Extraction of Oil from Wheat Germ by Supercritical CO 2

Size: px
Start display at page:

Download "Extraction of Oil from Wheat Germ by Supercritical CO 2"

Transcription

1 Molecules 2009, 14, ; doi: /molecules Article OPEN ACCESS molecules ISSN Extrction of Oil from Whet Germ by Supercriticl CO 2 Alessndr Pirs 1, Antonell Ros 2, Dnilo Flconieri 1, Silvi Porcedd 1, Mri. A. Dessì 2 nd Bruno Mrongiu 1, * 1 2 Diprtimento di Scienze Chimiche, Università degli Studi di Cgliri, Cittdell Universitri di Monserrto, SS 554, km Cgliri, Itly; E-mils: pirs@unic.it (A.P.); dnilo.flconieri@tiscli.it (D.F.); porcedd@unic.it (S.P.) Diprtimento di Biologi Sperimentle, Sezione di Ptologi Sperimentle, Università degli Studi di Cgliri, Cittdell Universitri di Monserrto, SS 554, km Cgliri, Itly; E-mils: nros@unic.it (A.R.); dessim@unic.it (M-A.D.) * Author to whom correspondence should be ddressed; E-mil: mronb@unic.it; Tel.: ; Fx: Received: 26 My 2009; in revised form: 30 June 2009 / Accepted: 13 July 2009 / Published: 15 July 2009 Abstrct: This study exmined the supercriticl fluid extrction of whet germ oil. The effects of pressure ( br t 40 C) nd extrction time on the oil qulity/quntity were studied. A comprison ws lso mde between the reltive qulities of mteril obtined by SFE nd by orgnic solvent extrction. The extrcts were nlyzed for - tocopherol nd polyunsturted ftty cid content. The mximum whet germ oil yield t bout 9% ws obtined with supercriticl crbon dioxide extrction t 300 br, while ftty cid nd -tocopherol composition of the extrcts ws not remrkble ffected by either pressure or the extrction method. Key words: whet germ oil; vitmin E; ftty cid; supercriticl extrction; crbon dioxide 1. Introduction Fts nd oils ply n importnt role in the food industry nd re essentil prt of humn nutrition. Vegetble oils provide ft-soluble vitmins such s vitmins A, D, E, nd K, nd re lso source of

2 Molecules 2009, essentil unsturted ftty cids, which cnnot be synthesized by the humn body. In order to meet nutritionl requirements, new vegetble oil resources re being sought s sources of these vitmins nd essentil ftty cids. Whet germ oil hs the highest tocopherol content of ll vegetble oils, up to bout 2,500 mg/kg, nd lso the highest content of -tocopherol, which represents round 60% of the totl content [1]. Whet germ oil is lso highly vlued for its high content of unsturted ftty cids: it hs bout 80%, consisting mostly of linoleic (18:2) nd linolenic (18:3) cids [2], both of which re of gret importnce in humn metbolism nd cnnot be synthesized by the orgnism. They re precursors of group of hormones clled prostglndins, which ply n importnt role in muscle contrctions nd in the proper heling of inflmmtory processes [3]. Furthermore, linoleic cid [4] helps to eliminte cholesterol nd is precursor of cell membrne phospholipids [4]. Whet germ is by-product of the whet milling industry. Germ constitutes bout 2-3% of the whet grin nd cn be seprted in firly pure form from the grin during the milling process [5]. Whet germ contins bout 11% oil [6]. Whet germ oil is used in products such s foods, biologicl insect control gents, phrmceuticls nd cosmetic formultions [7]. Polyunsturted ftty cids nd bioctive compounds re prone to oxidtion nd degrdtion under the conditions used for conventionl edible oil extrction nd refining methods [8]. Solvent extrction is common method of extrction of oils from vegetble mtter. In recent yers supercriticl fluid extrction (SFE) hs received incresed ttention s n importnt lterntive to conventionl methods. Supercriticl fluids hve djustble extrction chrcteristics due to their density, which cn be controlled by chnges in pressure or temperture. In ddition, other properties such s low viscosity, high diffusivity nd low surfce tension enhnce the solute mss trnsfer from inside solid mtrix. Supercriticl crbon dioxide (SC-CO 2 ), being nontoxic, nonflmmble, inexpensive nd esily seprble from the extrcts, hs been the most frequently used extrctnt in the food nd phrmceuticl industries [9-11]. Furthermore, the low criticl temperture of crbon dioxide llows extrction of thermolbile compounds without degrdtion. Use of supercriticl fluid such s crbon dioxide for extrction of whet germ oil hs previously been reported by severl reserch groups [12-18]. Amoung these, Pnfili et l. [12] studied the effect of pressure, temperture, extrction time nd whet germ oil prticle size on oil extrction yields. They found tht ftty cids composition not chnge while the gretest concentrtion of -tocopherol ws found in the frction smple t 75 min (P= 38 MP, T= 55 C, prticle size= 0.35 mm). According to Tniguchi et l. [13] the - nd -tocopherol content of supercriticl crbon dioxide extrcted oil were similr to those of hexne extrcted oil. However, Molero Gomez nd Mrtinez de l Oss [14] reported higher tocopherol content in the SC-CO 2 extrcted mteril, s compred to tht of the hexne extrcted oil. Sho et l. [15] found tht the ftty cid composition of germ oil extrcted by SFE ws similr to the oil extrcted by hexne. Eisenmenger nd Dunford [16] lso showed tht methods used for oil extrction nd refining did not hve remrkble effect on the ftty cid composition of the oil, wheres SC-CO 2 extrcted oil hd higher tocopherol content thn tht of commercilly hexne extrcted oil. Ge et l. [17] reported tht the yield of -tocopherol extrcted by SFE-CO 2 were much higher thn those prepred by chloroform/methnol extrction. However, the solution of chloroform/methnol showed stronger solvent power to extrct -tocopherol form whet

