed to the slowest tran speed: SR faster tran speed = slowest tran speed Average speed (AS). Average tran speed plays a vtal role n lne capacty because the hgher the tran speed the lower the delay and transt tme. AS s measured as the average mnmum run tme of all trans n each drecton, as obtaned from a tran performance calculator. N AS = = N t= N = 2 nv n C ( T ) j= C j where V = speed of th class, n = number of trans n th class, and N = total number of classes. Operatng Parameters Track outage (TO). Track outage accounts for the planned and unplanned events that take a track out of servce. TO drectly reduces the avalable servce tme of a subdvson as well as lne capacty. Capacty s senstve to the occurrence and duraton of TO. Ths parameter s defned as the number of hours the subdvson s out of servce: total duraton of outages TO = N t = nd where n T s the total number of outages per day and d s the duraton of each outage (h). Temporary slow order (TSO). TSO has a negatve mpact on lne capacty because of the tme loss from operatng at slower than normal speed, and acceleraton and deceleraton tme (V tme ). It s often mantenance related and can be appled to a dstance or at a sngle pont on the lne. TSO s computed as follows: TSO = V + travel tme V tme tme ( ) + ( ) VK m V = A TSO L L travel tme = + V 60 TSO VK m where V m = maxmum freght speed (mph), V TSO = TSO speed (mph), K = % of tme runnng at max speed (85%), A = acceleraton rate (20 mph/mn), D = deceleraton rate (30 mph/mn), and L = length of TSO + average tran length. The relatonshps between the delay volume curve and key parameters were developed on the bass of a seres of regresson analyses and smulaton results from the RCM. The relatonshp between tran delay and traffc volume was found to be best expressed by the followng exponental equaton: BV tran delay = Ae o o T VK m V D TSO where A o = parametrc plant, traffc, operatng coeffcent, B o = constant, and V = traffc volume (trans/day). Coeffcent A o depcts the relatonshp between tran delay and the parametrc values. A o s a unque value for each combnaton of parameters defned by the plant, traffc, and operatng condtons of a subdvson. A dfferent A o wll defne a new delay versus volume curve (Fgure 2). Ths parametrc model was verfed by comparng ts output wth the RCM output of the CN network, and the results show that the accuracy was on average wthn 0% (3). The followng three sectons cover the development of the three modules (enumeraton, cost and capacty evaluaton, and mpact analyss) n RCET.

4 36 Transportaton Research Record 27 FIGURE 2 Delay volume curve from CN parametrc model (3). Enumeraton Module The purpose of the enumeraton module s to automatcally generate conventonal capacty expanson alternatves for each subdvson beng evaluated. In the model descrbed here, three common types of capacty expanson alternatves are bult nto ths module addng passng sdngs, ntermedate sgnals, or a second man track but other optons could be ncluded f desred. For the sngle-track scenaro, ncreasng the number of sdngs can reduce meet and pass delay, and shortenng block length and the consequent decrease n sgnal spacng can reduce the headway between trans, thereby ncreasng lne capacty. Beyond that, accordng to Rolln Bredenberg, Vce Presdent of Servce Desgn at Burlngton Northern Santa Fe Ralway, f the combned total number of trans n both drectons averages 60 trans per day wth a peak of 75, double track must be added to sngle-track segments (4, 8). For each subdvson, the enumeraton module calculates all possble combnatons of expanson alternatves untl t reaches the lmt of mnmum sdng spacng or maxmum number of sgnals per spacng specfed by the user. For example, consder a 00-m subdvson wth centralzed traffc control (CTC), nne exstng sdngs, and no ntermedate sgnals. The mnmum sdng spacng s set to 8 m and the maxmum number of ntermedate sgnals between sdngs s two. The largest number of sdngs that can be placed on ths subdvson s ( 00/8 ), and the largest number of ntermedate sgnals that can be placed (between two sdngs) s two. Table shows the possble alternatves for ths example ordered by ascendng constructon cost. Snce addng sgnals s usually less expensve than addng sdngs, these are consdered frst (up to the lmt) before addng another sdng; therefore, the frst and second alternatve for each sgnal spacng s to ncrease the number of ntermedate sgnals by one and by two, respectvely. Because two ntermedate sgnals s the upper bound for the sdng spacng consdered n ths example, the next (thrd) alternatve s to ncrease the number of sdngs (by one). Cost and Capacty Evaluaton Module After the enumeraton, the next step s to determne the capacty ncrease and constructon cost of each alternatve (Fgure ). For each subdvson, the cost and capacty evaluaton module wll frst compute the current lne capacty on the bass of the exstng parameters. Capacty planners usually have an dea of the current lne capacty based on emprcal experence. These emprcal values can be used to determne the current LOS by adjustng the acceptable delay to match the capacty values from the delay volume relatonshp. If emprcal values are not avalable, the default settng s to use the maxmum trp tme of 0 h or an acceptable delay of 2 h to calculate the capacty (Fgure 2) (3). Users can specfy ther own sutable lmts, dependng on the context. After obtanng the base case (current condton), the cost and capacty evaluaton module wll then compute the capacty ncrease of each alternatve by changng the plant parameters (e.g., MPPPS and ISSR), assumng the traffc and operatng parameters reman the same. The CN parametrc model cannot handle subdvsons wth %DT more than 75%; consequently, the authors assgned a capacty of 80 trans per day for a double-track segment, accordng to typcal freght ralroad practce (4, 8). The unt constructon cost of each type of expanson opton s needed to compute the cost of expanson alternatves. Users can specfy these values n advance or use the default cost estmates. TABLE Possble Capacty Expanson Alternatves for Hypothetcal 00-m Subdvson Alternatve Sdngs Sgnals Spacng Addng 2nd man track

5 La and Barkan 37 Three requred basc unt costs are addng a new sdng, a new ntermedate sgnal, and a second man track. The default cost estmates are based on recent nformaton provded by ralroads and engneerng consultng companes. These values serve as the general average case consderng the need for new tracks, sgnals, and brdges, but do not nclude the cost of land acquston or envronment permttng. For a new 2,000-ft passng sdng, a cost of $4,870,000 for track work and cvl nfrastructure was assumed. For terrtory wth an exstng CTC sgnal system, the cost of sgnalzng a newly constructed sdng wthn ths terrtory would be $300,000 for each end of the sdng or $600,000 total. Therefore, the frst requred unt cost, addng a sgnalzed passng sdng, s $5,470,000. Wthn exstng CTC terrtory, the cost of a new ntermedate sgnal pont (.e., one sgnal n each drecton) s approxmately $00,000 (second requred unt cost). And the thrd requred unt cost, that of addng the second man track, s $2,250,000 per mle. Table 2 lsts the alternatves for the subdvson. Capacty planners would revew these alternatves durng the decson process and could remove nadequate alternatves or add addtonal ones accordng to ther experence and judgment. Both the enumeraton module and the cost and capacty evaluaton module can be combned and summarzed n the followng analytcal steps: Step. Obtan the followng nput data from exstng track condton or users: exstng number of sdngs and sgnals, lmt of sdng spacng (DL), and lmt of sgnal spacng (GL). Step 2: Use two loops to enumerate possble expanson alternatves and evaluate ther mpact: Loop (add addtonal sdngs from zero to DL) Loop 2 (add addtonal sgnals from zero to GL) Adjust CN parameters accordng to change(s) n sdngs and sgnals Develop the new delay volume curve for the expanson alternatve Compute the addtonal capacty and cost from the alternatve End of Loop 2 End of Loop Step 3. Create the expanson alternatves table (Table 2) Step 4. Overlap the delay volume curves for possble expanson alternatve (Fgure 3) Impact Analyss Module Based on Table 2, t s ntutve for capacty planners to select the alternatve provdng just enough capacty because ths opton requres the least expendture to meet the future demand f LOS s to reman the same. However, ths selecton may not be the best opton. Because capacty s defned by a partcular servce level, t s possble to run more trans per day f LOS s reduced. For example, n Fgure 4a, the sold exponental curve represents the general delay volume relatonshp for the exstng nfrastructure, whereas the dashed curve depcts the delay volume relatonshp wth upgraded nfrastructure. Wth the same LOS, the upgraded nfrastructure can provde more capacty than the exstng track. However, t s also possble to gan addtonal capacty by reducng the LOS (ncreasng delay) (Fgure 4b). Lne capacty s ncreased by ncreasng delay along the delay volume curve of the exstng nfrastructure. Consequently, an mpact analyss s essental to fnd the best opton to upgrade the nfrastructure. The mpact analyss module evaluates whether the captal nvestment s cost-effectve by comparng the delay cost to the captal nvestment. The delay cost depends on the mpact of addng addtonal demand to the exstng track layout wthout upgradng the nfrastructure. Accordng to the new demand for each lnk, the ncrease n delay can be determned usng the delay volume curve (Fgure 4b). The delay cost can then be computed as the product of total delay hours, and unt delay cost per hour. From an operatonal pont of vew, the unt delay cost can be calculated by summng four components: unproductve locomotve cost, dlng fuel cost, ral car and equpment cost, and crew cost. A recent estmate of delay cost for one Class ralroad s approxmately $26 per tran hour (9). Ths estmaton s conservatve because a more comprehensve delay calculaton would nclude downstream costs of mssed connectons, loss of future revenue, extra costs from mssng just-n-tme servces, and the lke. The captal nvestment of each alternatve s the output of the cost estmaton module. To compare delay cost and captal nvestment n the same duraton base (year), the authors further defned an attrbute, annual net nvestment, as the total constructon cost of the alternatve (Table 2) dvded by the nfrastructure lfe ( 20 years). It s based on the lfe-cycle cost analyss method commonly used for multyear capacty plannng projects (0 4). Fnally, the alternatves were ranked on the bass of the beneft as defned by annual delay cost dvded by the annual net nvestment cost. Beneft s smlar to TABLE 2 Expanson Alternatves wth Constructon Cost and Capacty Increase Sgnals Capacty Cost/ Alternatve Sdngs Spacng (trans/day) Cost ($) Tran ($) ,000, , ,000, , ,470,000,823, ,570,000,095, ,670,000,096, ,940,000,823, ,40,000,349, ,340,000,334,000 0 Addng 2nd man track ,750,000 4,095,000

