Effect of DEM Parameters on the Simulated Inter-particle Percolation of Pellets into Coke during Burden Descent in the Blast Furnace

Size: px
Start display at page:

Download "Effect of DEM Parameters on the Simulated Inter-particle Percolation of Pellets into Coke during Burden Descent in the Blast Furnace"

Transcription

1 , pp Effect of DEM Parameters on the Smulated Inter-partcle Percolaton of Pellets nto Coke durng Burden Descent n the Blast Furnace Yaowe YU* and Henrk SAXÉN Thermal and Flow Engneerng Laboratory, Dept. of Chemcal Engneerng, Åbo Akadem Unversty, Bskopsgatan 8, FI Åbo Fnland. E-mal: yyu@abo.f (Receved on September 21, 2011; accepted on December 19, 2011) Inter-partcle percolaton at the nterface between the burden layers n the blast furnace nfluences the permeablty n the lumpy zone, and, n partcular, n the cohesve zone, where the ron-bearng materals start softenng to fnally melt. Ths paper presents a smulaton study of the effect of partcle propertes on nter-partcle percolaton of small partcles (pellets) nto a layer of larger partcles (coke) durng burden descent n the blast furnace. An expandng expermental devce n small scale was appled to mmc the condtons at burden descent n a shaft wth growng radus, and results from these experments were used as a reference for the smulatons and to valdate the computatonal results. The smulatons, whch were based on the dscrete element method, studed the effect of factors such as frcton and resttuton coeffcents, shear modulus, as well as pellet dameter on the extent of percolatng partcles. It was found that coke shape, pellet dameter, statc frcton and nter-partcle rollng frcton and resttuton had a marked effect on the percolaton, whle rate of expanson of the devce, densty of pellet and shear modulus proved to be of mnor mportance. KEY WORDS: dscrete element method; sze segregaton and percolaton; DEM parameters; blast furnace. 1. Introducton Inter-partcle percolaton s a common phenomenon and t s of sgnfcance n many ndustral stuatons, such as n powder metallurgy, pharmaceutcals, agrculture, glass and pant ndustres as well as n the ronmakng ndustry. Interpartcle percolaton has been nvestgated by means of varous expermental and calculaton methods n the past. Brdgwater and hs colleagues 1 3) made poneerng research n studyng expermentally nter-partcle percolaton, focusng on percolaton velocty, resdence tme and radal dstance dstrbuton. Jha and Pur 4) studed percolaton segregaton of mult-sze and mult-component partculate materals expermentally, ncludng the effect of partcle surface and stran rates. Rchard et al. 5) proposed a Monte Carlo method to smulate the nter-partcle percolaton of a fne partcle through a packng of monosze spheres. Lomne and Oger, 6) n turn, performed experments and dscrete element method (DEM) smulaton to analyze transport propertes of partcles through porous structure and analyzed the nfluence of the resttuton coeffcent and the sze rato between spheres. Rahman and Zhu 7,8) and L et al. 9) used DEM to nvestgate percolaton behavor, ncludng percolaton velocty, resdence tme dstrbuton and radal dsperson under varous condtons and found the smulaton results consstent wth the experments reported by Brdgwater. Nevertheless, the cases studed were lmted to launches of one or a small number of percolatng partcles. In the ronmakng blast furnace the number of partcles (manly snter/pellets and coke) charged s huge. Even though the charged volumes of ron bearng materals and coke are roughly equal, the consderably smaller sze of pellet and snter compared to coke means that there s a larger number of small partcles that are susceptble to percolate nto an underlyng layer of the packng partcles (coke). Furthermore, nter-partcle percolaton s present not only when the materals are charged, but also when the burden descends n the furnace. In the blast furnace shaft, the crosssectonal area perpendcular to the central axs of the furnace ncreases from the throat to the belly, and the descendng materals spread out to completely cover the cross-sectonal area at any vertcal poston n the shaft. Along wth ths, ndvdual partcles move and rotate relatve to each other, openng up new vods and closng others. Small partcles can then percolate nto these vods, causng further deformaton of the burden layers. The nter-partcle percolaton naturally nfluences the permeablty of the burden layers n the shaft, and, n partcular, the cohesve zone where the ron-bearng phases start softenng to fnally melt. Even though many nvestgators 10 16) have studed burden descent n the blast furnace, nter-partcle percolaton has not attracted much nterest. Based on results reported earler, where a devce was developed for mmckng the condtons of a layer of pellets restng on a layer of coke under expanson and DEM smulatons of the system were reported, ths present work makes 2012 ISIJ 788

2 a deeper analyss of factors n the smulatons that nfluence the percolaton. Factors studed nclude the resttuton coeffcent between the partcles, the sldng and rollng frcton coeffcents and the dameter rato of the percolatng and packng partcles. The burden descent velocty and pellet chargng method are also consdered. Some conclusons concernng the nter-partcle percolaton segregaton phenomena are proposed as well as on the usefulness of DEM smulatons n nvestgatons of complex flow of partcles. 2. Expermental System In order to nvestgate expermentally the percolaton of pellets nto an underlyng coke layer, a devce emulatng the condtons durng burden descent n the blast furnace was constructed, as shown n Fg. 1. The wall, nclned to represent the shaft, can move up and left (see large whte arrow) wth the lower horzontal bottom plate smultaneously movng left to mmc the ncreasng cross-sectonal area durng burden descent. Two layers of partcles, coke on the bottom and pellets on the top (scaled down by 1:4 wth respect to typcal szes used n the real process), are placed n the devce, whch s slowly expanded. On the bottom plate there are (black) rubber strpes (cf. Fg. 1), whch guarantee that the lowest layer of partcles wll not slde on the bottom surface but move together wth the expanson. The devce was slowly expanded to fnally reach a maxmum expanson of l max = 200 mm, and the partcles were observed through the plexglass throughout the expanson process. In addton, the heght of the materal bed was measured at four postons, wth the relatve wdths of 1/8, 3/8, 5/8 and 7/8 (cf. trangles n Fg. 1). The pellets used n the experments have a partcle dameter of 3±1 mm, whle coke has the followng four szes (wth correspondng mass fractons reported n parentheses): Coke1: mm (47%), Coke2: mm (36%) and Coke3: mm (17%). More detals about the devce and the experments are gven n Ref. 17). 3. Dscrete Element Method The translatonal and rotatonal moton of granular partcles can be descrbed by Newton s second law of moton combned wth a force-dsplacement correlaton at the ponts of contact between the partcles. The dscrete element method (DEM) 18) apples an nter-partcle contact model schematcally depcted n Fg. 2: A sprng and a dashpot correspond to the elastc and plastc nature of partcles n the normal drecton, whle the model conssts of a slder, a sprng and a dashpot n the tangental drecton. Ths gves the governng equatons for a partcle () n nteracton wth another partcles (j) as 19,20) m d u dt K = ( F + F + F + F ) + m g... (1) j= 1 cn, dn, ct, dt, K dω I = ( Tt, + Tr, )... (2) dt j= 1 In Eqs. (1) (2), u, s the translatonal and ω the angular velocty, whle I s the moment of nerta of partcle. The forces actng on the partcle are the nter-partcle forces and the gravtatonal force, m g. The formers nclude the normal contact force, F cn,, and the tangental contact force, F ct,, as well as the correspondng vscous dampng forces, F dn, and F dt,. The nter-partcle forces, whch depend on the normal and tangental deformatons, δ n and δ t, are summed over all the K partcles n contact wth partcle. The torque actng on partcle ncludes a component from tangental force, T t, and another from the rollng frcton, T r,. The hardness of the partcles and the dashpot are related to Young s modulus and the coeffcent of resttuton, respectvely, whle the frcton s expressed wth a Coulomb-type frcton law. The partcle forces and torques (see the Appendx 21 27) ) gve rse to partcle moton, whch s ntegrated from the dfferental Eqs. (1) (2), smultaneously consderng nteracton wth other partcles and boundares n the system. Due to the explct ntegraton method used and the large number of partcles n close contact wth each other, the tme step has to be kept small and the computatonal effort of the method s consderable. The EDEM 25) software was appled to smulate the moton of the partcles n the expermental devce, wth the smplfcaton that the depth of the smulated system was decreased from 150 mm to 80 mm to save compu- Fg. 1. Expermental devce used to emulate the condtons under burden descent. 17) Arrowheads denote the dmensonless postons 1/8, 3/8, 5/8 and 7/8 (at the state of no expanson) where the bed heght was measured, and l the bed expanson. Fg. 2. Schematc llustraton of the nteracton between two partcles, and j, n DEM ISIJ