3 Molecules 2009, germ. Finlly, Zcchi et l. [18] found tht petroleum ether extrcted oil showed the highest vlues for ftty cids nd tocopherol contents. The im of this work is to study the effects of pressure nd extrction time on the extrction efficiency nd oil qulity. 2. Results nd Discussion Figure 1 shows the influence of operting pressure on the extrction yield. An extrction time of 8 h t 300 br gives whet germ oil yield bove 9% (w/w), oil recovery bout 80%. The SC-CO 2 gives n extrction yield not significntly different from orgnic solvent extrction. A comprison is mde between the reltive qulities of the oils produced by SC-CO 2 nd by orgnic solvent extrction (hexne, methnol, chloroform-methnol 2:1 mixure) in Figure 2. The difference is interpreted tht the orgnic solvents re much less selective thn CO 2 in the extrcted oil nd produce oil contining some undesirble compounds. Figure 1. Effect of pressure on the extrction yield of whet germ oil:, 200 br nd 40 C;, 250 br nd 40 C;, 300 br nd 40 C Yield, % Extrction time, min Figure 2. Effect of extrction method on the yield of whet germ oil. Chloroform-Methnol Methnol Extrction method Hexne SFE 300 SFE 250 SFE Yield, %

4 Molecules 2009, Figure 3 shows the concentrtion of -tocopherol (expressed s g/mg oil) mesured in whet germ oil smples obtined by SC-CO 2 (200, 250, nd 300 br, temperture of 40 C, extrction time of 8 h) nd orgnic solvent extrction (hexne, methnol, nd chloroform-methnol). There ws no considerble vrition in -tocopherol content mong oil smples obtined by different extrction procedures, except for oil from MeOH extrction, tht exhibited the lowest -tocopherol mount. Figure 3. -Tocopherol mount (expressed s g/mg oil) mesured in whet germ oil smples obtined by SC-CO 2 (200, 250, nd 300 br) nd orgnic solvent extrction (hexne, methnol, nd chloroform-methnol). -Tocopherol ( g/mg oil) 1,2 1,0 0,8 0,6 0,4 0,2 0,0 Methnol Hexne Chlor/Meth SFE 200 SFE 250 SFE 300 Extrction method Quli-quntittive informtion on the individul ftty cids tht compose the lipid clsses of whet germ oils were obtined by GC nd HPLC nlyses. Tble 1 shows the ftty cids composition, expressed s percentge of totl ftty cids, of oil smples obtined by using orgnic solvents nd SC- CO 2. In ll smples the min ftty cids were plmitic (16:0), oleic (18:1 n-9), linoleic (18:2 n-6), linolenic (18:3 n-3), nd eicosenoic (20:1 n-9). Tble 1 lso shows results for sturted (SFA), monounsturted (MUFA), nd polyunsturted (PUFA) ftty cids. PUFA were the min group of ftty cids in ll nlysed smples, rnging from 57-60%, nd vlues of bout 18% nd 21-23% were observed for SFA nd MUFA, respectively. A one-wy ANOVA showed significnt differences (p<0.05) mong different extrction procedures in prticulr for oleic, linoleic, linolenic, rchic (20:0), nd eicosenoic ftty cids. It lso showed significnt differences mong different extrction procedures for monounsturted nd polyunsturted ftty cids. Methnol extrct showed the lowest vlue for MUFA nd the highest vlue for the PUFA frction. The mounts, expressed s g/mg oil, of the min unsturted ftty cids (18:1, 18:2, nd 18:3 n-3) in ll whet germ oils nd re reported in Figure 4. Significnt differences (p<0.05) were observed mong different extrction procedures. Whet germ oil from MeOH extrction showed the lowest mounts of unsturted ftty cids (101.7, 230.3, nd 36.4 g/mg for 18:1 n-9, 18:2 n-6, nd 18:3 n-3, respectively, s men vlues over six smples), wheres oil obtined t 250 br exihibited the highest levels, showing vlues of 188.4, 409.1, nd 59.5 g/mg for 18:1 n-9, 18:2 n-6, nd 18:3 n-3, respectively.

5 Molecules 2009, Tble 1. Ftty cids composition (expressed s % of totl ftty cids), mesured by gs chromtogrphy-flme ioniztion detection (GC-FID) method, of whet germ oil obtined by different extrction procedures. Ftty cid Chloroform/Methnol Methnol Hexne SFE 200 SFE 250 SFE : ± ± ± ± 0.05 c 0.16 ± 0.02 b,c 0.12 ± : ± ± ± ± ± ± 0.60 b,d 16:1 n ± ± ± ± ± ± : ± ± ± ± ± ± :1 n ± ± ± ± ± ± :1 n ± ± ± ± ± ± :2 n ± ± ± ± ± ± 0.51 b,d 18:3 n ± 0.05,b 7.62 ± ± ± 0.16,c 6.42 ± 0.09,c 6.48 ± 0.07,c 20: ± 0.04,b 0.11 ± ± ± 0.03 b 0.36 ± 0.04,c,d 0.29 ± 0.06,c,d,e 20:1 n ± ± ± ± 0.16,b 1.39 ± 0.01,d 1.43 ± 0.01,c,d SFA 18.20± ± ± ± ± ±0.70 b MUFA 22.39± ± ± ± ± ±0.22 PUFA 58.92± ± ± ±0.70,c 57.97±0.27,c 58.61±0.57,b,d SFA, sturted ftty cids; MUFA, monounsturted ftty cids; PUFA, polyunsturted ftty cids. Men nd stndrd devition of 6 smples (n = 6). p< 0.05, = versus methnol, b hexne, c chloroform-methnol, d 200 br, e 250 br. Figure 4. Vlues (expressed s g/mg oil) of oleic (18:1), linoleic (18:2), nd linolenic (18:3 n-3) cids mesured by high-performnce liquid chromtogrphy (HPLC-DAD) method in whet germ oil smples obtined by SC-CO 2 (200, 250, nd 300 br) nd orgnic solvent extrction (hexne, methnol, nd chloroform-methnol). p< 0.05, = versus methnol, b hexne, c chloroform-methnol, d 200 br, e 250 br; (n = 6) :1 18:2 18:3 n-3 cd Ftty cid g/mg oil) b d bc e d d 0 Methnol Hexne Chlor/Meth SFE 200 SFE 250 SFE 300 Extrction method