6 38 Transportaton Research Record 27 6 Alt 5 Alt 2 Alt 3 Alt 4 Delay (hours) Alt 5 Alt 6 Alt 7 Alt 8 Alt Volume (trans/day) FIGURE 3 Delay volume plot from RCET. the dea of return on nvestment, representng how much delay cost can be reduced per unt nvestment n the nfrastructure. A beneft value less than one means the nvestment s not cost-effectve because the return on nvestment s negatve. The output of the mpact analyss module s a table showng the constructon cost, delay cost, and beneft for each lnk subject to capacty expanson. Ths expanson beneft table can be provded to capacty planners for use n decson makng. Followng s a summary of the analytcal steps n the mpact analyss module: Step. Obtan captal nvestment and delay volume relatonshp for each alternatve from cost and capacty evaluaton module. Step 2. Based on the estmated future demand (number of trans), determne the average delay for each alternatve usng the delay volume relatonshp. Step 3. Compute the followng attrbutes for each alternatve: Total delay = the product of average delay and number of trans, Reduced delay = the dfference between ts total delay and the total delay of Alternatve (do-nothng scenaro), Delay (hours) Current LOS Volume (trans/day) (a) Delay (hours) Current LOS Volume (trans/day) (b) FIGURE 4 Increase n volume by (a) upgradng nfrastructure and (b) lowerng LOS. Annual delay savng = the product of reduced delay and 365 (days per year), Annual net nvestment = captal nvestment dvded by 20 (nfrastructure lfe), and Beneft = annual delay savng dvded by annual net nvestment. Step 4. Generate the mpact and beneft table by rankng alternatves by ther beneft. EMPIRICAL APPLICATION To demonstrate the potental use of the capacty evaluaton tool, the same subdvson descrbed above (00 m, nne sdngs, no ntermedate sgnals) was analyzed. The lst below summarzes the subdvson s key parameters computed based on ts track and traffc characterstcs: SL: 00 m, MPPPS: 20, MPPPU: 0.3, ISSR:, %DT: 0.04, TPF:.62, DPF: 0.344, SR:.44, AS: 30 mph, TO: 0, and TSO: 0. For ths applcaton, the subdvson s current capacty s about 30 trans per day, and the estmated future demand s 37 trans per day, so the queston s how to ncrease capacty by seven trans per day.

7 La and Barkan 39 Accordng to the nput data lsted above, RCET generates possble expanson alternatves by addng sdngs or ntermedate sgnals wth ther ncreases n capacty and constructon cost (Table 2). Wth the same LOS, Alternatve 6 s the best opton because t s able to accommodate seven more trans per day wth the least constructon cost. However, t s also possble to gan addtonal capacty by reducng the LOS (ncreasng delay) (Fgure 4b). To dentfy the true optmal soluton, an mpact analyss was conducted of possble alternatves (Alternatves 9). The double track opton (Alternatve 0) s gnored here because of the large dfference between demand and supply. Delay Volume Plot The frst output of RCET s the delay volume plot representng the mpact on capacty for each alternatve (Fgure 3). Snce each alternatve represents a specfc nfrastructure settng, t can be depcted by a unque delay volume relatonshp. The delay volume plot helps users determne the addtonal capacty provded by each alternatve wth a specfc LOS (acceptable delay). It also demonstrates what the capacty wll be f the threshold for acceptable LOS s ncreased or decreased. For example, the capacty of Alternatve s 30 trans per day wth a 2-h average delay, 7 trans per day wth -h delay, and 38 trans per day wth 3-h average delay. Among the dfferent alternatves, the larger the dfference between two alternatves, the greater the dfference n capacty performance wll be. For nstance, there s a substantal dfference between Alternatve and the other alternatves, whereas the dfference n capacty between Alternatves 2 and 4 s neglgble. Impact and Beneft Table The second output of RCET s the mpact and beneft table (Table 3) created from the mpact analyss module. For each alternatve, average delay s obtaned accordng to ts delay volume relatonshp. Alternatve s the base case scenaro representng the current track layout; therefore, the reduced delay of each alternatve s computed as the dfference between ts total delay and that of Alternatve. The annual delay savngs s the product of reduced delay and number of days per year. Fnally, alternatves are ranked by ther beneft, whch s calculated by dvdng annual delay savngs by annual net nvestment. Table 3 provdes assstance to capacty planners n decson makng based on avalable budget. In ths example, Alternatve 2 provdes the greatest beneft because t offers substantal delay reducton wth relatvely lower expense compared wth the other alternatves. However, Alternatve 2 stll may not be acceptable because the average delay s 25% below the desred LOS. The dfferences n both beneft and average delay n Alternatves 5 and 6 are relatvely small, so the decson maker may choose Alternatve 5 to reduce captal expendtures. DISCUSSION OF NETWORK ANALYSIS An example of usng RCET to generate alternatves, compute cost and capacty, and analyze mpact of a studed subdvson s presented n ths paper. RCET can effcently process a subdvson wthn seconds, so ths applcaton can be expanded to the network level f necessary. For each subdvson n the studed network, the new capacty evaluaton tool wll produce a delay volume plot and an mpact and beneft table, whch capacty planners can use to evaluate possble alternatves and dentfy the best opton at the subdvson level. After completng ths process for all subdvsons, planners need to conduct traffc assgnment agan because the network traffc pattern (.e., route selectons of trans) after the capacty expanson may dffer from the orgnal plan. Routng the traffc wll assess the fludty of the proposed system. A possble routng technque would be a multcommodty flow network model (5) that can be formulated as follows: mnmze transportaton cost + mantenance of way cost, subject to capacty constrant for each subdvson and flow conservaton constrant for each node n the network. The objectve functon n the optmzaton model s to mnmze the expendtures requred to route traffc between varous orgns and destnatons. It s subject to lne capacty constrants such that the total traffc on a subdvson must be less than or equal to ts desgned capacty. The flow conservaton constrant guarantees that the fnal routng plan fulflls the estmated future demand. The goal of a multyear capacty plannng project should be to accommodate the estmated future demand whle mnmzng net present value of the captal expendture plus operatng costs due to transportaton, mantenance of way, and delay costs. Because ths procedure s a two-level process, t may take multple teratons to reach the system optmum. TABLE 3 Impact and Beneft Table from Upgradng Infrastructure Annual Net Average Delay Total Delay Reduced Delay Annual Delay Investment Alternatve (hours/tran/day) (hours/day) (hours/day) Savngs ($/year) ($/year) Beneft N/A b ,057,442 50, ,762,403 00, ,467, , a ,89, , ,877, , ,524, , ,409, , ,467, , a Current LOS = acceptable delay. b N/A = not applcable.