3 Table 1. DEM parameters used n base case n the smulatons wth pellets of one sze and coke of three szes (Coke1, Coke2 and Coke3). (Alternatve values of number of pellets and pellet dameters are reported n parentheses.) Partcle dameters correspond to average of dameters n the experments. Low values of the shear modulus of coke and pellets were used to ncrease calculaton speed. When changng one parameter, the others were kept at ther base-case values. Parameter Value Pellets Number ( , ) Dameter, D (mm) 3 (2, 4) Densty, ρ (kg/m 3 ) 2284 Shear modulus, G (MPa) 10 Posson s rato, E* 0.25 Coeffcent of pellet-pellet statc frcton, μ s 0.50 Coeffcent of pellet-pellet rollng frcton, μ r 0.15 Coeffcent of pellet-pellet resttuton, e 0.60 Coeffcent of pellet-coke statc frcton, μ s 0.52 Coeffcent of pellet-coke rollng frcton, μ r 0.10 Coeffcent of pellet-coke resttuton, e 0.75 Coke Dameter of Coke1, D (mm) 13 Number of Coke1 partcles 832 Dameter of Coke2, D (mm) 18 Number of Coke2 partcles 225 Dameter of Coke3, D (mm) 22.5 Number of Coke3 partcles 54 Densty, ρ (kg/m 3 ) 1050 Shear modulus, G (MPa) 2.2 Posson s rato, E* 0.22 Coeffcent of coke-coke statc frcton, μ s 0.43 Coeffcent of coke-coke rollng frcton, μ r 0.15 Coeffcent of coke-coke resttuton, e 0.85 tatonal tme. The physcal propertes used for coke partcles, pellet partcles and plexglass wall are reported n Table 1, where pellet and coke data were taken from the lterature 26,28) wth a constant tme step. 4. Results and Dscusson 4.1. Basc Setup The expermental results 17) for a sngle coke or pellet layer revealed that wth the expanson of the devce, the left sde of the burden surface declned and fnally the surface of practcally the whole bed showed an angle. For the coke, the declnaton of the surface profle was more pronounced whle t was more regular for pellets. The overall behavor was descrbed well by the DEM smulatons wth sphercal partcles (cf. Table 1), whch was found to have captured the essental features observed n the experments. 17) Fgure 3 llustrates expermental results (left) and correspondng DEM smulaton (rght) for a setup where a layer of pellets was placed on a layer of coke 17) where the panels correspond to dfferent expansons of the devce, startng (at the top) wth no (0 mm) and endng (at the bottom) wth maxmum (200 mm) expanson. The extent of nter-partcle percolaton grows wth the expanson of the devce, n partcular after the 150 mm expanson stage (fourth subfgure from top) has Plexglass Densty, ρ (kg/m 3 ) 1500 Shear modulus, G (MPa) 0.1 Posson s rato, E* 0.4 Coeffcent of wall-pellet statc frcton, μ s 0.35 Coeffcent of wall-pellet rollng frcton, μ r 0.10 Coeffcent of wall-pellet resttuton, e 0.20 Coeffcent of wall-coke statc frcton, μ s 0.41 Coeffcent of wall-coke rollng frcton, μ r 0.09 Coeffcent of wall-coke resttuton, e 0.20 Bottom plate (rubber) Densty, ρ (kg/m 3 ) 1200 Shear modulus, G (MPa) 0.1 Posson s rato, E* 0.45 Coeffcent of rubber-coke statc frcton, μ s 0.90 Coeffcent of rubber-coke rollng frcton, μ r 0.34 Coeffcent of rubber-coke resttuton, e 0.10 Tme step, Δt (s) Rate of expanson of devce, w (mm/s) 1.5 Fg. 3. Expermental (left) and DEM smulaton (rght) results for an expanson experment wth a pellet layer (ntal heght 62 mm) on a coke layer (ntal heght 144 mm). 17) Results are llustrated for a devce expanson of 0 mm (top) to 200 mm (bottom) wth an ncrement of 50 mm. Coke fractons are llustrated n dark gray (small), black (ntermedate) and whte (large), whle pellets are depcted n lght gray ISIJ 790

4 been reached. The pellet layer s seen to bend at the movng wall and the strong percolaton of the pellets fnally reveals the top parts of the coke bed. Interestngly, the pellet layer now shows a rather unform slope n the devce. Table 2 reports the expermentally measured and the smulated bed heghts at four dmensonless bed wdths (1/8, 3/8, 5/8, and 7/8, cf. Fg. 1), whch shows that the smulaton has been able to reproduce the man features. 17) Thus, the DEM smulatons can be consdered to be n general agreement wth the expermental results. Thus, DEM modelng can be used to nvestgate the nter-partcle percolaton n burden descent, although the non-sphercal coke partcles are represented by sphercal ones n the smulatons. However, a number of parameters have to be set n the DEM smulatons, and there are not always clear gudelnes how to select the parameter values. Therefore, the followng secton presents a smulaton study of the effect of partcle propertes on the extent of percolaton, and provdes, f possble, an explanaton for why the effect arose Effect of Parameters on the Smulaton Results In order to express the extent of nter-partcle percolaton n the coke layer, the mass fracton of percolatng partcles (pellets) permeatng nto packng partcles (coke) wll be used as a varable. In the physcal experments, 17) the present authors appled a smplfed procedure where frst a sngle coke layer was studed at expanson of the devce, notng ts surface profle. Next, an expanson of the devce wth a pellet layer on top of a coke layer was undertaken, and the vertcal dfference between the pellet surface profle and the earler determned coke profle was used to estmate the share of non-percolatng pellets. In DEM smulatons, such as those reported n the present study, t s possble to follow each and every partcle, so the fracton was defned as Coeffcent of Resttuton Frst, the effects of the coeffcents of nter-partcle resttuton are studed. There are no evdent effects of coeffcent of nter-partcle resttuton of coke, except a mnor nfluence at the hghest expansons x > 0.7 (whch corresponds to a bed wdth > 450 mm). The result s logcal snce the resttuton of the packng (coke) partcles should not nfluence the percolaton of the pellets. By contrast to the above coeffcent, the nter-partcle resttuton coeffcent of pellet and coke (left panel of Fg. 5) has some effect on the percolaton for x > 0.3: Wth an ncreased resttuton coeffcent, the mass fracton of percolated partcles ncreases clearly, espe- K f = K pe, perc pe, tot... (3).e., as the rato between the number of percolated pellets and the total number of pellets, snce the pellets are of unform sze n the smulatons. In Eq. (3), K pe,perc s obtaned by notng the number of pellets that have entered below the upper surface of the coke-pellet nterface. Thus, the larger the mass fracton, the more serous nter-partcle percolaton has occurred: A fracton of unty would mean that all pellets have permeated nto the coke layer, whle a value of zero that the two layers have stayed unmxed n the whole process. Fgure 4 llustrates the evoluton of the mass fracton wth respect to the dmensonless bed expanson, x = (l 315 mm)/200 mm, where l s the expanson of the bed, usng the base setup of the present study. In the examples of the followng subsectons, the senstvty of model parameters on the estmated pellet percolaton s studed by changng one parameter at a tme, keepng all other parameters at ther base values reported n Table 1. Table 2. Expermental and smulated total bed heghts at four dmensonal bed wdths (cf. Fg. 1) at dfferent expansons of the devce. 17) Bed expanson (mm) Dmensonless wdth 1/8 3/8 5/8 7/8 Exp. DEM Exp. DEM Exp. DEM Exp. DEM Fg. 4. Mass fracton of percolated pellets (f) as a functon of dmensonless expanson (x) of the expermental devce. Fg. 5. Effect of nter-partcle resttuton coeffcents (e) on the percolaton behavor ISIJ