6 Molecules 2009, The oxidtion sttus of ftty cids ws lso mesured by HPLC detection of conjugted dienes ftty cids hydroperoxides (HP). The level of the oxidtive products HP in the oils extrcted by SC-CO 2 rnged from 12 to 14 nmol/mg oil, vlues comprble to those mesured in oils obtined by solvent extrction (10-15 nmol/mg oil), nd prevlently derived from 18:2 n-6 degrdtion, due to the gret content of this ftty cid nd the high stbility of its hydroperoxides [19]. Our results confirm previous reports indicting no significnt qulity differences in SC-CO 2 extrcted whet germ oil compred to solvent extrcted oil. In conclusion, supercriticl crbon dioxide extrction hs immedite dvntges over trditionl extrction techniques: it is flexible process due to the possibility of continuous modultion of the solvent power/selectivity of the SC-CO 2, llows the elimintion of polluting orgnic solvents nd of the expensive post-processing of the extrcts for solvent elimintion. 3. Experimentl 3.1. Mterils All solvents used, of the highest vilble purity, were purchsed from Merck (Drmstdt, Germny). Triolein, trilinolein, ftty cids nd ftty cids methyl esters stndrds, nd desferl (deferoxmine mesylte slt) were purchsed from Sigm Aldrich (Miln, Itly). The regent 20% BF 3 in MeOH ws purchsed from Supelco (Bellefonte, PA, USA). cis,trns-13-hydroperoxyoctdecdienoic cid (c,t-13-hpode) nd cis,trns-9-hydroperoxyoctdecdienoic cid (c,t-9- HPODE) were purchsed from Cscde (Cscde Biochem. Ltd., London, U.K.). All other chemicls used in this study were of nlyticl grde. Flky food-grde whet germ ws supplied from Sos Ortos (Ozieri, Itly). Before using the vegetble mtter ws ground with Mlvsi mill (Bologn, Itly) nd the prticle sizes were in the m rnge Solvent Extrction Totl lipids were extrcted from liquots (100 mg) of whet germ by ddition of CHCl 3 /MeOH (12 ml, 2/1, v/v) solution [20], or MeOH (8 ml) t room temperture, in order to void ftty cids oxidtion. After filtrtion, liquots of the CHCl 3 or MeOH phse (250 L) were collected nd totl lipids were quntified by the method of Ching, Gessert nd Lowry [21]. Solvent extrction ws lso performed with hexne in Soxhlet pprtus for 16 h, s stndrd nd reference method for the extrction of fts nd oils from food mtrices Apprtus for SFE Supercriticl CO 2 extrctions were performed in lbortory pprtus [22,23], equipped with 400 cm 3 extrction vessel nd two seprtor vessels of 300 nd 200 cm 3 respectively connected in series. Extrction ws crried out in semi btch mode: btch chrging of vegetble mtter nd continuous flow solvent. The extrction of the whet germ oil ws obtined working t 40 C t 200, 250 nd 300 br in the extrction vessel nd by using only one seprtor (t 20 br nd 15 C ) to recover the extrct.