8 40 Transportaton Research Record 27 CONCLUSION AND FUTURE WORK Many ralroad lnes are approachng the lmts of ther practcal capacty; therefore, dentfyng optmal multyear capacty expanson plans have become a partcularly tmely and mportant objectve for ralroads. The CN parametrc model used n ths analyss accounts for the dynamc nature of capacty and provdes a systemwde measure of subdvsons n a ral network. However, a lmtaton of the current verson s that t s desgned for a sngle-track network. It does not take nto account multple-track scenaros (e.g., crossovers) or other dfferent operatonal practces (e.g., drectonal runnng). In addton to dentfyng areas of lmted or excess capacty, capacty tools serve as the baselne evaluaton nstrument for many other complcated optmzaton models, such as ralway schedulng optmzaton tools for solvng tran, crew, and locomotve schedulng problems. The better the user can assgn the rght capacty value, the better the optmal plan can be created from those tools. RCET can assst capacty planners n developng such plans. RCET accounts for network characterstcs, estmated future demand, and avalable budget, and automatcally generates expanson alternatves, computes ther lne capacty benefts and nvestment costs, and compares ther mpact. Ths decson support tool can be used to maxmze the capacty benefts that North Amercan ralroads wll derve from ther nvestment. Besdes use n the prvate sector, ths capacty evaluaton tool can also be useful to publc agences, helpng them set regonal or natonal transportaton prortes and nvestment plans. Therefore, the authors plan to develop a standard, comprehensve ralway parametrc capacty model. Such a model could assst publc and prvate fnancng of ral capacty nvestment by determnng the magntude, cost, and type of capacty mprovements needed for the desred servces. ACKNOWLEDGMENTS The authors are grateful to Harald Krueger at CN Ralway for hs assstance on ths project. A porton of the frst author s graduate study support has been from a CN Ralroad Engneerng Research Fellowshp at the Unversty of Illnos at Urbana Champagn. REFERENCES. Transportaton Invest n Our Future: Amerca s Freght Challenge. AASHTO, Washngton, D.C., Conference Proceedngs on the Web 3: Research to Enhance Ral Network Performance. Transportaton Research Board of the Natonal Academes, Washngton, D.C., conf/cpw3.pdf. Accessed March 3, Krueger, H. Parametrc Modelng n Ral Capacty Plannng. Proc., Wnter Smulaton Conference, Phoenx, Arz., Vantuono, W. C. Capacty Is Where You Fnd It: How BNSF Balances Infrastructure and Operatons. Ralway Age, February Abrl, M., F. Barber, L. Ingolott, M. A. Saldo, P. Tormos, and A. Lova. An Assessment of Ralway Capacty. Transportaton Research Part E, Vol. 44, Issue 5, 2008, pp Martland, C. D., and G. Hutt. Analyss of Potental Approaches to Interlne Capacty Flow Management. Ralnc, Cary, N.C., Prokopy, J. C., and R. B. Rubn. Parametrc Analyss of Ralway Lne Capacty. DOT-FR FRA, U.S. Department of Transportaton, Natonal Ral Freght Infrastructure Capacty and Investment Study. Assocaton of Amercan Ralroads, Washngton, D.C., La, Y.-C. Increasng Ralway Effcency and Capacty Through Improved Operatons, Control and Plannng. PhD dssertaton. Department of Cvl and Envronmental Engneerng, Unversty of Illnos at Urbana Champagn, Zoeteman, A., and C. Esveld. Evaluatng Track Structures: Lfe Cycle Cost Analyss as a Structured Approach. Proc., World Congress on Ralway Research, Tokyo, Vet, P. Track Mantenance Based on Lfe-Cycle Cost Calculatons. Innovatons for a Cost Effectve Ralway Track, 2002, pp Lee, D. B., Jr. Fundamentals of Lfe-Cycle Cost Analyss. In Transportaton Research Record: Journal of the Transportaton Research Board, No. 82, Transportaton Research Board of the Natonal Academes, Washngton, D.C., 2002, pp Ozbay, K., D. Jawad, N. A. Parker, and S. Hussen. Lfe-Cycle Cost Analyss: State of the Practce Versus State of the Art. In Transportaton Research Record: Journal of the Transportaton Research Board, No. 864, Transportaton Research Board of the Natonal Academes, Washngton, D.C., 2004, pp Lng, D. J., R. Roy, E. Shehab, J. Jaswal, and J. Stretch. Modellng the Cost of Ralway Asset Renewal Projects Usng Parwse Comparsons. Journal of Ral and Rapd Transt, Vol. 220, 2006, pp Ahuja, R. K., T. L. Magnant, and J. B. Orln. Network Flows: Theory, Algorthms, and Applcatons. Prentce Hall, Upper Saddle Rver, N.J., 993. The Local and Regonal Ral Freght Transport Commttee sponsored publcaton of ths paper.

1 Basic concepts for quantitative policy analysis

1 Basic concepts for quantitative policy analysis 1 Basc concepts for quanttatve polcy analyss 1.1. Introducton The purpose of ths Chapter s the ntroducton of basc concepts of quanttatve polcy analyss. They represent the components of the framework adopted

More information

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE Dleep R. Sule and Anuj A. Davalbhakta Lousana Tech Unversty ABSTRACT Ths paper presents a new graphcal technque for cluster

More information

AN ENHANCED PARAMETRIC RAILWAY CAPACITY EVALUATION TOOL (RCET)

AN ENHANCED PARAMETRIC RAILWAY CAPACITY EVALUATION TOOL (RCET) Lai & Barkan 1 AN ENHANCED PARAMETRIC RAILWAY CAPACITY EVALUATION TOOL (RCET) Yung-Cheng (Rex) Lai Assistant Professor Department of Civil Engineering National Taiwan University Room 313, Civil Engineering

More information

EVALUATION METHODOLOGY OF BUS RAPID TRANSIT (BRT) OPERATION

EVALUATION METHODOLOGY OF BUS RAPID TRANSIT (BRT) OPERATION 200-203 JATIT & LL. All rghts reserved. IN: 992-864 www.att.org E-IN: 87-39 EVALUATION METHODOLOGY OF BU RAPID TRANIT (BRT) OPERATION WU HONGYANG A a Chna Urban ustanable Transport Research Center (CUTReC),

More information

Logistics Management. Where We Are Now CHAPTER ELEVEN. Measurement. Organizational. Sustainability. Management. Globalization. Culture/Ethics Change

Logistics Management. Where We Are Now CHAPTER ELEVEN. Measurement. Organizational. Sustainability. Management. Globalization. Culture/Ethics Change CHAPTER ELEVEN Logstcs Management McGraw-Hll/Irwn Copyrght 2011 by the McGraw-Hll Companes, Inc. All rghts reserved. Where We Are Now Relatonshps Sustanablty Globalzaton Organzatonal Culture/Ethcs Change

More information

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics Extended Abstract for WISE 5: Workshop on Informaton Systems and Economcs How Many Bundles?:An Analyss on Customzed Bundlng of Informaton Goods wth Multple Consumer Types Wendy HUI Ph.D. Canddate Department