5 cally for larger expansons (x > 0.6). Thus, f the pellets bounce more they can more easly fnd ther way nto the space between coke partcles, gvng an ncrease n f. Ths observaton s consstent wth the results of the study of Lomne and Oger: 6) Pellets wth hgher resttuton coeffcents spend less tme to percolate through coke layer, whch means that the total number of pellet partcles that percolate throughout the coke layer to the bottom plate, depcted n Fg. 6, s hgher. As for the nter-partcle resttuton coeffcent of pellets, the effect s opposte that of coeffcent of coke and pellet: a low value of the coeffcent makes the mass fracton percolated partcles ncrease. A lkely reason s that pellets wth low resttuton coeffcent can easly percolate nto the space between coke partcles n lnear form or block form. There s, however, a smlarty between the effects of resttuton coeffcents of coke and pellet or pellet and pellet n that for hgh resttuton coeffcents the effect of an ncrease n the coeffcents s lttle. It should, fnally, be noted that n experments not reported n ths paper the resttuton coeffcent for partcle-wall had no clear effect on the percolaton behavor. In summary, a low nter-partcle resttuton coeffcent of pellet and coke, and a hgh nter-partcle resttuton coeffcent of pellets are helpful to decrease the nter-partcles percolaton, and the effects of resttuton coeffcents of coke and coke, coke and wall or pellet and wall are not notable Partcle Densty Next, the role of the partcle denstes was studed: Fgure 7 shows the mass fracton of percolated pellets for three partcle denstes of coke (500 kg/m 3, kg/m 3, and kg/m 3, cf. left panel) and of pellet (1 000 kg/m 3, kg/m 3, and kg/m 3, cf. rght panel). It s seen that coke densty of kg/m 3 results n strongest percolaton, whle the lghtest coke gves a clearly lower percolaton at full expanson of the devce. A reason may be that the percolatng pellets are able to shft the lghtest coke, thus sealng the vods n the coke bed. As for the pellet densty, ths varable has no clear effect on the extent of percolaton. Fg. 6. Total number of pellet partcles that have percolated to the bottom plate for dfferent nter-partcle resttuton coeffcents (e) of pellet and coke Statc Frcton Fgure 8 depcts the effects of nter-partcle statc frcton for pellet-pellet and pellet-coke. Clearly, low values of the statc frcton coeffcents (e.g., μ s = 0.1) promote percolaton, but at large values (μ s = 0.5) the value of the frcton coeffcent s of lttle mportance for the percolatng behavor. It s logcal that low statc frcton means low resstance when pellet partcles permeate through the coke layer, and that the resstance grows wth the frcton, but as a threshold value s exceeded other factors wll become lmtng for the percolaton. The effect of the statc frcton between the partcles and the wall (left nclned movng and rght perpendcular wall, Fg. 7. Effect of partcle densty (ρ expressed n kg/m 3 ) on the percolaton behavor. Fg. 8. Effect of nter-partcle statc frcton (μ s) for pellet-pellet (left panel) and pellet-coke (rght panel) on pellet percolaton ISIJ 792

6 Fg. 9. Effect of statc frcton (μ s) between partcles and wall for pellet-wall (left panel) and coke-wall (rght panel) on the mass fracton of percolated pellets. Fg. 11. Effect of nter-partcle rollng frcton (μ r) on the percolaton behavor for pellet-wall (left panel) and coke-wall (rght panel). as well as wall behnd the bed) s next llustrated (Fg. 9). Wth the ncrease of statc frcton between pellets and the wall, the mass fracton of percolated partcles slghtly ncreases for expansons x > 0.5. For coke, n turn, the ntermedate value of the frcton coeffcent gves the lowest percolaton, whle the behavor for a low frcton coeffcent s rregular. As for the statc frcton between coke and the rubber of the bottom plate, when the frcton coeffcent s low the whole coke layer moves as shown n the top panel of Fg. 10, and pellets at the fxed and movng walls percolate strongly nto the coke layer. For hgh value of the statc frcton between coke and bottom plate (bottom panel), only the coke partcles n the lowest part of the layer follow the movng wall, and the pellets roll n ths drecton and form a surface wth a steep nclnaton. From Fg. 10 t s observed that the statc frcton coeffcent manly controls the layer dstrbuton, but not the extent of percolaton Rollng Frcton Fgure 11 llustrates the effect of nter-partcle rollng frcton on the percolaton. For small rollng frcton between the coke partcles, the varable does not affect the results sgnfcantly, but as hgh values are reached the per- Fg. 10. Effect of statc frcton between coke and the movng bottom plate (top panel μ s,co,b = 0.05, mddle panel μ s,co,b = 0.41, and bottom panel μ s,co,b = 0.81) on the percolaton behavor at maxmum expanson of the devce (Coke1: dark gray, Coke2: black, Coke3: whte, Pellets: lght gray.) ISIJ

7 colaton gets stronger. Ths can be explaned by the fact that a hgh rollng frcton ncreases the angular velocty for coke partcles (cf. Fg. 12), and ther rotaton opens more vod, whch makes t easer for the pellets to permeate. The rollng frcton between coke and pellets (Fg. 11) has lttle effect on the percolaton, but a very low frcton promotes percolaton. A smlar behavor s observed for the rollng frcton between the pellets Pellet Dameter The effect of pellet dameter on the percolaton behavor s shown n Fg. 13 for three dfferent cases: Table 1 reports the number of pellets n these cases. Wth an ncrease n dameter from D pe = 2 mm, the mass fracton of percolated pellets decreases drastcally, even though the pellet s clearly smaller than the coke. The dfference n percolaton between pellets of dameters 3 mm and 4 mm s, however, rather small. It should be noted that the condton for D pe = 4 mm stll exceeds the crtcal rato 6,29) of bed (coke) partcle dameter to percolatng (pellet) partcle dameter, whch expresses the lowest value of D co/d pe at whch the smaller partcle can dran through the bed. The results ndcate that ncreasng the sze of the percolatng partcles s a feasble method to reduce nter-partcle percolaton. Another observaton s that wth the ncrease n dameter, the relatonshp between the mass fracton of percolatng partcles and tme (or bed expanson) becomes practcally lnear Coke Shape The effect of the shape of the bed (coke) partcles was also analyzed, usng seven dfferent shapes, and as the fourth case a combnaton of dfferent shapes (wth equal mass fracton), as ndcated by the small nserts n Fg. 14. Somewhat surprsngly, the results show that the mass fracton of percolated pellets s lowest for cylndrcal coke partcles (squares), whle t s hghest for sphercal coke partcles (open stars). The hexahedron-shaped coke (crcles) gves somewhat lower percolaton than the spheres, whle the rregular coke (normal trangles) ntally gves almost dentcal pellet percolaton as the cylndrcal coke, but at hgher expanson the percolaton ncreases dramatcally. As expected, the most regular shapes (spheres and cylnders) Fg. 14. Effect of coke shape on the mass fracton of percolatng pellets, usng the shapes depcted n the small nserts. Fg. 12. Effect of nter-partcle rollng frcton of coke (μ r,co,co) on angular velocty of coke partcles. Fg. 13. Effect of pellet dameter (D pe n mm) on the percolaton behavor. Fg. 15. Burden dstrbuton at no (left panels) and full (rght) expanson for coke of dfferent shapes. The coke shapes appear n the same order as n the nserts n Fg. 14 (Coke1: dark gray, Coke2: black, Coke3: whte, Pellets: lght gray.) ISIJ 794

8 gve rse to a rather smooth evoluton of the percolaton, whle the more rregular shapes case abrupt changes n the percolaton. Thus, the sphercal bed partcles do no lock the vod n the bed vod whch allows for steady percolaton. The fundamentally dfferent states that the dfferentshaped coke partcles gve rse to are llustrated n Fg. 15, where the ntal states and the states at fnal expanson of the bed are llustrated. The panels denote the results for coke shapes n the same order as the nserts n Fg. 14 (.e., dstrbuted shapes at the top and spheres at the bottom). For coke of a complex shape (top panel n Fg. 15), the pellets wll manly percolate at the two edges (left and the rght), whch demonstrates that coke shape may nfluence the burden profle. The pellet percolaton nto a layer of cylndrcal coke partcles (second panels from the top) s constraned to the top part of the coke layer. Ths seems to ndcate that the cylndrcal coke partcles more easly form mpermeable densely packed thn layers. Some tests were also undertaken to evaluate the effect of the expanson speed of the devce (usng bottom plate veloctes of w = dl/dt = 1 mm/s, 2 mm/s and 4 mm/s), shear modulus of coke, pellet or wall (n the range G = Pa) but these factors dd only margnally affect the percolaton behavor n the systems consdered here. 5. Conclusons Ths work has appled dscrete element method (DEM) and small-scale experments to study the pellet percolaton behavor n a coke layer durng burden descent n the blast furnace. The key objectves of the work were to valdate the computatonal model wth expermental data from a smallscale model, and to nvestgate the effect on percolaton of partcle propertes, nteracton coeffcents and bed expanson. Comparson of the smulaton results wth fndngs from the experments showed that the computatonal model was able to reproduce the overall percolaton behavor. However, the model slghtly under-predcted the extent of percolaton. Ths may be due to the dfferences of sze dstrbuton of coke and pellet n the smulatons and n the experments, the effect of the rregular coke shape, as well as dfferences n true and assumed frcton coeffcents between partcles and wall. The study stll shows that valdaton of the DEM models s feasble usng small-scale expermental systems, and that DEM holds promse to accurately model complex flow mechansms n partculate systems. A number of partcle propertes were found to affect the percolaton. The extent of percolaton was nfluenced manly by coke shape, pellet dameter (.e., the rato of percolatng partcles to bed partcles), but also by nter-partcle rollng frcton, statc frcton and resttuton. The rate of expanson of the devce, the partcle-wall rollng frcton, the densty of pellets and the shear modul of coke, pellet and wall were found to have lttle effect. Some explanatons for the underlyng reasons for these observatons were also provded. These fndngs may provde useful nformaton n the desgn of chargng program and new partculate materals for blast furnace burden n order to suppress or enhance the percolaton of partcles, e.g., n controllng the gas flow and bed permeablty n the lumpy and cohesve zones of the furnace. Acknowledgements The work was undertaken wthn the ELEMET research program under FIMECC Ltd. We gratefully acknowledge fnancal support from Tekes and partcpatng companes. The dscrete element method (DEM) smulatons and analyss were conducted usng EDEM partcle smulaton software provded by DEM Solutons Ltd., Ednburgh, Scotland, UK. Nomenclature e coeffcents of resttuton ( ) E Young modulus (Pa) f mass fracton of percolated pellets ( ) F force between partcles (N) g gravty acceleraton (m/s 2 ) G shear modulus (Pa) I moment of nerta of partcle (kg/m 2 ) k contact coeffcent ( ) K number of partcles n contact wth partcle m mass of partcle (kg) n normal vector (from th to jth partcle) N number of partcles R partcle radus (m) t tme (s) T torque on partcle (Nm) u velocty of partcle (m/s) w expanson velocty of devce (mm/s) x dmensonless expanson of devce ( ) Greek letters δ deformaton (m) ε resttuton coeffcent ( ) η dampng coeffcent ( ) μ frcton coeffcent ( ) ν Posson rato ( ) ρ densty (kg/m 3 ) ω angular velocty (rad/s) ω normalzed angular velocty vector of the object at the contact pont ( ) Subscrpts b (rubber) bottom plate c contact co coke d deformaton th partcle relatve quantty from partcle to j j jth partcle n normal p partcle pe pellet perc percolated r rollng s statc t tangental tot total w wall ISIJ