7 Molecules 2009, Preprtion of -tocopherol nd ftty cids Seprtion of ftty cids nd -tocopherol ws chieved by mild sponifiction [24] s follows: dried liquots (3 mg) of the CHCl 3, MeOH, nd hexne extrcts nd the fixed oil (3 mg) were dissolved in EtOH (5 ml) nd then Desferl solution (100 L, 25 mg/ml of H 2 O), queous scorbic cid solution (1 ml, 25% w/v), nd 10 N KOH (0.5 ml) were dded. The mixtures were left in the drk t room temperture for 14 h. After ddition of n-hexne (10 ml) nd H 2 O (7 ml), smples were centrifuged in 4237R refrigerted centrifuge (ALC, Miln, Itly) for 1 h t 900g. The hexne phse with vitmin E ws collected, the solvent ws evported in rotry evportor (Rotvpor R-114, Büchi Lbortechnik, Flwil, Switzerlnd) under reduced pressure, the residue ws dissolved in MeOH (500 L) nd liquots of the smples were injected into the HPLC system. After ddition of further n- hexne (10 ml) to the mixtures, smples were cidified with 37% HCl to ph 3-4 nd then centrifuged for 1 h t 900g. The hexne phse with free ftty cids nd hydroperoxides ws collected nd the solvent ws evported. A portion of the dried residue ws dissolved in CH 3 CN (500 L) with 0.14% CH 3 COOH (v/v) nd liquots of the smples were injected into the HPLC system. Aliquots of dried ftty cids ws methylted with 14% BF 3 in MeOH (1 ml) [25] for 30 min t room temperture. After ddition of n-hexne (4 ml) nd H 2 O (2 ml) smples were centrifuged for 20 min t 900g. The hexne phse with ftty cids methyl esters ws collected, the solvent ws evported, the residue ws dissolved in n-hexne (100 L) nd liquots of the smples were injected into the GC system. The recovery of ftty cids during sponifiction ws clculted by using n externl stndrd mixture. All solvents evportion ws performed under vcuum HPLC nlysis Anlysis of unsturted ftty cids ws crried out with n Agilent Technologies 1100 liquid chromtogrph. Anlyses of unsturted ftty cids nd conjugted diene ftty cid hydroperoxides (HP)[24], detected t 200 nd 234 nm respectively, were crried out with Chrompck column, Inertsil 5 ODS-2 (150 mm 4.6 mm, 5 m prticle size) with mobile phse of CH 3 CN/H 2 O/CH 3 COOH (70/30/0.12, v/v/v) t flow rte of 1.5 ml/min. The identifiction of the peks ws mde using stndrd compounds nd second derivtive s well s conventionl UV spectr, generted using the Agilent Chemsttion A softwre. The mount of -tocopherol ws mesured by electrochemicl detection [24], using Thermo Seprtion Products (Miln, Itly) P1000 pump equipped with n electrochemicl detector INTRO (Antec Leyden, Leiden, The Netherlnds). An utomtic injector, Trithlon (Sprk Hollnd BV, AJ Emmen, The Netherlnds) ws used. A C-18 Hewlett Pckrd ODS Hypersil column, 5 m prticle size, mm, ws used with mobile phse of MeOH/CH 3 COON 0.05M ph 5.5 (95/5, v/v) t flow rte of 0.3 ml/min. The electrochemicl detector ws set t n oxidizing potentil of 0.6 V. Dt were collected nd nlysed using the Agilent Chemsttion A softwre. Quntifiction of vitmin E ws performed using stndrd reference curve.

8 Molecules 2009, GC nlysis Ftty cid methyl esters were mesured on Hewlett-Pckrd HP-6890 gs chromtogrph (Hewlett-Pckrd, Plo Alto, CA, USA) equipped with flme ionistion detector nd cynopropyl methyl-polysiloxne HP-23 FAME column (30 m x 0.32 mm x 0.25 m) (Hewlett-Pckrd) [26]. Nitrogen ws used s crrier gs t flow rte of 2 ml/min. The oven temperture ws progrmmed from 45 C to 175 C t rte of 80 C/min nd held for 45 min; injector temperture ws set t 250 C, nd detector temperture t 300 C. The ftty cid methyl esters were identified by compring the retention times with those of stndrd compounds. The percentge composition of individul ftty cids were clculted using clibrtion curve with components injected t different concentrtions, using the Hewlett-Pckrd A softwre Sttisticl nlyses Grph Pd INSTAT softwre (GrphPd softwre, Sn Diego, CA, USA) ws used to clculte the mens nd stndrd devitions of three independent experiments involving duplicte nlyses for ech smple/condition (n=6). Mens of results were compred by one-wy nlysis of vrince (One-wy ANOVA) using the Tukey-Krmer Multiple Comprisons Test. Probbility vlues of p < 0.05 were considered s significnt. References 1. Shuler, P. Nturl ntioxidnts exploited commercilly. In: Food Antioxidnts; Hudson, B.J.F, Ed.; Elsevier Applied Science: London, UK, 1990; Chpter Wng, T.; Johnson, L. Refining High-free Ftty Acid Whet Germ Oil. JAOCS 2001, 78, Coultte, T. Food, the chemistry of its components; The Royl Society of Chemistry: London, UK, 1989; Chpter Slins, R. Alimentos Grsos y Nutrición, Bromtologí Aplicd l Slud; El Ateneo: Buenos Aires, Argentin, 1993; Chpter Krings, U.; Berger, R.G. Antioxidnt ctivity of some rosted foods. Food Chem. 2001, 72, Dunford, N.T.; Zhng, M.Q. Pressurized solvent extrction of whet germ oil. Food Res. Int. 2003, 36, Khlon, T.S. Nutritionl implictions nd uses of whet nd ot kernel oil. Cerel Food Worls. 1989, 34, Krings, U.; El-Shrty, Y.S.; El-Zeny, B.A.; Pbel, B.; Berger, R.G. Antioxidnt ctivity of extrcts from rosted whet germ. Food Chem. 2000, 71, Reverchon, E.; Mrrone, C. Modeling nd simultion of the supercriticl CO 2 extrction of vegetble oils. J. Supercrit. Fluid. 2001, 19, Lng, Q.; Wi, C.M. Supercriticl fluid extrction in herbl nd nturl product studies- prticl review. Tlnt 2001, 53, Hutl, W.H. Advnces with supercriticl fluids-review. Chemosphere 2001, 43,