More information

A SIMULATION STUDY OF QUALITY INDEX IN MACHINE-COMPONF~T GROUPING

A SIMULATION STUDY OF QUALITY INDEX IN MACHINE-COMPONF~T GROUPING A SMULATON STUDY OF QUALTY NDEX N MACHNE-COMPONF~T GROUPNG By Hamd Sefoddn Assocate Professor ndustral and Manufacturng Engneerng Department Unversty of Wsconsn-Mlwaukee Manocher Djassem Assstant Professor

More information

Experiments with Protocols for Service Negotiation

Experiments with Protocols for Service Negotiation PROCEEDINGS OF THE WORKSHOP ON APPLICATIONS OF SOFTWARE AGENTS ISBN 978-86-7031-188-6, pp. 25-31, 2011 Experments wth Protocols for Servce Negotaton Costn Bădcă and Mhnea Scafeş Unversty of Craova, Software

More information

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach Proceedngs of the 010 Internatonal Conference on Industral Engneerng and Operatons Management Dhaka, Bangladesh, January 9 10, 010 A Group Decson Makng Method for Determnng the Importance of Customer Needs

More information

A Multi-Product Reverse Logistics Model for Third Party Logistics

A Multi-Product Reverse Logistics Model for Third Party Logistics 2011 Internatonal Conference on Modelng, Smulaton and Control IPCSIT vol.10 (2011) (2011) IACSIT Press, Sngapore A Mult-Product Reverse Logstcs Model for Thrd Party Logstcs Tsa-Yun Lao, Agatha Rachmat

More information

A Scenario-Based Objective Function for an M/M/K Queuing Model with Priority (A Case Study in the Gear Box Production Factory)

A Scenario-Based Objective Function for an M/M/K Queuing Model with Priority (A Case Study in the Gear Box Production Factory) Proceedngs of the World Congress on Engneerng 20 Vol I WCE 20, July 6-8, 20, London, U.K. A Scenaro-Based Objectve Functon for an M/M/K Queung Model wth Prorty (A Case Study n the Gear Box Producton Factory)

More information

Guidelines on Disclosure of CO 2 Emissions from Transportation & Distribution

Guidelines on Disclosure of CO 2 Emissions from Transportation & Distribution Gudelnes on Dsclosure of CO 2 Emssons from Transportaton & Dstrbuton Polcy Research Insttute for Land, Infrastructure and Transport June 2012 Contents 1. Introducton...- 3-1.1 Purpose and concept...- 3-1.2

More information

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs A Two-Echelon Inventory Model for Sngle-Vender and Mult-Buyer System Through Common Replenshment Epochs Wen-Jen Chang and Chh-Hung Tsa Instructor Assocate Professor Department of Industral Engneerng and

More information

Consumption capability analysis for Micro-blog users based on data mining

Consumption capability analysis for Micro-blog users based on data mining Consumpton capablty analyss for Mcro-blog users based on data mnng ABSTRACT Yue Sun Bejng Unversty of Posts and Telecommuncaton Bejng, Chna Emal: sunmoon5723@gmal.com Data mnng s an effectve method of

More information

Calculation and Prediction of Energy Consumption for Highway Transportation

Calculation and Prediction of Energy Consumption for Highway Transportation Calculaton and Predcton of Energy Consumpton for Hghway Transportaton Feng Qu, Wenquan L *, Qufeng Xe, Peng Zhang, Yueyng Huo School of Transportaton, Southeast Unversty, Nanjng 210096, Chna; *E-mal: wenql@seu.edu.cn

More information

Development and production of an Aggregated SPPI. Final Technical Implementation Report

Development and production of an Aggregated SPPI. Final Technical Implementation Report Development and producton of an Aggregated SPP Fnal Techncal mplementaton Report Marcus Frdén, Ulf Johansson, Thomas Olsson Servces Producer Prce ndces, Prce Statstcs Unt, Statstcs Sweden 2010 ntroducton

More information

Impacts of Generation-Cycling Costs on Future Electricity Generation Portfolio Investment

Impacts of Generation-Cycling Costs on Future Electricity Generation Portfolio Investment 1 mpacts of Generaton-Cyclng Costs on Future Electrcty Generaton Portfolo nvestment P. Vthayasrchareon, Member, EEE, and. F. MacGll, Member, EEE Abstract Ths paper assesses the mpacts of ncorporatng short-term

More information

Selected Economic Aspects of Water Quality Trading

Selected Economic Aspects of Water Quality Trading Selected Economc Aspects of Water Qualty Tradng Rchard N. Bosvert Gregory L. Poe Yukako Sado Cornell Unversty Passac Rver Tradng Project Kckoff Meetng Cook College, Rutgers Unversty, New Brunswck, NJ January

More information

Supplier selection and evaluation using multicriteria decision analysis

Supplier selection and evaluation using multicriteria decision analysis Suppler selecton and evaluaton usng multcrtera decson analyss Stratos Kartsonaks 1, Evangelos Grgorouds 2, Mchals Neofytou 3 1 School of Producton Engneerng and Management, Techncal Unversty of Crete,

More information

Program Phase and Runtime Distribution-Aware Online DVFS for Combined Vdd/Vbb Scaling

Program Phase and Runtime Distribution-Aware Online DVFS for Combined Vdd/Vbb Scaling Program Phase and Runtme Dstrbuton-Aware Onlne DVFS for Combned Vdd/Vbb Scalng Jungsoo Km, Sungjoo Yoo, and Chong-Mn Kyung Dept. of EECS at KAIST jskm@vslab.kast.ac.kr, kyung@ee.kast.ac.kr Dept. of EE

More information

FIN DESIGN FOR FIN-AND-TUBE HEAT EXCHANGER WITH MICROGROOVE SMALL DIAMETER TUBES FOR AIR CONDITIONER

FIN DESIGN FOR FIN-AND-TUBE HEAT EXCHANGER WITH MICROGROOVE SMALL DIAMETER TUBES FOR AIR CONDITIONER FIN DESIGN FOR FIN-AND-TUBE HEAT EXCHANGER WITH MICROGROOVE SMALL DIAMETER TUBES FOR AIR CONDITIONER Yfeng Gao (a), J Song (a), Jngdan Gao (b), Guolang Dng (b)* (a) Internatonal Copper Assocaton Shangha

More information

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise Expermental Valdaton of a Suspenson Rg for Analyzng Road-nduced Nose Dongwoo Mn 1, Jun-Gu Km 2, Davd P Song 3, Yunchang Lee 4, Yeon June Kang 5, Kang Duc Ih 6 1,2,3,4,5 Seoul Natonal Unversty, Republc

More information

Planning of work schedules for toll booth collectors

Planning of work schedules for toll booth collectors Lecture Notes n Management Scence (0) Vol 4: 6 4 4 th Internatonal Conference on Appled Operatonal Research, Proceedngs Tadbr Operatonal Research Group Ltd All rghts reserved wwwtadbrca ISSN 00-0050 (Prnt),

More information

Identifying Factors that Affect the Downtime of a Production Process

Identifying Factors that Affect the Downtime of a Production Process Identfyng Factors that Affect the Downtme of a Producton Process W. Nallaperuma 1 *, U. Ekanayake 1, Ruwan Punch-Manage 2 1 Department of Physcal scences, Rajarata Unversty, Sr Lanka 2 Department of Statstcs

More information

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data 8 th World IMACS / MODSIM Congress, Carns, Australa 3-7 July 29 http://mssanz.org.au/modsm9 Evaluatng the statstcal power of goodness-of-ft tests for health and medcne survey data Steele, M.,2, N. Smart,

More information

Sporlan Valve Company

Sporlan Valve Company F21O-10-12 LMTED: M & W What s a TEV Settng? For years Sporlan and every other manufacturer oftevs has used regulated arflow and controlled temperature baths to establsh a "factory" settng. Typcally the

More information

K vary over their feasible values. This allows

K vary over their feasible values. This allows Proceedngs of the 2007 INFORMS Smulaton Socety Research Workshop. MULTI-PRODUCT CYCLE TIME AND THROUGHPUT EVALUATION VIA SIMULATION ON DEMAND John W. Fowler Gerald T. Mackulak Department of Industral Engneerng