9 REFERENCES 1) J. Brdgwater, N. W. Sharpe and D. C. Stocker: Trans. Inst. Chem. Eng., 47 (1969), T114. 2) J. Brdgwater and N. D. Ingram: Trans. Inst. Chem. Eng., 49 (1971), ) A. M. Scott and J. Brdgwater: Ind. Eng. Chem. Fund., 14 (1975), 22. 4) A. K. Jha and V. M. Pur: Powder Tech., 197 (2010), ) P. Rchard, L. Oger, J. Lemaître, L. Samson and N. N. Medvedev: Granular Matter, 1 (1999), ) F. Lomne and L. Oger: J. Stat. Mech.: Theory Exp., July, (2006), P ) M. Rahman, H. P. Zhu, A.-B. Yu and J. Brdgwater: Partcuology, 6 (2008), ) H. P. Zhu, M. Rahman, A.-B. Yu, J. Brdgwater and P. Zull: Mner. Eng., 22 (2009), ) J. L, A.-B. Yu, J. Brdgwater and S. L. Rough: Powder Tech., 203 (2010), ) M. Ichda, M. Takao, K. Kuntomo, S. Matsuzak, T. Deno and K. Nshhara: ISIJ Int., 36 (1996), ) K. Narta, S. Inaba, M. Shmzu, A. Yamaguch, I. Kobayash and K. Okmoto: Trans. Iron Steel Inst. Jpn., 21 (1981), ) H. Takahash, M. Tanno and J. Katayama: ISIJ Int., 36 (1996), ) Y. Kajwara, T. Jmbo and T. Saka: Trans. Iron Steel Inst. Jpn., 23 (1983), ) M. Ichda, K. Nshhara, K. Tamura and M. Sugata: ISIJ Int., 31 (1991), ) H. Saxén and J. Hnnelä: Mn. Proc. Extr. Met. Rev., 25 (2004), 1. 16) H. Mo, K. Yamamoto, A. Shmosaka, Y. Shrakawa and J. Hdaka: ISIJ Int., 47 (2007), ) Y.-W. Yu and H. Saxén: ISIJ Int., 51 (2011), ) P. A. Cundall and O. D. L. Strack: Geotech., 29 (1979), ) Z.-Y. Zhou, H.-P. Zhu, A.-B. Yu, B. Wrght and P. Zull: Comput. Chem. Eng., 32 (2008), ) T. Faug, M. Naam, D. Bertrand, P. Lachamp and F. Naam-Bouvet: Surv. Geophys., 24 (2003), ) J. Zhang, Z. Hu, W. Ge, Y. Zhang, T. L and J. L: Ind. Eng. Chem. Res., 43 (2004), ) Y. Tsuj, T. Tanaka and T. Ishda: Powder Tech., 71 (1992), ) A. D. Renzo and F. D. P. Mao: Chem. Eng. Sc., 59 (2004), ) C. Crowe, M. Sommerfeld and Y. Tsuj: Multphase flows wth droplets and partcles. In: Multphase flows wth droplets and partcles, CRC press, Boca Raton, Florda, (1998). 25) 26) Y.-W. Yu and H. Saxén: Chem. Eng. Sc., 65 (2010), ) Y.-W. Yu and H. Saxén: Adv. Powder Tech., 22 (2011), ) H. Mo, S. Komatsuk, M. Akash, A. Shmosaka, Y. Shrakawa, J. Hdaka, M. Kadowak, S. Matsuzak and K. Kuntomo: ISIJ Int., 49 (2009), ) J. A. Dodds: J. Coll. Int. Sc., 77 (1980), 317. Appendx The expressons for the forces and torques n Eqs. (1), (2) are as follows: 20 27) For the normal contact force we have / * Fcn, = knδ 32 4 n n; kn = R E...(A1a,b) 3 where δ n = δ n, and the normal vector s calculated from the normal deformaton, δ n,, as n = δ / δ n, n,... (A2) and the effectve radus, R, and the equvalent elastc modulus, E*, are gven by RR j j R...(A3a,b) = E = * 1 ν 1 ν ; R + Rj E Ej where E and ν are the Young modulus and the Posson rato of the partcles, respectvely. The normal dampng force s wrtten as F = η u ; η = ln e ln e + π * dn, n n, n n 2 2 m mm j = m + m j...(a4a,b,c) where e expresses the coeffcent of resttuton. The velocty n the normal and tangental drectons are u ;...(A5a,b) n, = ( u n) n ut, = u un, wth u = u u + ω R n ω Rn... (A6) In the tangental drecton, the contact force s GG j F ct, = k t δ t ; k t = 8G Rδ n ; G =...(A7a,b,c) G + G where δ t s the tangental overlap and G denotes the shear modulus of the partcle, whle the dampng force s gven by under the condton F + F μ F ln e 8G R δ m 2 2 ln e + π...(a8a,b)... (A9) where μ s s the statc frcton. Thus, n Eq. (1) the sum of the two terms n the left-hand sde of Eq. (A9) cannot exceed the statc contact frcton force, μ s F cn,. As for the rollng forces, the torque s gven as the vector product T = R n ( F + F )... (A10) whle the frcton torque s gven by Tr, = μr Fcn, ω ; ω = ω / ω...(a11a,b) where μ r s the rollng frcton. 1 j j j Fdt, = ηtut, ; ηt = Em j Rδ ; n ct, dt, s cn, t, ct, dt, 2012 ISIJ 796

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

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

Elastic Lateral Features of a New Glass Fiber Reinforced Gypsum Wall

Elastic Lateral Features of a New Glass Fiber Reinforced Gypsum Wall Vol:, No:3, Elastc Lateral Features of a New Glass Fber Renforced Gypsum Wall Zhengyong Lu, Huqng Yng Internatonal Scence Index, Cvl and Envronmental Engneerng Vol:, No:3, waset.org/publcaton/67 Abstract

More information

NUMERICAL SIMULATION OF URM WALLS RETROFITTED WITH CABLE BY DISTINCT ELEMENT METHOD

NUMERICAL SIMULATION OF URM WALLS RETROFITTED WITH CABLE BY DISTINCT ELEMENT METHOD 10 th Canadan Masonry Symposum, Banff, Alberta, June 8 12, 2005 NUMERICAL SIMULATION OF URM WALLS RETROFITTED WITH CABLE BY DISTINCT ELEMENT METHOD Y. Zhuge 1 1 Senor Lecturer, School of Natural and Bult

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

Zirconium Solubility in Aluminum Alloys

Zirconium Solubility in Aluminum Alloys roceedngs of the 9 th Internatonal Conference on umnum loys (2004) 1353 Edted by J.F. Ne, A.J. Morton and B.C. Muddle Insttute of Materals Engneerng Australasa Ltd Zrconum Solublty n umnum loys C. Sgl