9 Molecules 2009, Pnfili, G.; Cinqunt, L.; Frtinni, A.; Cubdd, R. Extrction of whet germ oil by supercriticl CO 2 : oil nd deftted cke chrcteriztion. JAOCS 2003, 80, Tniguchi, M.; Tsuji, T.; Shibt, M.; Kobyshi, T. Extrction of oils from whet germ with supercriticl crbon dioxide. Agric. Biol. Chem. 1985, 49, Molero Gomez, A.; Mrtinez de l Oss, E. Qulity of whet germ oil extrcted by liquid nd supercriticl crbon dioxide. JAOCS 2002, 77, Sho, P.; Sun, P.; Ying, Y. Response surfce optimiztion of whet germ oil yield by supercriticl crbon dioxide extrction. Food Bioprod. Process. 2008, 86, Eisenmenger, M.; Dunford, N.T. Bioctive components of commercil nd supercriticl crbon dioxide processed whet germ oil. JAOCS 2008, 85, Ge, Y.; Yn, H.; Hui, B.; Ni, Y.; Wng, S.; Ci, T. Extrction of nturl vitmin E from whet germ by supercriticl crbon dioxide. J. Agric. Food Chem. 2002, 50, Zcchi, P.; Dghero, J.; Jeger, P.; Eggers, R. Extrction/frctiontion nd decidifiction of whet germ oil using supercriticl crbon dioxide. Brz. J. Chem. Eng. 2006, 3, Dessì, M.A.; Dein, M.; Dy, B.W.; Ros, A.; Bnni, S.; Corongiu, F.P. Oxidtive stbility of plyunsturted ftty cids: effect of squlene. Eur. J. Lipid Sci. Technol. 2002, 104, Folch, J.; Lees, M.; Slone-Stnley, G.H. A simple method for the isoltion nd purifiction of totl lipid from nimls tissues. J. Biol. Chem. 1957, 226, Ching, S.D.; Gessert, C.F.; Lowry, O.H. Colorimetric determintion of extrcted lipids. An dpttion for microgrm mounts of lipids obtined from cerumen. Curr. List Med. Lit. Res. Rep. 1957, 33, Crbs, N.; Mrongiu, B.; Pirs, A.; Pivett, T.; Porcedd, S. Extrction, seprtion nd isoltion of voltiles nd dyes from Clendul officinlis L. nd Aloysi triphill (L Her) Britton by supercriticl CO 2. J. Essent. Oil Res. 2003, 15, Mrongiu, B.; Pirs, A.; Porcedd, S. Comprtive nlysis of the oil nd supercriticl CO 2 extrct of Elettri crdmomum (L) Mton. J. Agric. Food Chem. 2004, 52, Ros, A.; Dein, M.; Coron, G.; Atzeri, A.; Incni, A.; Appendino, G.; Dessì, M.A. Protective effect of cpsinoid on lipid peroxidtion in rt tissues induced by Fe-NTA. Free Rdic. Res. 2005, 39, Christie, W.W. Preprtion of ester derivtives of ftty cids for chromtogrphic nlysis. In: Advntge in Lipid Methodology Two; Christie, W.W., Ed.; The Oily Press: Dundee, UK, 1993; pp Ros, A.; Scno, P.; Melis, M.P.; Dein, M.; Atzeri, A.; Dessì, M.A. Oxidtive stbility of lipid components of mullet (Mugil cephlus) roe nd its product bottrg. Food Chem. 2009, 115, Smple Avilbility: Smples of the whet germ oil, extrcted by SFE nd by solvent extrction, re vilble from the uthors by the uthors; licensee Moleculr Diversity Preservtion Interntionl, Bsel, Switzerlnd. This rticle is n open-ccess rticle distributed under the terms nd conditions of the Cretive Commons Attribution license (

Study on enzyme-assisted aqueous extraction of oil from soybean

Study on enzyme-assisted aqueous extraction of oil from soybean 8 Journl Scientific & Industril Reserch J SCI IND RES VOL 69 NOVEMBER 2010 Vol. 69, November 2010, pp. 8-865 Study on enzyme-ssisted queous extrction oil from soyben Jun-Qing Qin*, De-Hui Qin, Xing-Mo

More information

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3.

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3. The nlysis of vrince (ANOVA) Although the t-test is one of the most commonly used sttisticl hypothesis tests, it hs limittions. The mjor limittion is tht the t-test cn be used to compre the mens of only

More information

Eleni Kalogria Athanasia Varvaresou Spyridon Papageorgiou Evaggelia Protopapa Ioannis Tsaknis Alexios Matikas Irene Panderi

Eleni Kalogria Athanasia Varvaresou Spyridon Papageorgiou Evaggelia Protopapa Ioannis Tsaknis Alexios Matikas Irene Panderi Chromtogrphi (2014) 77:1275 1281 DOI 10.1007/s10337-014-2722-9 ORIGINAL Pre Column Derivtiztion HPLC Procedure for the Quntittion of Aluminium Chlorohydrte in Antiperspirnt Crems Using Quercetin s Chromogenic

More information

RP-HPLC method development and validation for estimation of rivaroxaban in pharmaceutical dosage forms

RP-HPLC method development and validation for estimation of rivaroxaban in pharmaceutical dosage forms Brzilin Journl of Phrmceuticl Sciences vol. 49, n. 2, pr./jun., 2013 Article RP-HPLC method development nd vlidtion for estimtion of rivroxbn in phrmceuticl dosge forms Mustf Çelebier, Tub Reçber, Engin

More information

The International Association for the Properties of Water and Steam. Release on the Ionization Constant of H 2 O

The International Association for the Properties of Water and Steam. Release on the Ionization Constant of H 2 O The Interntionl Assocition for the Properties of Wter nd Stem Lucerne, Sitzerlnd August 7 Relese on the Ioniztion Constnt of H O 7 The Interntionl Assocition for the Properties of Wter nd Stem Publiction

More information

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report DlNBVRGH + + THE CITY OF EDINBURGH COUNCIL Sickness Absence Monitoring Report Executive of the Council 8fh My 4 I.I...3 Purpose of report This report quntifies the mount of working time lost s result of