More information

Optimal Issuing Policies for Substitutable Fresh Agricultural Products under Equal Ordering Policy

Optimal Issuing Policies for Substitutable Fresh Agricultural Products under Equal Ordering Policy 06 Internatonal Academc Conference on Human Socety and Culture (HSC 06) ISBN: 978--60595-38-6 Optmal Issung Polces for Substtutable Fresh Agrcultural Products under Eual Orderng Polcy Qao- TENG,a, and

More information

LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA

LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA Proceedngs: Indoor Ar 2005 LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA DJ Gu 1,*, JJ Lu 1, LJ Gu 1 1 Department of Buldng Scence, School of Archtecture, Tsnghua Unversty,

More information

High impact force attenuation of reinforced concrete systems

High impact force attenuation of reinforced concrete systems Structures Under Shock and Impact XII 273 Hgh mpact force attenuaton of renforced concrete systems Y. Km, T. El-Korch & K. S. Arsava Department of Cvl and Envronmental Engneerng, Worcester Polytechnc Insttute

More information

Application of Ant colony Algorithm in Cloud Resource Scheduling Based on Three Constraint Conditions

Application of Ant colony Algorithm in Cloud Resource Scheduling Based on Three Constraint Conditions , pp.215-219 http://dx.do.org/10.14257/astl.2016.123.40 Applcaton of Ant colony Algorthm n Cloud Resource Schedulng Based on Three Constrant Condtons Yang Zhaofeng, Fan Awan Computer School, Pngdngshan

More information

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen Mtgaton optons for energy-related CO 2 emssons n the Indonesan manufacturng sector Rslma F. Stompul and Anthony D. Owen School of Economcs, The Unversty of New South Wales, Sydney, Australa Why mtgaton

More information

The research on modeling of coal supply chain based on objectoriented Petri net and optimization

The research on modeling of coal supply chain based on objectoriented Petri net and optimization Proceda Earth and Planetary Scence 1 (2009) 1608 1616 Proceda Earth and Planetary Scence www.elsever.com/locate/proceda The 6 th Internatonal Conference on Mnng Scence & Technology The research on modelng

More information

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS 6.4 PASSIVE RACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULAIONS Jose Lus Santago *, Alberto Martll and Fernando Martn CIEMA (Center for Research on Energy, Envronment and echnology). Madrd,

More information

Evaluating Clustering Methods for Multi-Echelon (r,q) Policy Setting

Evaluating Clustering Methods for Multi-Echelon (r,q) Policy Setting Proceedngs of the 2007 Industral Engneerng Research Conference G. Bayraksan W. Ln Y. Son and R. Wysk eds. Evaluatng Clusterng Methods for Mult-Echelon (r) Polcy Settng Vkram L. Desa M.S.; Manuel D. Rossett

More information

RULEBOOK on the manner of determining environmental flow of surface water

RULEBOOK on the manner of determining environmental flow of surface water Pursuant to Artcle 54 paragraph 2 of the Law on Waters (Offcal Gazette of the Republc of Montenegro 27/07 and Offcal Gazette of Montenegro 32/11 and 48/15), the Mnstry of Agrculture and Rural Development

More information

1991), a development of the BLAST program which integrates the building zone energy balance with the system and central plant simulation.

1991), a development of the BLAST program which integrates the building zone energy balance with the system and central plant simulation. OPTIMISATION OF MECHANICAL SYSTEMS IN AN INTEGRATED BUILDING ENERGY ANALYSIS PROGRAM: PART I: CONVENTIONAL CENTRAL PLANT EQUIPMENT Russell D. Taylor and Curts O. Pedersen Unversty of Illnos at Urbana-

More information

Analyses Based on Combining Similar Information from Multiple Surveys

Analyses Based on Combining Similar Information from Multiple Surveys Secton on Survey Research Methods JSM 009 Analyses Based on Combnng Smlar Informaton from Multple Surveys Georga Roberts, Davd Bnder Statstcs Canada, Ottawa Ontaro Canada KA 0T6 Statstcs Canada, Ottawa

More information

INTEGER PROGRAMMING 1.224J/ESD.204J TRANSPORTATION OPERATIONS, PLANNING AND CONTROL: CARRIER SYSTEMS

INTEGER PROGRAMMING 1.224J/ESD.204J TRANSPORTATION OPERATIONS, PLANNING AND CONTROL: CARRIER SYSTEMS INTEGE POGAMMING 1.224J/ESD.204J TANSPOTATION OPEATIONS, PLANNING AND CONTOL: CAIE SYSTEMS Professor Cyntha Barnhart Professor Ngel H.M. Wlson Fall 2003 IP OVEVIEW Sources: -Introducton to lnear optmzaton

More information

TRAFFIC SIGNAL CONTROL FOR REDUCING VEHICLE CARBON DIOXIDE EMISSIONS ON AN URBAN ROAD NETWORK

TRAFFIC SIGNAL CONTROL FOR REDUCING VEHICLE CARBON DIOXIDE EMISSIONS ON AN URBAN ROAD NETWORK TRAFFIC SIGNAL CONTROL FOR REDUCING VEHICLE CARBON DIOXIDE EMISSIONS ON AN URBAN ROAD NETWORK Toshhko Oda (1), Masao Kuwahara (2) and Satosh Nkura (3) (1) Panasonc System Solutons Company, Matsushta Electrc

More information

Risk-Based Optimization of Rail Defect Inspection Frequency for Petroleum Crude Oil Transportation

Risk-Based Optimization of Rail Defect Inspection Frequency for Petroleum Crude Oil Transportation Rsk-Based Optmzaton of Ral Defect Inspecton Frequency for Petroleum Crude Ol Transportaton Xang Lu and C. Tyler Dck The rapd expanson of producton of North Amercan petroleum crude ol from shale has led

More information

The Effect of Outsourcing on the Change of Wage Share

The Effect of Outsourcing on the Change of Wage Share Clemson Unversty TgerPrnts All Theses Theses 12-2017 The Effect of Outsourcng on the Change of Wage Share Tanq L Clemson Unversty Follow ths and addtonal works at: https://tgerprnts.clemson.edu/all_theses

More information

Product Innovation Risk Management based on Bayesian Decision Theory

Product Innovation Risk Management based on Bayesian Decision Theory Advances n Management & Appled Economcs, vol., no., 0, - ISS: 79-7 (prnt verson), 79-7 (onlne) Internatonal Scentfc Press, 0 Product Innovaton Rsk Management based on Bayesan Decson Theory Yngchun Guo

More information

EVALUATING THE PERFORMANCE OF SUPPLY CHAIN SIMULATIONS WITH TRADEOFFS BETWEEN MULITPLE OBJECTIVES. Pattita Suwanruji S. T. Enns

EVALUATING THE PERFORMANCE OF SUPPLY CHAIN SIMULATIONS WITH TRADEOFFS BETWEEN MULITPLE OBJECTIVES. Pattita Suwanruji S. T. Enns Proceedngs of the 00 Wnter Smulaton Conference R.G. Ingalls, M. D. Rossett, J. S. Smth, and B. A. Peters, eds. EVALUATING THE PERFORMANCE OF SUPPLY CHAIN SIMULATIONS WITH TRADEOFFS BETWEEN MULITPLE OBJECTIVES

More information

Finite Element Analysis and Optimization for the Multi- Stage Deep Drawing of Molybdenum Sheet

Finite Element Analysis and Optimization for the Multi- Stage Deep Drawing of Molybdenum Sheet Fnte Element Analyss and Optmzaton for the Mult- Deep of Molybdenum Sheet Heung-Kyu Km a,*, Seok Kwan Hong a, Jong-Kl Lee b, Byung-Hee Jeon c, Jeong Jn Kang a, and Young-moo Heo a a Precson Molds and Des

More information

Model-based Optimal Control of Variable Air Volume Terminal Box

Model-based Optimal Control of Variable Air Volume Terminal Box Purdue Unversty Purdue e-pubs Internatonal Hgh Performance Buldngs Conference School of Mechancal Engneerng 216 Model-based Optmal Control of Varable Ar Volume ermnal Box Fuxn Nu he unversty of alabama,