More information

Long term performance of continuous wood-concrete-composite systems

Long term performance of continuous wood-concrete-composite systems Long term performance of contnuous wood-concrete-composte systems Leander A. Bathon Professor, Dept. of Archtecture and Cvl Engneerng, FH Wesbaden Unversty of Appled Scences, Wesbaden, Germany, bathon@t-onlne.de

More information

Modeling of flat-sheet and spiral-wound nanofiltration configurations and its application in seawater nanofiltration

Modeling of flat-sheet and spiral-wound nanofiltration configurations and its application in seawater nanofiltration Modelng of flat-sheet and spral-wound nanofltraton confguratons and ts applcaton n seawater nanofltraton The MIT Faculty has made ths artcle openly avalable. Please share how ths access benefts you. Your

More information

EXPERIMENTAL STUDY OF FLUIDIZED BED AGGLOMERATION OF ACEROLA POWDER

EXPERIMENTAL STUDY OF FLUIDIZED BED AGGLOMERATION OF ACEROLA POWDER Brazlan Journal of Chemcal Engneerng ISSN 14-6632 Prnted n Brazl www.abeq.org.br/bjche Vol. 25, No. 1, pp. 51-58, January - March, 28 EXPERIMENTAL STUDY OF FLUIDIZED BED AGGLOMERATION OF ACEROLA POWDER

More information

of 10 mmol O 2 /g-dry wt-h are to be cultured. The critical

of 10 mmol O 2 /g-dry wt-h are to be cultured. The critical Cork Insttute of Technology achelor of Engneerng n Chemcal & Process Engneerng - ward Summer 00 CE4.6 Chemcal & ochemcal Reactors (Tme: Hours) Instructons nswer any FOUR questons. Use separate answer books

More information

A numerical analysis of inverted V-segregation and its dependency on alloy properties

A numerical analysis of inverted V-segregation and its dependency on alloy properties IOP Conference eres: Materals cence and Engneerng PAPER OPEN ACCE A numercal analyss of nverted V-segregaton and ts dependency on alloy propertes To cte ths artcle: T awada et al 2016 IOP Conf. er.: Mater.

More information

Adaptive Noise Reduction for Engineering Drawings Based on Primitives and Noise Assessment

Adaptive Noise Reduction for Engineering Drawings Based on Primitives and Noise Assessment Adaptve ose Reducton for Engneerng Drawngs Based on Prmtves and ose Assessment Jng Zhang Wan Zhang Lu Wenyn Department of Computer Scence, Cty Unversty of Hong Kong, Hong Kong SAR, PR Chna {jzhang,wanzhang,

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

Study of surface cracking during extrusion of aluminium alloy AA 2014

Study of surface cracking during extrusion of aluminium alloy AA 2014 Study of surface crackng durng extruson of alumnum alloy AA 2014 Z. Peng and T. Sheppard Surface crackng s generally recognsed as one of the man defects occurrng durng the process of alumnum extruson,

More information

RIGOROUS MODELING OF A HIGH PRESSURE ETHYLENE-VINYL ACETATE (EVA) COPOLYMERIZATION AUTOCLAVE REACTOR. I-Lung Chien, Tze Wei Kan and Bo-Shuo Chen

RIGOROUS MODELING OF A HIGH PRESSURE ETHYLENE-VINYL ACETATE (EVA) COPOLYMERIZATION AUTOCLAVE REACTOR. I-Lung Chien, Tze Wei Kan and Bo-Shuo Chen RIGOROUS MODELING OF A HIGH PRESSURE ETHYLENE-VINYL ACETATE (EVA) COPOLYMERIZATION AUTOCLAVE REACTOR I-Lung Chen, Tze We an and Bo-Shuo Chen Department of Chemcal Engneerng, Natonal Tawan Unversty of Scence

More information

MECeANfCAi ANAiYSfS clo efstlofcai MASlNoY taiis SToENdTeENEa BY oefnclocea ClNCoETE iayeo ANa STEEi coames

MECeANfCAi ANAiYSfS clo efstlofcai MASlNoY taiis SToENdTeENEa BY oefnclocea ClNCoETE iayeo ANa STEEi coames Structural Analyss of Hstorcal Constructons Jerzy Jaseńko (ed) 01 DWE, Wrocław, Poland, ISSN 0860-395, ISBN 978-83-715-16-7 MECeANfCA ANAYSfS clo efstlofca MASlNoY tas SToENdTeENEa BY oefnclocea ClNCoETE

More information

A Numerical Study on the Estimation of Heat Release Rate Based on the Flow Field through the Doorway

A Numerical Study on the Estimation of Heat Release Rate Based on the Flow Field through the Doorway A Numercal Study on the Estmaton of Heat Release Rate Based on the Flow Feld through the Doorway SUNG CHAN KIM School of Fre and Dsaster Preventon Kyung Il Unversty 33, Buho-r, Hayang-eup, Gyungsan-s,

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

Value Added Color Sorting of Recycled Plastic Flake from End-of- Life Electrical and Electronic Equipment

Value Added Color Sorting of Recycled Plastic Flake from End-of- Life Electrical and Electronic Equipment Value Added Color Sortng of Recycled Plastc Flake from End-of- Lfe Electrcal and Electronc Equpment B. L. Rse*, L. E. Allen*, M. B. Bddle*, and Mchael M. Fsher * MBA Polymers, 500 W. Oho Ave., Rchmond,

More information

OVERVIEW OF 2007 E-DEFENSE BLIND ANALYSIS CONTEST RESULTS

OVERVIEW OF 2007 E-DEFENSE BLIND ANALYSIS CONTEST RESULTS The th World Conference on Earthquake Engneerng October -,, Beng, Chna OVERVIEW OF E-DEFENSE BLIND ANALYSIS CONTEST RESULTS Makoto Ohsak, Kazuhko Kasa, Tsuyosh Hkno and Yuch Matsuoka Assocate Professor,

More information

Standard Electromotive Force (EMF) Series. Outline. Concentration and Temperature Effects. Example

Standard Electromotive Force (EMF) Series. Outline. Concentration and Temperature Effects. Example Standard Electromotve Force (EMF) Seres Outlne Bref Revew: Corroson Concentraton and Temperature Effects Example Corroson Rates Polarzaton Corroson Rate - Actvaton - Concentraton Passve behavour For any

More information

Characteristics of Cascade and C3MR Cycle on Natural Gas Liquefaction Process

Characteristics of Cascade and C3MR Cycle on Natural Gas Liquefaction Process Characterstcs of Cascade and C3MR Cycle on atural Gas Lquefacton Process Jung-n Yoon, Ho-saeng Lee, Seung-taek Oh, Sang-gyu Lee and Keun-hyung Cho Abstract In ths paper, several dfferent types of natural

More information

Numerical Analysis of the Fluid Flow in a Channel between Gas Turbines and Heat Recovery Steam Generator

Numerical Analysis of the Fluid Flow in a Channel between Gas Turbines and Heat Recovery Steam Generator Recent Researches n Mechancs Numercal Analyss of the Flud Flow n a Channel between Gas Turbnes and Heat Recovery Steam Generator H. Walter, C. Dobas, F. Holzlethner and R. Hofmann Abstract The paper present

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

H y a t t C e n t e r Chicago, Illinois (71 South Wacker Drive) Structural Redesign

H y a t t C e n t e r Chicago, Illinois (71 South Wacker Drive) Structural Redesign 6.0 Structural Depth Introducton Solutons presented n ths secton of the report are geared as a response to the outlned problems and desgn goals as stated n prevous sectons. The structural redesgns presented

More information

Thermodynamics Analysis of Cascade Reserviors Filling Process of Natural Gas Vehicle Cylinders

Thermodynamics Analysis of Cascade Reserviors Filling Process of Natural Gas Vehicle Cylinders World Appled Scences Journal 5 (): 143-149, 008 ISSN 1818-495 IDOSI Publcatons, 008 Thermodynamcs Analyss of Cascade Reservors Fllng Process of Natural Gas Vehcle Cylnders 1 Mahmood Farzaneh-Gord, 1 Shahram

More information

Modelling the Two-Stage Pyrolysis Gasoline Hydrogenation

Modelling the Two-Stage Pyrolysis Gasoline Hydrogenation European Symposum on Computer Arded Aded Process Engneerng 15 L. Pugjaner and A. Espuña (Edtors) 2005 Elsever Scence B.V. All rghts reserved. Modellng the Two-Stage Pyrolyss Gasolne Hydrogenaton Navd Mostouf*,

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

A Comparison of Unconstraining Methods to Improve Revenue Management Systems

A Comparison of Unconstraining Methods to Improve Revenue Management Systems A Comparson of Unconstranng Methods to Improve Revenue Management Systems Carre Crystal a Mark Ferguson b * Jon Hgbe c Roht Kapoor d a The College of Management Georga Insttute of Technology 800 West Peachtree