More information

THERMAL EXPANSION OF TUNGSTEN

THERMAL EXPANSION OF TUNGSTEN . THERMAL EXPANSION OF TUNGSTEN S515 By Peter Hidnert nd W. T. Sweeney ABSTRACT This pper gives the results of n investigtion on the therml expnsion of tungsten (99.98 per cent) over vrious temperture

More information

Determination of organophosphorus insecticides in natural waters using SPE-disks and SPME followed by GC/FTD and GC/MS

Determination of organophosphorus insecticides in natural waters using SPE-disks and SPME followed by GC/FTD and GC/MS Fresenius J Anl Chem (2000) 368 : 616 623 Springer-Verlg 2000 ORIGINAL PAPER D. Lmbropoulou T. Skellrides T. Albnis Determintion of orgnophosphorus insecticides in nturl wters using SPE-disks nd SPME followed

More information

The LENA TM Language Environment Analysis System:

The LENA TM Language Environment Analysis System: FOUNDATION The LENA TM Lnguge Environment Anlysis System: Audio Specifictions of the DLP-0121 Michel Ford, Chrles T. Ber, Dongxin Xu, Umit Ypnel, Shrmi Gry LENA Foundtion, Boulder, CO LTR-03-2 September

More information

Effect of viscosity on C sugar in Beet sugar factories

Effect of viscosity on C sugar in Beet sugar factories ANNUAL TRANSACTIONS OF THE NORDIC RHEOLOGY SOCIETY, VOL. 16, 2008 Effect of on C sugr in Beet sugr fctories Mohmmd Hojjtoleslmy 1, Rez Shokrni 2 nd Ahmd Krsi 3 1 Deprtment of food technology, College of

More information

INVESTIGATION OF THE EXTINGUISHING FEATURES FOR LIQUID FUELS AND ORGANIC FLAMMABLE LIQUIDS ATOMIZED BY A WATER FLOW

INVESTIGATION OF THE EXTINGUISHING FEATURES FOR LIQUID FUELS AND ORGANIC FLAMMABLE LIQUIDS ATOMIZED BY A WATER FLOW EPJ Web of Conferences 110, 01083 (2016) DOI: 10.1051/ epjconf/ 201611001083 C Owned by the uthors, published by EDP Sciences, 2016 INVESTIGATION OF THE EXTINGUISHING FEATURES FOR LIQUID FUELS AND ORGANIC

More information

JaERM Software-as-a-Solution Package

JaERM Software-as-a-Solution Package JERM Softwre-s--Solution Pckge Enterprise Risk Mngement ( ERM ) Public listed compnies nd orgnistions providing finncil services re required by Monetry Authority of Singpore ( MAS ) nd/or Singpore Stock

More information

Small Businesses Decisions to Offer Health Insurance to Employees

Small Businesses Decisions to Offer Health Insurance to Employees Smll Businesses Decisions to Offer Helth Insurnce to Employees Ctherine McLughlin nd Adm Swinurn, June 2014 Employer-sponsored helth insurnce (ESI) is the dominnt source of coverge for nonelderly dults

More information

All pay auctions with certain and uncertain prizes a comment

All pay auctions with certain and uncertain prizes a comment CENTER FOR RESEARC IN ECONOMICS AND MANAGEMENT CREAM Publiction No. 1-2015 All py uctions with certin nd uncertin prizes comment Christin Riis All py uctions with certin nd uncertin prizes comment Christin

More information

Performance analysis model for big data applications in cloud computing

Performance analysis model for big data applications in cloud computing Butist Villlpndo et l. Journl of Cloud Computing: Advnces, Systems nd Applictions 2014, 3:19 RESEARCH Performnce nlysis model for big dt pplictions in cloud computing Luis Edurdo Butist Villlpndo 1,2,

More information

Rate and Activation Energy of the Iodination of Acetone

Rate and Activation Energy of the Iodination of Acetone nd Activtion Energ of the Iodintion of Acetone rl N. eer Dte of Eperiment: //00 Florence F. Ls (prtner) Abstrct: The rte, rte lw nd ctivtion energ of the iodintion of cetone re detered b observing the

More information

DETERMINATION OF THREE ULTRAVIOLET FILTERS IN SUNSCREEN FORMULATIONS AND FROM SKIN PENETRATION STUDIES BY HIGH-PERFORMANCE LIQUID CHROMATOGRAPHY

DETERMINATION OF THREE ULTRAVIOLET FILTERS IN SUNSCREEN FORMULATIONS AND FROM SKIN PENETRATION STUDIES BY HIGH-PERFORMANCE LIQUID CHROMATOGRAPHY Quim. Nov, Vol. 34, No. 5, 879-883, 2011 DETERMINATION OF THREE ULTRAVIOLET FILTERS IN SUNSCREEN FORMULATIONS AND FROM SKIN PENETRATION STUDIES BY HIGH-PERFORMANCE LIQUID CHROMATOGRAPHY Fernnd Mri Pinto

More information

Econ 4721 Money and Banking Problem Set 2 Answer Key

Econ 4721 Money and Banking Problem Set 2 Answer Key Econ 472 Money nd Bnking Problem Set 2 Answer Key Problem (35 points) Consider n overlpping genertions model in which consumers live for two periods. The number of people born in ech genertion grows in

More information

Unit 29: Inference for Two-Way Tables

Unit 29: Inference for Two-Way Tables Unit 29: Inference for Two-Wy Tbles Prerequisites Unit 13, Two-Wy Tbles is prerequisite for this unit. In ddition, students need some bckground in significnce tests, which ws introduced in Unit 25. Additionl

More information

Electrochemical behavior of anticancer drug 5-fluorouracil at carbon paste electrode and its analytical application