More information

Simulation-based Decision Support System for Real-time Disaster Response Management

Simulation-based Decision Support System for Real-time Disaster Response Management Proceedngs of the 2008 Industral Engneerng Research Conference J. Fowler and S. Mason, eds. Smulaton-based Decson Support System for Real-tme Dsaster Response Management Shengnan Wu, Larry Shuman, Bopaya

More information

Study on Productive Process Model Basic Oxygen Furnace Steelmaking Based on RBF Neural Network

Study on Productive Process Model Basic Oxygen Furnace Steelmaking Based on RBF Neural Network IJCSI Internatonal Journal of Computer Scence Issues, Vol., Issue 3, No 2, May 24 ISSN (Prnt): 694-84 ISSN (Onlne): 694-784 www.ijcsi.org 7 Study on Productve Process Model Basc Oxygen Furnace Steelmakng

More information

Evaluating The Performance Of Refrigerant Flow Distributors

Evaluating The Performance Of Refrigerant Flow Distributors Purdue Unversty Purdue e-pubs Internatonal Refrgeraton and Ar Condtonng Conference School of Mechancal Engneerng 2002 Evaluatng The Performance Of Refrgerant Flow Dstrbutors G. L Purdue Unversty J. E.

More information

Spatial difference of regional carbon emissions in China

Spatial difference of regional carbon emissions in China Avalable onlne www.jocpr.com Journal of Chemcal and Pharmaceutcal Research, 2014, 6(7): 2741-2745 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Spatal dfference of regonal carbon emssons n Chna

More information

International Trade and California Employment: Some Statistical Tests

International Trade and California Employment: Some Statistical Tests Internatonal Trade and Calforna Employment: Some Statstcal Tests Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

Numerical Analysis about Urban Climate Change by Urbanization in Shanghai

Numerical Analysis about Urban Climate Change by Urbanization in Shanghai Numercal Analyss about Urban Clmate Change by Urbanzaton n Shangha Hafeng L 1, Wejun Gao 2 and Tosho Ojma 3 1 Research Assocate, School of Scence and Engneerng, Waseda Unversty, Japan 2 Assocate Professor,

More information

Optimization of Technological Water Consumption for an Industrial Enterprise with Self-Supply System

Optimization of Technological Water Consumption for an Industrial Enterprise with Self-Supply System , March 13-15, 2013, Hong Kong Optmzaton of Technologcal Water Consumpton for an Industral Enterprse wth Self-Supply System Ioan Sarbu, Gabrel Ostafe and Emlan Stefan Valea Abstract Modern ndustry uses

More information

Construction of Control Chart Based on Six Sigma Initiatives for Regression

Construction of Control Chart Based on Six Sigma Initiatives for Regression 2018 IJSRST Volume 4 Issue 2 Prnt ISSN: 2395-6011 Onlne ISSN: 2395-602X Themed Secton: Scence and Technology Constructon of Control Chart Based on Sx Sgma Intatves for Regresson ABSTRACT R. Radhakrshnan

More information

APPLICATION OF FLEET CREATION PROBLEMS IN AIRCRAFT PRE-DESIGN

APPLICATION OF FLEET CREATION PROBLEMS IN AIRCRAFT PRE-DESIGN APPLICATION OF FLEET CREATION PROBLEMS IN AIRCRAFT PRE-DESIGN Pavel V. Zhuravlev Faculty of Aeronautcal Engneerng, Moscow Avaton Insttute, Moscow, Russa Keywords: Passenger Arplane, Arcraft Fleet, Operatonal

More information

Simulation of Steady-State and Dynamic Behaviour of a Plate Heat Exchanger

Simulation of Steady-State and Dynamic Behaviour of a Plate Heat Exchanger Journal of Energy and Power Engneerng 10 (016) 555-560 do: 10.1765/1934-8975/016.09.006 D DAVID PUBLISHING Smulaton of Steady-State and Dynamc Behavour of a Plate Heat Exchanger Mohammad Aqeel Sarareh

More information

Supporting Information

Supporting Information 1 2 3 4 Supportng Informaton Novel Approach for In-stu Recovery of Lthum Carbonate from Spent Lthum Ion Batteres Usng Vacuum Metallurgy Jefeng Xao a, Ja L a,b*, Zhenmng Xu a 5 a School of Envronmental

More information

Research on chaos PSO with associated logistics transportation scheduling under hard time windows

Research on chaos PSO with associated logistics transportation scheduling under hard time windows Advanced Scence and Technology Letters Vol76 (CA 014), pp75-83 http://dxdoorg/101457/astl0147618 Research on chaos PSO wth assocated logstcs transportaton schedulng under hard tme wndows Yuqang Chen 1,

More information

Emission Reduction Technique from Thermal Power Plant By Load Dispatch

Emission Reduction Technique from Thermal Power Plant By Load Dispatch Emsson Reducton Technque from Thermal Power Plant By Load Dspatch S. R. Vyas 1, Dr. Rajeev Gupta 2 1 Research Scholar, Mewar Unversty, Chhtorgrah. Inda 2 Dean EC Dept., Unversty College of Engg. RTU, Kota.

More information

RECEIVING WATER HYDRAULICS ASSIGNMENT 2

RECEIVING WATER HYDRAULICS ASSIGNMENT 2 RECEIVING WATER HYDRAULICS ASSIGNMENT 2 Desgn of wastewater dscharge from the cty of Göteborg. Example of a dffuser n a stratfed coastal sea Example of retenton tme calculatons Ths assgnment conssts of

More information

Numerical Flow Analysis of an Axial Flow Pump

Numerical Flow Analysis of an Axial Flow Pump Internatonal Journal of Engneerng and Appled Scences (IJEAS) ISSN: 2394-3661, Volume-2, Issue-7, July 2015 Numercal Flow Analyss of an Axal Flow Pump Aung Kyaw Soe, Zn E E Wn, Myat Myat Soe Abstract Ths

More information

Varunraj Valsaraj, Kara Kockelman, Jennifer Duthie, and Brenda Zhou University of Texas at Austin. Original Version: September 2007.

Varunraj Valsaraj, Kara Kockelman, Jennifer Duthie, and Brenda Zhou University of Texas at Austin. Original Version: September 2007. FORECASTING EMPLOYMENT & POPULATION IN TEXAS: An Investgaton on TELUM Requrements Assumptons and Results ncludng a Study of Zone Sze Effects for the Austn and Waco Regons Varunraj Valsaraj Kara Kockelman

More information

CONSUMER PRICE INDEX METHODOLOGY (Updated February 2018)

CONSUMER PRICE INDEX METHODOLOGY (Updated February 2018) CONSUMER PRCE NDEX METHODOLOGY (Updated February 208). Purpose, nature and use The purpose s to obtan country representatve data for the prces of goods and servces and to compute overall and group ndces

More information

SIMULATION RESULTS ON BUFFER ALLOCATION IN A CONTINUOUS FLOW TRANSFER LINE WITH THREE UNRELIABLE MACHINES

SIMULATION RESULTS ON BUFFER ALLOCATION IN A CONTINUOUS FLOW TRANSFER LINE WITH THREE UNRELIABLE MACHINES Advances n Producton Engneerng & Management 6 (2011) 1, 15-26 ISSN 1854-6250 Scentfc paper SIMULATION RESULTS ON BUFFER ALLOCATION IN A CONTINUOUS FLOW TRANSFER LINE WITH THREE UNRELIABLE MACHINES Sörensen,

More information

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently.