More information

Mathematical models of air-cooled condensers for thermoelectric units

Mathematical models of air-cooled condensers for thermoelectric units Energy and Sustanablty II 399 Mathematcal models of ar-cooled condensers for thermoelectrc unts S. Bracco 1, O. Calgars 2 & A. Trucco 1 1 Department of Machnery, Energy Systems and Transportaton, Genoa

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

Correlation of Texture and Plastic Anisotropy in the Al-Mg Alloy AA 5005

Correlation of Texture and Plastic Anisotropy in the Al-Mg Alloy AA 5005 Sold State Phenomena Vol. 15 (25) pp. 277-283 onlne at http://www.scentfc.net (25) Trans Tech Publcatons, Swtzerland Correlaton of Texture and Plastc Ansotropy n the Al-Mg Alloy AA 55 Olaf Engler 1,a,

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

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

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

The Employment Effects of Low-Wage Subsidies

The Employment Effects of Low-Wage Subsidies The Employment Effects of Low-Wage Subsdes Krstna Huttunen Jukka Prttlä Roope Uustalo CESIFO WORKING PAPER NO. 3043 CATEGORY 4: LABOUR MARKETS MAY 2010 An electronc verson of the paper may be downloaded

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

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

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

Learning Curve: Analysis of an Agent Pricing Strategy Under Varying Conditions

Learning Curve: Analysis of an Agent Pricing Strategy Under Varying Conditions Learnng Curve: Analyss of an Agent Prcng Strategy Under Varyng Condtons Joan Morrs, Patte Maes MIT Meda Laboratory 20 Ames Street, E-0 Cambrdge, MA 02 USA {joane, patte}@meda.mt.edu Amy Greenwald Computer

More information

A pseudo binary interdiffusion study in the β Ni(Pt)Al phase

A pseudo binary interdiffusion study in the β Ni(Pt)Al phase A pseudo bnary nterdffuson study n the β N(Pt)Al phase Perumalsamy Kruthka and Aloke Paul Dept. of Materals Engneerng, Indan Insttute of Scence, Bangalore, Inda *Correspondng author: E-mal: aloke@materals.sc.ernet.n,

More information

Bulletin of Energy Economics.

Bulletin of Energy Economics. Bulletn of Energy Economcs http://www.tesdo.org/journaldetal.aspx?id=4 Energy Intensty and Technology Sourcng: A Study of Manufacturng Frms n Inda Santosh Kumar Sahu a,, K. Narayanan b a Madras School

More information

DYNAMIC PERFORMANCE OF A FORCED CONVECTIVE DIRECT STORAGE SYSTEM USING WATER AND PHASE CHANGE MATERIALS FOR LOW TEMPERATURE APPLICATIONS

DYNAMIC PERFORMANCE OF A FORCED CONVECTIVE DIRECT STORAGE SYSTEM USING WATER AND PHASE CHANGE MATERIALS FOR LOW TEMPERATURE APPLICATIONS DYNAMIC PERFORMANCE OF A FORCED CONVECTIVE DIRECT STORAGE SYSTEM USING WATER AND PHASE CHANGE MATERIALS FOR LOW TEMPERATURE APPLICATIONS Teamah H.M. 1, Lghtstone M.F. 1, Cotton, J.S. 1 1 McMaster Unversty,

More information

Evolution of artificial defects during shape rolling

Evolution of artificial defects during shape rolling Evoluton of artfcal defects durng shape rollng Mrjana Flpovć Lcentate Thess Royal Insttute of Technology Industral Engneerng and Management Department of Materal Scence and Engneerng Dvson of Mechancal

More information

The 27th Annual Conference of the Japanese Society for Artificial Intelligence, Shu-Chen Cheng Guan-Yu Chen I-Chun Pan

The 27th Annual Conference of the Japanese Society for Artificial Intelligence, Shu-Chen Cheng Guan-Yu Chen I-Chun Pan 2C4-IOS-3c-6 An estmaton method of tem dffculty ndex combned wth the partcle swarm optmzaton algorthm for the computerzed adaptve testng Shu-Chen Cheng Guan-Yu Chen I-Chun Pan Department of Computer Scence

More information

An Analysis of Auction Volume and Market Competition for the Coastal Forest Regions in British Columbia

An Analysis of Auction Volume and Market Competition for the Coastal Forest Regions in British Columbia An Analyss of Aucton Volume and Market Competton for the Coastal Forest Regons n Brtsh Columba Susan Athey, Peter Cramton, and Allan Ingraham 1 Market Desgn Inc. and Crteron Auctons 0 September 00 The

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

Numerical modeling of soil moisture profiles under pitcher irrigation application

Numerical modeling of soil moisture profiles under pitcher irrigation application 14 June, 010 Agrc Eng Int: CIGR Journal Open access at http://www.cgrournal.org Vol. 1, No. Numercal modelng of sol mosture profles under ptcher rrgaton applcaton Edward Saleh 1, Bud I. Setawan (1. Srwaya

More information

Smart Grid Analysis of Centralized Cooling for an Urban Community

Smart Grid Analysis of Centralized Cooling for an Urban Community Smart Grd Analyss of Centralzed Coolng for an Urban Communty Francne Vera, Jéssca Henrques, Larssa Soares, Leandro Rezende, Moses Soares Martns, Ramundo R. Melo Neto and Donald J. Chmelews* Department

More information

MODELING OF RIVER ICE BREAKUP DATE AND THICKNESS IN THE LENA RIVER

MODELING OF RIVER ICE BREAKUP DATE AND THICKNESS IN THE LENA RIVER Ice n the Envronment: Proceedngs of the 16th IAHR Internatonal Symposum on Ice Dunedn, New Zealand, 2nd 6th December 2002 Internatonal Assocaton of Hydraulc Engneerng and Research MODELING OF RIVER ICE

More information

Development of a new hollow cylinder apparatus for stress path measurements over a wide strain range

Development of a new hollow cylinder apparatus for stress path measurements over a wide strain range Brendan C. O'Kelly 1, Ph.D. and Patrck J. Naughton 2, Ph.D. Development of a new hollow cylnder apparatus for stress path measurements over a wde stran range ABSTRACT: The development and operaton of a

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

RELATIONSHIP BETWEEN POWDER COMPOSITION AND SINGLE SCREW EXTRUSION FOR MANUFACTURING RELIABLE RANDOM CERAMIC PACKED BED ACCORDING STATISTICAL APPROACH

RELATIONSHIP BETWEEN POWDER COMPOSITION AND SINGLE SCREW EXTRUSION FOR MANUFACTURING RELIABLE RANDOM CERAMIC PACKED BED ACCORDING STATISTICAL APPROACH journal webpage: www.ceramcs-slkaty.cz Ceramcs-Slkáty 60 (2), 48-57 (206) do: 0.368/cs.206.0007 RELTIOSHIP ETWEE POWDER COMPOSITIO D SIGLE SCREW EXTRUSIO FOR MUFCTURIG RELILE RDOM CERMIC PCKED ED CCORDIG

More information

NATIONAL DEMAND FOR FRESH ORGANIC AND CONVENTIONAL VEGETABLES: SCANNER DATA EVIDENCE. Feng Zhang, Chung L. Huang, Biing-Hwan Lin, James E.

NATIONAL DEMAND FOR FRESH ORGANIC AND CONVENTIONAL VEGETABLES: SCANNER DATA EVIDENCE. Feng Zhang, Chung L. Huang, Biing-Hwan Lin, James E. NATIONAL DEMAND FOR FRESH ORGANIC AND CONVENTIONAL VEGETABLES: SCANNER DATA EVIDENCE Feng Zhang, Chung L. Huang, Bng-Hwan Ln, James E. Epperson Authors Afflatons: Feng Zhang s a Ph.D. canddate and graduate

More information

The Influence of Technological Parameters on the Properties of Castings Produced by the Vacuum Assisted Pressure Die Casting Method

The Influence of Technological Parameters on the Properties of Castings Produced by the Vacuum Assisted Pressure Die Casting Method A R C H I V E S of F O U N D R Y E N G I N E E R I N G Publshed quarterly as the organ of the Foundry Commsson of the Polsh Academy of Scences ISSN (1897-3310) Volume 15 Specal Issue 1/2015 164 168 33/1

More information

Fatigue response of various titanium alloys to shot peening

Fatigue response of various titanium alloys to shot peening Fatgue response of varous ttanum alloys to shot peenng T. Dorr and L. Wagner Char ofmaterals Technology and Physcal Metallurgy Techncal Unversty ofbrandenburg at Cottbus, Germany P.O.Box 101344, 03013