Electrochemical behavior of anticancer drug 5-fluorouracil at carbon paste electrode and its analytical application Bukkitgr nd Shetti Journl of Anlyticl Science nd Technology (2016) 7:1 DI 10.1186/s40543-015-0080-3 RESEARC ARTICLE pen Access Electrochemicl behvior of nticncer drug 5-fluorourcil t crbon pste electrode

More information

COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION

COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION Nthn S. Boyd nd Eric B. Brennn, USDA-ARS, Orgnic Reserch Progrm, 1636 E. Alisl Street, Slins, CA 93905 Astrct Weed mngement is

More information

Reasoning to Solve Equations and Inequalities

Reasoning to Solve Equations and Inequalities Lesson4 Resoning to Solve Equtions nd Inequlities In erlier work in this unit, you modeled situtions with severl vriles nd equtions. For exmple, suppose you were given usiness plns for concert showing

More information

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999 Economics Letters 65 (1999) 9 15 Estimting dynmic pnel dt models: guide for q mcroeconomists b, * Ruth A. Judson, Ann L. Owen Federl Reserve Bord of Governors, 0th & C Sts., N.W. Wshington, D.C. 0551,

More information

Analytical method for the determination of strychnine in tissues by gas chromatography/ mass spectrometry: two case reports

Analytical method for the determination of strychnine in tissues by gas chromatography/ mass spectrometry: two case reports Forensic Science Interntionl 110 (2000) 145 152 www.elsevier.com/ locte/ forsciint Anlyticl method for the determintion of strychnine in tissues by gs chromtogrphy/ mss spectrometry: two cse reports, b

More information

How To Study The Effects Of Music Composition On Children

How To Study The Effects Of Music Composition On Children C-crcs Cognitive - Counselling Reserch & Conference Services (eissn: 2301-2358) Volume I Effects of Music Composition Intervention on Elementry School Children b M. Hogenes, B. Vn Oers, R. F. W. Diekstr,

More information

Module 2. Analysis of Statically Indeterminate Structures by the Matrix Force Method. Version 2 CE IIT, Kharagpur

Module 2. Analysis of Statically Indeterminate Structures by the Matrix Force Method. Version 2 CE IIT, Kharagpur Module Anlysis of Stticlly Indeterminte Structures by the Mtrix Force Method Version CE IIT, Khrgpur esson 9 The Force Method of Anlysis: Bems (Continued) Version CE IIT, Khrgpur Instructionl Objectives

More information

Himaja M et al / IJRAP 2010, 1 (1) 147-152

Himaja M et al / IJRAP 2010, 1 (1) 147-152 imj M et l / IJRAP 2010, 1 (1) 147-152 Reserch Article Avilble online through www.ijrp.net SYTESIS AD ATIMICRBIAL ACTIVITY F DICTMI A AALGS imj Mlipeddi *, Mlipeddi Venktrmn b, Shoo Atish Kumr c, Annd

More information

2015 EDITION. AVMA Report on Veterinary Compensation

2015 EDITION. AVMA Report on Veterinary Compensation 2015 EDITION AVMA Report on Veterinry Compenstion AVMA Report on Veterinry Compenstion 2015 EDITION Copyright 2015 by the All rights reserved. ISBN-13: 978-1-882691-31-9 AVMA Report on Veterinry Compenstion

More information

Experiment 6: Friction

Experiment 6: Friction Experiment 6: Friction In previous lbs we studied Newton s lws in n idel setting, tht is, one where friction nd ir resistnce were ignored. However, from our everydy experience with motion, we know tht

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology

More information

242 Z. Huang, S. Zhang / J. Chromatogr. B 792 (2003) 241 247

242 Z. Huang, S. Zhang / J. Chromatogr. B 792 (2003) 241 247 Journl of Chromtogrphy B, 792 (2003) 241 247 www.elsevier.com/ locte/ chromb Confirmtion of mphetmine, methmphetmine, MDA nd MDMA in urine smples using disk solid-phse extrction nd gs q chromtogrphy mss

More information

2006 IPCC Software for National Greenhouse Gas Inventories: Application and use for India

2006 IPCC Software for National Greenhouse Gas Inventories: Application and use for India 2006 IPCC Softwre for Ntionl Greenhouse Gs Inventories: Appliction nd use for Indi Presenttion for NGGIP Side Event Bonn, June 8, 2013 Prof. Amit Grg (mitgrg@iimhd.ernet.in), INDIA GHG Inventory Softwre

More information

Learner-oriented distance education supporting service system model and applied research

Learner-oriented distance education supporting service system model and applied research SHS Web of Conferences 24, 02001 (2016) DOI: 10.1051/ shsconf/20162402001 C Owned by the uthors, published by EDP Sciences, 2016 Lerner-oriented distnce eduction supporting service system model nd pplied

More information

Enterprise Risk Management Software Buyer s Guide

Enterprise Risk Management Software Buyer s Guide Enterprise Risk Mngement Softwre Buyer s Guide 1. Wht is Enterprise Risk Mngement? 2. Gols of n ERM Progrm 3. Why Implement ERM 4. Steps to Implementing Successful ERM Progrm 5. Key Performnce Indictors

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

How To Network A Smll Business

How To Network A Smll Business Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

TITLE THE PRINCIPLES OF COIN-TAP METHOD OF NON-DESTRUCTIVE TESTING

TITLE THE PRINCIPLES OF COIN-TAP METHOD OF NON-DESTRUCTIVE TESTING TITLE THE PRINCIPLES OF COIN-TAP METHOD OF NON-DESTRUCTIVE TESTING Sung Joon Kim*, Dong-Chul Che Kore Aerospce Reserch Institute, 45 Eoeun-Dong, Youseong-Gu, Dejeon, 35-333, Kore Phone : 82-42-86-231 FAX