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently. Corporate Polces & Procedures People and Development - Document CPP216 Leave Management Frst Produced: Current Verson: Past Revsons: Revew Cycle: Apples From: 09/09/09 07/02/17 09/09/09, 26/10/12 3 years

More information

Reprint from "MPT-Metallurgical P(ant and Technology International" issue No. 2/1990, pages Optimization of. Tempcore installations for

Reprint from MPT-Metallurgical P(ant and Technology International issue No. 2/1990, pages Optimization of. Tempcore installations for Reprnt from "MPT-Metallurgcal P(ant and Technology nternatonal" ssue No. 2/990, pages 6-69 (Ç 990, Verlag StahlesenmbH, Düsseldorf Optmzaton of. Tempcore nstallatons for rebars Perre Smon, Centre de Recherches

More information

LIFE CYCLE GREEN COST ASSESSMENT METHOD FOR GREEN BUILDING DESIGN. Lijing Gu1, Daojin Gu1, Borong Lin1, Mingxing Huang2, Jiazi Gai3, Yingxin Zhu1

LIFE CYCLE GREEN COST ASSESSMENT METHOD FOR GREEN BUILDING DESIGN. Lijing Gu1, Daojin Gu1, Borong Lin1, Mingxing Huang2, Jiazi Gai3, Yingxin Zhu1 LIFE CYCLE GREEN COST ASSESSMENT METHOD FOR GREEN BUILDING DESIGN Ljng Gu1, Daojn Gu1, Borong Ln1, Mngxng Huang2, Jaz Ga3, Yngxn Zhu1 1Department of Buldng Scence, Tsnghua Unversty, Bejng 100084, Chna

More information

Dynamic Task Assignment and Resource Management in Cloud Services Using Bargaining Solution

Dynamic Task Assignment and Resource Management in Cloud Services Using Bargaining Solution Dynamc ask Assgnment and Resource Management n Cloud Servces Usng Barganng Soluton KwangSup Shn 1, Myung-Ju Park 2 and Jae-Yoon Jung 2 1 Graduate School of Logstcs, Incheon Natonal Unversty 12-1 Songdo-Dong,

More information

Do Competing Suppliers Maximize Profits as Theory Suggests? An Empirical Evaluation

Do Competing Suppliers Maximize Profits as Theory Suggests? An Empirical Evaluation Unversty of Massachusetts Boston ScholarWorks at UMass Boston Management Scence and Informaton Systems Faculty Publcaton Seres Management Scence and Informaton Systems January 2015 as Theory Suggests?

More information

Marcus Eriksson, PhD student, Department of Chemical Engineering and Environmental Science, Chalmers University of Technology, Gothenburg, Sweden

Marcus Eriksson, PhD student, Department of Chemical Engineering and Environmental Science, Chalmers University of Technology, Gothenburg, Sweden ON THE FUTURE ROLE OF HEAT PUMPS IN SWEDISH DISTRICT HEATING SYSTEMS COMPETITION WITH WASTE INCINERATION AND COMBINED HEAT AND POWER UNDER GREENHOUSE GAS EMISSION RESTRICTIONS Marcus Erksson, PhD student,

More information

Model Development of a Membrane Gas Permeation Unit for the Separation of Hydrogen and Carbon Dioxide

Model Development of a Membrane Gas Permeation Unit for the Separation of Hydrogen and Carbon Dioxide CHEMICAL ENGINEERING TRANSACTIONS Volume 21, 2010 Edtor.. Klemeš, H. L. Lam, P. S. Varbanov Copyrght 2010, AIDIC Servz S.r.l., ISBN 978-88-95608-05-1 ISSN 1974-9791 DOI: 10.3303/CET1021218 1303 Model Development

More information

An Artificial Neural Network Method For Optimal Generation Dispatch With Multiple Fuel Options

An Artificial Neural Network Method For Optimal Generation Dispatch With Multiple Fuel Options An Artfcal Neural Network Method For Optmal Generaton Dspatch Wth Multple Fuel Optons S.K. Dash Department of Electrcal Engneerng, Gandh Insttute for Technologcal Advancement,Badaraghunathpur,Madanpur,

More information

Modeling and Simulation for a Fossil Power Plant

Modeling and Simulation for a Fossil Power Plant Modelng and Smulaton for a Fossl Power Plant KWANG-HUN JEONG *, WOO-WON JEON, YOUNG-HOON BAE AND KI-HYUN LEE Corporate R&D Insttute Doosan Heavy Industres and Constructon Co., Ltd 555, Gwgo-dong, Changwon,

More information

Appendix 6.1 The least-cost theorem and pollution control

Appendix 6.1 The least-cost theorem and pollution control Appendx 6.1 The least-cost theorem and polluton control nstruments Ths appendx s structured as follows. In Part 1, we defne the notaton used and set the scene for what follows. Then n Part 2 we derve a

More information

Thermodynamic Equilibria Modeling of Ternary Systems of Solid Organics in Compressed Carbon Dioxide

Thermodynamic Equilibria Modeling of Ternary Systems of Solid Organics in Compressed Carbon Dioxide Thermodynamc Equlbra Modelng of Ternary Systems of Sold Organcs n Compressed Carbon Doxde Yousef Bakhbakh Department of Chemcal Engneerng, Kng Saud Unversty, P.O. Box 800, Ryadh, 11421, Saud Araba. ybakhbak@ksu.edu.sa

More information

Annual Energy Production Maximization for Tidal Power Plants with Evolutionary Algorithms

Annual Energy Production Maximization for Tidal Power Plants with Evolutionary Algorithms Internatonal Journal of Flud Machnery and Systems DOI: http://dx.do.org/10.5293/ijfms.2017.10.3.264 Vo 10 o. 3 July-September 2017 ISS (Onlne): 1882-9554 Orgnal Paper Annual Energy Producton Maxmzaton

More information

Practical Application Of Pressure-Dependent EPANET Extension

Practical Application Of Pressure-Dependent EPANET Extension Cty Unversty of New York (CUNY) CUNY Academc Works Internatonal Conference on Hydronformatcs 8-1-2014 Practcal Applcaton Of Pressure-Dependent EPANET Extenson Alemtsehay G. Seyoum Tku T. Tanymboh Follow

More information

Willingness to Pay for Beef Quality Attributes: Combining Mixed Logit and Latent Segmentation Approach

Willingness to Pay for Beef Quality Attributes: Combining Mixed Logit and Latent Segmentation Approach Wllngness to Pay for Beef Qualty Attrbutes: Combnng Mxed Logt and Latent Segmentaton Approach Chanjn Chung Department of Agrcultural Economcs Oklahoma State Unversty Stllwater, OK 74078 Emal: chanjn.chung@okstate.edu

More information

International Trade and California s Economy: Summary of the Data

International Trade and California s Economy: Summary of the Data Internatonal Trade and Calforna s Economy: Summary of the Data by Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

Key Words: dairy; profitability; rbst; recombinant bovine Somatotropin.

Key Words: dairy; profitability; rbst; recombinant bovine Somatotropin. AgBoForum Volume 4, Number 2 2001 Pages 115-123 THE ESTIMATED PROFIT IMPACT OF RECOMBINANT BOVINE SOMATOTROPIN ON NEW YORK DAIRY FARMS FOR THE YEARS 1994 THROUGH 1997 Loren W. Tauer 1 Data from New York

More information

The Spatial Equilibrium Monopoly Models of the Steamcoal Market

The Spatial Equilibrium Monopoly Models of the Steamcoal Market Advances n Management & Appled Economcs, vol.2, no.3, 2012, 125-132 ISSN: 1792-7544 (prnt verson), 1792-7552 (onlne) Scenpress Ltd, 2012 The Spatal Equlbrum Monopoly Models of the Steamcoal Maret Hu Wen

More information

ON LINKAGE-BASED CLUSTERING APPROACH AND AIR TRAFFIC PATTERN RECOGNITION

ON LINKAGE-BASED CLUSTERING APPROACH AND AIR TRAFFIC PATTERN RECOGNITION ON LINKAGE-BASED CLUSTERING APPROACH AND AIR TRAFFIC PATTERN RECOGNITION Leïla ZERROUKI, INEOVA for EUROCONTROL, France Serge MANCHON, Marc DALICHAMPT, EUROCONTROL, France Abstract: The paper ntroduces

More information

Fiber length of pulp and paper by automated optical analyzer using polarized light

Fiber length of pulp and paper by automated optical analyzer using polarized light T 27 om-2 PROVISIOA METHOD 99 OFFICIA METHOD 988 REVISED 2002 REVISED 2007 REVISED 202 202 TAPPI The nformaton and data contaned n ths document were prepared by a techncal commttee of the Assocaton. The

More information

WISE 2004 Extended Abstract

WISE 2004 Extended Abstract WISE 2004 Extended Abstract Does the Internet Complement Other Marketng Channels? Evdence from a Large Scale Feld Experment Erc Anderson Kellogg School of Management, Northwestern Unversty Erk Brynjolfsson

More information

Journal of Engineering Science and Technology Review 10 (6) (2017) Research Article. Kai Yang 1,3,* and Yuwei Liu 2

Journal of Engineering Science and Technology Review 10 (6) (2017) Research Article. Kai Yang 1,3,* and Yuwei Liu 2 Jestr Journal of Engneerng Scence and Technology Revew 10 (6) (2017) 171-178 Research Artcle Optmzaton of Producton Operaton Scheme n the Transportaton Process of Dfferent Proportons of Commngled Crude

More information

Why do we have inventory? Inventory Decisions. Managing Economies of Scale in the Supply Chain: Cycle Inventory. 1. Understanding Inventory.