More information

CO 2 absorption with membrane contactors vs. packed absorbers- Challenges and opportunities in post combustion capture and natural gas sweetening

CO 2 absorption with membrane contactors vs. packed absorbers- Challenges and opportunities in post combustion capture and natural gas sweetening Avalable onlne at www.scencedrect.com Energy Proceda 37 (2013 ) 952 960 GHGT-11 CO 2 absorpton wth membrane contactors vs. packed absorbers- Challenges and opportuntes n post combuston capture and natural

More information

Bundling With Customer Self-Selection: A Simple Approach to Bundling Low-Marginal-Cost Goods

Bundling With Customer Self-Selection: A Simple Approach to Bundling Low-Marginal-Cost Goods Unversty of Pennsylvana ScholarlyCommons Operatons, Informaton and Decsons Papers Wharton Faculty Research 0-2005 Bundlng Wth Customer Self-Selecton: A Smple Approach to Bundlng Low-Margnal-Cost Goods

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

Geologic Storage of CO 2

Geologic Storage of CO 2 Geologc Storage of CO 2 Investgators Jerry Harrs, Professor, Geophyscs; Anthony Kovsce, Assocate Professor, Franln Orr, Jr., Professor, Energy Resources Engneerng; Mar Zobac, Professor, Geophyscs; Paul

More information

LIVE-3D and LIVE-2D Experimental Results on Melt Pool Heat Transfer With Top Cooling Conditions

LIVE-3D and LIVE-2D Experimental Results on Melt Pool Heat Transfer With Top Cooling Conditions 6 th European Revew Meetng on Severe Accdent Research (ERMSAR-2013) Avgnon (France), Palas des Papes, 2-4 October, 2013 LIVE-3D and LIVE-2D Expermental Results on Melt Pool Heat Transfer Wth Top Coolng

More information

Social Interactions and Endogenous Association. October 2006

Social Interactions and Endogenous Association. October 2006 Socal Interactons and Endogenous ssocaton October 26 Bruce. Wenberg Oho State Unversty, IZ, and NBER Department of Economcs 945 North gh Street Columbus, Oho 432 wenberg.27@osu.edu http://www.brucewenberg.net

More information

Modeling Primary Dendrite Arm Spacings in Resistance Spot Welds Part II Experimental Studies

Modeling Primary Dendrite Arm Spacings in Resistance Spot Welds Part II Experimental Studies WELDING RESEARCH SUPPLEMENT TO THE WELDING JOURNAL, MAY 994 Sponsored by the Amercan Weldng Socety and the Weldng Research Councl Modelng Prmary Dendrte Arm Spacngs n Resstance Spot Welds Part II Expermental

More information

Modeling and Analysis of an Integrated Power System Based on Methanol Autothermal Reforming

Modeling and Analysis of an Integrated Power System Based on Methanol Autothermal Reforming 17th Medterranean Conference on Control & Automaton Makedona Palace, Thessalonk, Greece June 4-6, 009 Modelng and Analyss of an Integrated Power System Based on Methanol Autothermal eformng Dmtrs Ipsaks

More information

Numerical model of a solar DHW including PCM media in the solar collector

Numerical model of a solar DHW including PCM media in the solar collector Numercal model of a solar DHW ncludng PCM meda n the solar collector Dder Hallot [1],[2], Franços Nepveu [1], Vncent Goetz [1], Xaver Py [1], Mohamed Benabdelkarm [2] 1. PROMES CNRS UPR8521 : PROcess,

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and Ths artcle appeared n a journal publshed by Elsever. The attached copy s furnshed to the author for nternal non-commercal research and educaton use, ncludng for nstructon at the authors nsttuton and sharng

More information

INFLUENCE OF RUTHENIUM ON TOPOLOGICALLY CLOSE PACKED PHASE PRECIPITATION IN SINGLE-CRYSTAL NI-BASED SUPERALLOYS: NUMERICAL EXPERIMENTS AND VALIDATION

INFLUENCE OF RUTHENIUM ON TOPOLOGICALLY CLOSE PACKED PHASE PRECIPITATION IN SINGLE-CRYSTAL NI-BASED SUPERALLOYS: NUMERICAL EXPERIMENTS AND VALIDATION INFLUENCE OF RUTHENIUM ON TOPOLOGICALLY CLOSE PACKED PHASE PRECIPITATION IN SINGLE-CRYSTAL NI-BASED SUPERALLOYS: NUMERICAL EXPERIMENTS AND VALIDATION R. Rettg and R.F. Snger Insttute of Scence and Technology

More information

DEVELOPMENTS OF THE CURRENT PERFORMANCE-BASED SEISMIC DESIGN CODE FOR BUILDINGS IN TAIWAN

DEVELOPMENTS OF THE CURRENT PERFORMANCE-BASED SEISMIC DESIGN CODE FOR BUILDINGS IN TAIWAN 4th Internatonal Conference on Earthquake Engneerng Tape, Tawan October 12-13, 2006 Paper No. 223 DEVELOPMENTS OF THE CURRENT PERFORMANCE-BASED SEISMIC DESIGN CODE FOR BUILDINGS IN TAIWAN Qang Xue 1 Cha-We

More information

Hardening Treatment by Plastic Deformation under Conditions of the Integrated Local Loading of a Deformation Zone

Hardening Treatment by Plastic Deformation under Conditions of the Integrated Local Loading of a Deformation Zone Hardenng Treatment by Plastc Deformaton under Condtons of the Integrated Local Loadng of a Deformaton Zone Igor M. Gryadunov 1 *, Vyacheslav A. Golenkov 2, Olga V. Plpenko 3 and Sergey J. Radchenko 4 Orel

More information

ENERGETIC OPTIMIZATION OF WET AIR OXIDATION PROCESS BASED ON THE PRELIMINARY STUDY ON LIQUID-VAPOR EQUILIBRIUMS.

ENERGETIC OPTIMIZATION OF WET AIR OXIDATION PROCESS BASED ON THE PRELIMINARY STUDY ON LIQUID-VAPOR EQUILIBRIUMS. ENERGETIC OPTIMIZATION OF WET AIR OXIDATION PROCESS BASED ON THE PRELIMINARY STUDY ON LIQUID-VAPOR EQUILIBRIUMS. Sébasten Lefèvre 1,2, Jean-Henr Ferrasse 1, Rémy Faucherand 2, Alan Vand 2, Olver Boutn

More information

Thermodynamics of Aluminum and Manganese Deoxidation Equilibria in Fe Ni and Fe Cr Alloys

Thermodynamics of Aluminum and Manganese Deoxidation Equilibria in Fe Ni and Fe Cr Alloys , pp. 1301 1308 Thermodynamcs of umnum and Manganese Deoxdaton Equlbra n Fe and Fe Cr loys Hrok OHTA and Hdeak SUITO Insttute for Multdscplnary Research for Advanced Materals, Tohoku Unversty, Katahra,

More information

Introducing income distribution to the Linder hypothesis

Introducing income distribution to the Linder hypothesis Introducng ncome dstrbuton to the Lnder hypothess Helena Bohman Jönköpng Internatonal Busness School Jönköpng Unversty P.O. Box 1026 SE-551 11 Jönköpng E-mal: helena.bohman@jbs.hj.se Désrée Nlsson Jönköpng

More information

THE SOCIAL CONTEXT OF ACTIVITY-SCHEDULING: A DISCRETE-CONTINUOUS MODEL OF THE RELATIONSHIP BETWEEN WITH WHOM AND EPISODE START TIME AND DURATION

THE SOCIAL CONTEXT OF ACTIVITY-SCHEDULING: A DISCRETE-CONTINUOUS MODEL OF THE RELATIONSHIP BETWEEN WITH WHOM AND EPISODE START TIME AND DURATION THE SOCIAL CONTEXT OF ACTIVITY-SCHEDULING: A DISCRETE-CONTINUOUS MODEL OF THE RELATIONSHIP BETWEEN WITH WHOM AND EPISODE START TIME AND DURATION Khandker M. N. Habb Department of Cvl & Envronmental Engneerng

More information

A parametric fracture mechanics study of the effect of a cold lap defect on fatigue strength

A parametric fracture mechanics study of the effect of a cold lap defect on fatigue strength Rakenteden Mekankka (Journal of Structural Mechancs) Vol. 41, No 3, 2008, pp. 119-136 A parametrc fracture mechancs study of the effect of a cold lap defect on fatgue strength Mkko Heskanen Summary. Several

More information

A Comparison of Unconstraining Methods to Improve Revenue Management Systems

A Comparison of Unconstraining Methods to Improve Revenue Management Systems A Comparson of Unconstranng Methods to Improve Revenue Management Systems Carre Crystal a Mark Ferguson a * Jon Hgbe b Roht Kapoor a a The College of Management Georga Insttute of Technology 800 West Peachtree