Why do we have inventory? Inventory Decisions. Managing Economies of Scale in the Supply Chain: Cycle Inventory. 1. Understanding Inventory. -- Chapter 10 -- Managng Economes of Scale n the Supply Chan: Cycle Inventory Pros: Why do we have nventory? To overcome the tme and space lags between producers and consumers To meet demand/supply uncertanty

More information

Optimization of Groundwater Use in the Goksu Delta at Silifke, Turkey

Optimization of Groundwater Use in the Goksu Delta at Silifke, Turkey Frst Internatonal Conference on Saltwater Intruson and Coastal Aqufers Montorng, Modelng, and Management. Essaoura, Morocco, Aprl 23 25, 21 Optmzaton of Groundwater Use n the Goksu Delta at Slfke, Turkey

More information

PSO Approach for Dynamic Economic Load Dispatch Problem

PSO Approach for Dynamic Economic Load Dispatch Problem Internatonal Journal of Innovatve Research n Scence, Engneerng and Technology (An ISO 3297: 2007 Certfed Organzaton Vol. 3, Issue 4, Aprl 2014 PSO Approach for Dynamc Economc Load Dspatch Problem P.Svaraman

More information

Assessment of energy consumption and carbon footprint in urban water systems: two case studies from Portugal

Assessment of energy consumption and carbon footprint in urban water systems: two case studies from Portugal Assessment of energy consumpton and carbon footprnt n urban water systems: two case studes from Portugal Asha Mamade 1,2, Dála Lourero 1, Helena Alegre 1, Dída Covas 2 1 CERIS, Insttuto Superor Técnco,

More information

Using Semi-Empirical Models to Design Timber Platform Frame for Stability

Using Semi-Empirical Models to Design Timber Platform Frame for Stability Usng Sem-Emprcal Models to Desgn Tmber Platform Frame for Stablty Dr Robert Harstans Lecturer n Structural/Tmber Engneerng Centre for Tmber Engneerng, Naper Unversty Ednburgh, UK. Prof Abdy Kerman Professor

More information

Simulation of the Cooling Circuit with an Electrically Operated Water Pump

Simulation of the Cooling Circuit with an Electrically Operated Water Pump Smulaton of the Coolng Crcut wth an Electrcally Operated Water Pump Dragan Smc, Chrstan Kral, Franz Prker Arsenal Research Faradaygasse 3, Object 1 A 1030 Venna, Austra phone: + 43 (0) 50 550-6347 fax:

More information

A PRACTICAL PROCEDURE FOR CALIBRATING MICROSCOPIC TRAFFIC SIMULATION MODELS

A PRACTICAL PROCEDURE FOR CALIBRATING MICROSCOPIC TRAFFIC SIMULATION MODELS A PRACTICAL PROCEDURE FOR CALIBRATING MICROSCOPIC TRAFFIC SIMULATION MODELS By John Hourdaks 1 Panos G. Mchalopoulos 2 Jj Kottommannl 3 1 Department of Cvl Engneerng Unversty of Mnnesota 500 Pllsbury Dr.

More information

Innovation in Portugal:

Innovation in Portugal: Innovaton n Portugal: What can we learn from the CIS III? Innovaton and Productvty Pedro Moras Martns de Fara pedro.fara@dem.st.utl.pt Globelcs Academy 2005 25 May 2005 Introducton The study of the relatonshp

More information

WCCLRMA. Revenue Assessment for Area TRZ. Loop 20 Preliminary Tax HNTB. WEBB COt: ~ - TY - CITY OF LAREDO REGIONAL MOBILITY A"LTHORITY.

WCCLRMA. Revenue Assessment for Area TRZ. Loop 20 Preliminary Tax HNTB. WEBB COt: ~ - TY - CITY OF LAREDO REGIONAL MOBILITY ALTHORITY. WCCLRMA WEBB COt: ~ - TY - CTY OF LAREDO REGONAL MOBLTY A"LTHORTY Loop 20 Prelmnary Tax Revenue Assessment for Area TRZ June 18, 2018 HNTB The Webb County Cty of Laredo Regonal Moblty Authorty (WC-CL RMA)

More information

Early warning models of financial distress. Case study of the Romanian firms listed on RASDAQ

Early warning models of financial distress. Case study of the Romanian firms listed on RASDAQ Theoretcal and Appled Economcs Volume XX (2013), No. 5(582), pp. 7-14 Early warnng models of fnancal dstress. Case study of the Romanan frms lsted on RASDAQ Mădălna Ecaterna ANDREICA The Bucharest Unversty

More information

Multi-UAV Task Allocation using Team Theory

Multi-UAV Task Allocation using Team Theory Proceedngs of the 44th IEEE Conference on Decson and Control, and the European Control Conference 2005 Sevlle, Span, December 12-15, 2005 MoC03.6 Mult-UAV Task Allocaton usng Team Theory P. B. Sut, A.

More information

Reliability Based Planning Methodology for Feeder Automation

Reliability Based Planning Methodology for Feeder Automation Relablty Based Plannng Methodology for Feeder Automaton TB Mavuso, A Wessels, JHC Pretorus, Faculty of Engneerng and the Bult Envronment Unversty of Johannesburg Johannesburg, South Afrca jhcpretorus@uj.ac.za

More information

GETTING STARTED CASH & EXPENSE PLANNING

GETTING STARTED CASH & EXPENSE PLANNING FINANCE TO SCALE Brex has partnered wth Hubspot for Startups to provde a fnancal plannng and expense management resource for your startup. These materals are a framework for fnancal plannng pror to scalng

More information

THE STUDY OF GLOBAL LAND SUITABILITY EVALUATION: A CASE OF POTENTIAL PRODUCTIVITY ESTIMATION FOR WHEAT

THE STUDY OF GLOBAL LAND SUITABILITY EVALUATION: A CASE OF POTENTIAL PRODUCTIVITY ESTIMATION FOR WHEAT THE STUDY OF GLOBAL LAND SUITABILITY EVALUATION: A CASE OF POTENTIAL PRODUCTIVITY ESTIMATION FOR WHEAT Guoxn TAN, Ryosuke SHIBASAKI, K S RAJAN Insttute of Industral Scence, Unversty of Tokyo 4-6-1 Komaba,

More information

TOWARDS THE INCREASED UTILIZATION OF GEOTHERMAL ENERGY IN A DISTRICT HEATING NETWORK THROUGH THE USE OF A HEAT STORAGE

TOWARDS THE INCREASED UTILIZATION OF GEOTHERMAL ENERGY IN A DISTRICT HEATING NETWORK THROUGH THE USE OF A HEAT STORAGE TOWARDS THE INCREASED UTILIZATION OF GEOTHERMAL ENERGY IN A DISTRICT HEATING NETWORK THROUGH THE USE OF A HEAT STORAGE Sotros A. Kyraks (*), Paul L. Younger Unversty of Glasgow, School of Engneerng, James

More information