More information

The effect of the Mbita Causeway on water currents in the region of Rusinga Channel, Winam Gulf, Lake Victoria: a 3D modelling study with ELCOM

The effect of the Mbita Causeway on water currents in the region of Rusinga Channel, Winam Gulf, Lake Victoria: a 3D modelling study with ELCOM The effect of the Mbta Causeway on water currents n the regon of Rusnga Channel, Wnam Gulf, Lake Vctora: a 3D modellng study wth ELCOM Khsa Patrck 1, Jose R. Romero 2, Jorg Imberger 2, Tom Ewng 2, Jason

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

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

MEASURING USER S PERCEPTION AND OPINION OF SOFTWARE QUALITY

MEASURING USER S PERCEPTION AND OPINION OF SOFTWARE QUALITY MEASURING USER S PERCEPTION AND OPINION OF SOFTWARE QUALITY Dmtrs Stavrnouds, Computer Technology Insttute, Greece Mchals Xenos, Patras Unversty, Greece Pavlos Peppas, Macquare Unversty, Australa Dmtrs

More information

Horizontal Product Differentiation in Auctions and Multilateral Negotiations *

Horizontal Product Differentiation in Auctions and Multilateral Negotiations * Horzontal Product Dfferentaton n Auctons and Multlateral Negotatons * Charles J. Thomas Bart J. Wlson John E. Walker Department of Economcs Economc Scence Insttute Clemson Unversty Chapman Unversty 222

More information

A Study on Development of Structural Safety Assessment System of Damaged Ships due to Marine Accidents

A Study on Development of Structural Safety Assessment System of Damaged Ships due to Marine Accidents A Study on Development of Structural Safety Assessment System of Damaged Shps due to Marne Accdents Tak-Kee, Lee, Chae Whan, Rm, Byung-Hyun Km Korea Insttute of Machnery & Materals, Daejeon, Korea K-Sup,

More information

Taking into Account the Variations of Neighbourhood Sizes in the Mean-Field Approximation of the Threshold Model on a Random Network

Taking into Account the Variations of Neighbourhood Sizes in the Mean-Field Approximation of the Threshold Model on a Random Network Takng nto ccount the Varatons of Neghbourhood Szes n the Mean-Feld pproxmaton of the Threshold Model on a Random Network Sylve Huet 1, Margaret Edwards 1, Gullaume Deffuant 1 1 Laboratore d Ingénere des

More information

Performance evaluation of bioethanol production through continuous fermentation with a settling unit

Performance evaluation of bioethanol production through continuous fermentation with a settling unit Unversty of Wollongong Research Onlne Faculty of Engneerng and Informaton Scences - Papers: Part A Faculty of Engneerng and Informaton Scences 2013 Performance evaluaton of boethanol producton through

More information

Are the Chinese Really More Risk Averse? A Cross-Cultural Comparison of the Risk-Return Relationship

Are the Chinese Really More Risk Averse? A Cross-Cultural Comparison of the Risk-Return Relationship Are the Chnese Really More Rsk Averse? A Cross-Cultural Comparson of the Rsk-Return Relatonshp Cha-Hsn Cheng, Department of MIS, Kang-Nng Junor College of Medcal Care and Management, Tawan ABSTRACT Bowman

More information

Estimating internal wood properties of logs based on real-time, NIR measurements of chainsaw wood chips from a harvester/processor *

Estimating internal wood properties of logs based on real-time, NIR measurements of chainsaw wood chips from a harvester/processor * Councl on Forest Engneerng (COFE) Conference Proceedngs: Workng Globally Sharng Estmatng nternal wood propertes of logs based on real-tme, NIR measurements of chansaw wood chps from a harvester/processor

More information

Modelling complex flood flow evolution in the middle Yellow River basin, China

Modelling complex flood flow evolution in the middle Yellow River basin, China Journal of Hydrology (200) 353, 76 92 avalable at www.scencedrect.com journal homepage: www.elsever.com/locate/jhydrol Modellng complex flood flow evoluton n the mddle Yellow Rver basn, Chna Hongmng He

More information

Battle of the Retail Channels: How Internet Selection and Local Retailer Proximity Drive Cross-Channel Competition

Battle of the Retail Channels: How Internet Selection and Local Retailer Proximity Drive Cross-Channel Competition Assocaton for Informaton Systems AIS Electronc Lbrary (AISeL) ICIS 2007 Proceedngs Internatonal Conference on Informaton Systems (ICIS) December 2007 Battle of the Retal Channels: How Internet Selecton

More information

Firms Incentives to Disclose Information about Product Quality: The Case of Multi-Attribute Products with Heterogeneous Consumers*

Firms Incentives to Disclose Information about Product Quality: The Case of Multi-Attribute Products with Heterogeneous Consumers* Prelmnary Draft. Please do not quote wthout authors permsson. Frms Incentves to Dsclose Informaton about Product Qualty: The Case of Mult-ttrbute Products wth Heterogeneous Consumers* by V. Joseph Hotz

More information

Implementing Activity-Based Modeling Approach for Analyzing Rail Passengers Travel Behavior

Implementing Activity-Based Modeling Approach for Analyzing Rail Passengers Travel Behavior Implementng Actvty-Based Modelng Approach for Analyzng Ral Passengers Travel Behavor Jn K Eom Ph.D. and Dae-Seop Moon Ph.D. Korea Ralroad Research Insttute, Uwang, Korea Abstract Most travel demand models

More information

Impact of Exports on the U. S. Beef Industry. Ed Van Eenoo, Everett Peterson, and Wayne Purcell *

Impact of Exports on the U. S. Beef Industry. Ed Van Eenoo, Everett Peterson, and Wayne Purcell * Impact of Exports on the U. S. Beef Industry Ed Van Eenoo, Everett Peterson, and Wayne Purcell * Paper presented at the NCR-134 Conference on Appled Commodty Prce Analyss, Forecastng, and Market Rsk Management

More information

The Structure and Profitability of Organic Field Corn Production

The Structure and Profitability of Organic Field Corn Production The Structure and Proftablty of Organc Feld Corn Producton Wllam D. McBrde* Catherne Greene Lnda Foreman Selected Paper prepared for presentaton at the Agrcultural and Appled Economcs Assocaton s 2013

More information

ISIJ International, Vol. 57 (2017), ISIJ International, No. 7 Vol. 57 (2017), No. 7, pp

ISIJ International, Vol. 57 (2017), ISIJ International, No. 7 Vol. 57 (2017), No. 7, pp ISIJ Internatonal, Vol. 57 (207), ISIJ Internatonal, No. 7 Vol. 57 (207), No. 7, pp. 56 65 Meltng Separaton Process of Hgh Chromum Vanadum-bearng Ttanomagnette Metallzed Pellet and ts Optmzaton by Mult-

More information

Theoretical analysis of the worthiness of Henry and Elder problems as benchmarks of density-dependent groundwater flow models

Theoretical analysis of the worthiness of Henry and Elder problems as benchmarks of density-dependent groundwater flow models Advances n Water Resources (003) 17 31 www.elsever.com/locate/advwatres Theoretcal analyss of the worthness of Henry and Elder problems as benchmars of densty-dependent groundwater flow models M.J. Smpson

More information

Simulation of textures and Lankford values for face centered cubic polycrystaline metals by using a modified Taylor model

Simulation of textures and Lankford values for face centered cubic polycrystaline metals by using a modified Taylor model Ma, Roters, Raabe, exture and Ansotropy n CC Metals Smulaton of textures and ankford values for face centered cubc polycrystalne metals by usng a modfed aylor model A. Ma,. Roters, D. Raabe Max-Planck-Insttut

More information

Customer segmentation, return and risk management: An emprical analysis based on BP neural network

Customer segmentation, return and risk management: An emprical analysis based on BP neural network Avalable onlne www.jocpr.com Journal of Chemcal and Pharmaceutcal Research, 204, 6(6):698-703 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Customer segmentaton, return and rsk management: An emprcal

More information

On Advantages of Scheduling using Genetic Fuzzy Systems

On Advantages of Scheduling using Genetic Fuzzy Systems On Advantages of Schedulng usng Genetc Fuzzy Systems Carsten Franke, Joachm Leppng, and Uwe Schwegelshohn Computer Engneerng Insttute, Dortmund Unversty, 44221 Dortmund, Germany (emal: {carsten.franke,

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

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

Elements of air pollution policy analysis

Elements of air pollution policy analysis Taken from doctoral thess, Chemcal Knetcs and Mcrophyscs of Atmospherc Aerosols, copyrght by James W. Morrs, 2002. Thess Appendx Elements of ar polluton polcy analyss The Natonal Research Councl has ponted

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