More information

P.3 Polynomials and Factoring. P.3 an 1. Polynomial STUDY TIP. Example 1 Writing Polynomials in Standard Form. What you should learn

P.3 Polynomials and Factoring. P.3 an 1. Polynomial STUDY TIP. Example 1 Writing Polynomials in Standard Form. What you should learn 33337_0P03.qp 2/27/06 24 9:3 AM Chpter P Pge 24 Prerequisites P.3 Polynomils nd Fctoring Wht you should lern Polynomils An lgeric epression is collection of vriles nd rel numers. The most common type of

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS Spiros Vsilkos (), Chrysostomos D. Stylios (),(b), John Groflkis (c) () Dept. of Telemtics Center, Computer Technology

More information

** Dpt. Chemical Engineering, Kasetsart University, Bangkok 10900, Thailand

** Dpt. Chemical Engineering, Kasetsart University, Bangkok 10900, Thailand Modelling nd Simultion of hemicl Processes in Multi Pulse TP Experiment P. Phnwdee* S.O. Shekhtmn +. Jrungmnorom** J.T. Gleves ++ * Dpt. hemicl Engineering, Ksetsrt University, Bngkok 10900, Thilnd + Dpt.hemicl

More information

Effect of in vitro B-6 Vitameric Forms on Lymphocyte Proliferation in Healthy Young Women with Oral Vitamin B-6 Supplementation

Effect of in vitro B-6 Vitameric Forms on Lymphocyte Proliferation in Healthy Young Women with Oral Vitamin B-6 Supplementation J Community Nutrition 7279 ~ 84, 2005 Originl Article Effect of in vitro B-6 Vitmeric Forms on Lymphocyte Prolifertion in Helthy Young Women with Orl Vitmin B-6 Supplementtion Ho Kyung Kwk, 1)2) Jmes E.

More information

Space Vector Pulse Width Modulation Based Induction Motor with V/F Control

Space Vector Pulse Width Modulation Based Induction Motor with V/F Control Interntionl Journl of Science nd Reserch (IJSR) Spce Vector Pulse Width Modultion Bsed Induction Motor with V/F Control Vikrmrjn Jmbulingm Electricl nd Electronics Engineering, VIT University, Indi Abstrct:

More information

Radioimmunoassay of Human Plasma Retinol-Binding Protein

Radioimmunoassay of Human Plasma Retinol-Binding Protein Rdioimmunossy of Humn Plsm Retinol-Binding Protein FRNK REES SMITH, MIRM RZ, nd DEWITT S. GOODMN From the Deprtment of Medicine, Columbi University College of Physicins nd Surgeons, New York 132 B S T

More information

1.00/1.001 Introduction to Computers and Engineering Problem Solving Fall 2011 - Final Exam

1.00/1.001 Introduction to Computers and Engineering Problem Solving Fall 2011 - Final Exam 1./1.1 Introduction to Computers nd Engineering Problem Solving Fll 211 - Finl Exm Nme: MIT Emil: TA: Section: You hve 3 hours to complete this exm. In ll questions, you should ssume tht ll necessry pckges

More information

Graphs on Logarithmic and Semilogarithmic Paper

Graphs on Logarithmic and Semilogarithmic Paper 0CH_PHClter_TMSETE_ 3//00 :3 PM Pge Grphs on Logrithmic nd Semilogrithmic Pper OBJECTIVES When ou hve completed this chpter, ou should be ble to: Mke grphs on logrithmic nd semilogrithmic pper. Grph empiricl

More information

Application of solid-phase microextraction in the monitoring of priority pesticides in the Kalamas River (N.W. Greece)

Application of solid-phase microextraction in the monitoring of priority pesticides in the Kalamas River (N.W. Greece) Journl of Chromtogrphy A, 963 (2002) 107 116 www.elsevier.com/ locte/ chrom Appliction of solid-phse microextrction in the monitoring of priority pesticides in the Klms River (N.W. Greece) b Dimitr A.

More information

The Effect of Crumb Rubber Modifier (CRM) on the Performance Properties of Rubberized Binders in HMA pavements

The Effect of Crumb Rubber Modifier (CRM) on the Performance Properties of Rubberized Binders in HMA pavements The Effect of Crum Ruer Modifier (CRM) on the Performnce Properties of Ruerized Binders in HMA pvements Soon-Je Lee* Ph.D. Grdute Student Deprtment of Civil Engineering Clemson University Clemson, SC 29634-0911

More information

Project 6 Aircraft static stability and control

Project 6 Aircraft static stability and control Project 6 Aircrft sttic stbility nd control The min objective of the project No. 6 is to compute the chrcteristics of the ircrft sttic stbility nd control chrcteristics in the pitch nd roll chnnel. The

More information

Lecture 3 Gaussian Probability Distribution

Lecture 3 Gaussian Probability Distribution Lecture 3 Gussin Probbility Distribution Introduction l Gussin probbility distribution is perhps the most used distribution in ll of science. u lso clled bell shped curve or norml distribution l Unlike

More information

2. Transaction Cost Economics

2. Transaction Cost Economics 3 2. Trnsction Cost Economics Trnsctions Trnsctions Cn Cn Be Be Internl Internl or or Externl Externl n n Orgniztion Orgniztion Trnsctions Trnsctions occur occur whenever whenever good good or or service

More information

Understanding Life Cycle Costs How a Northern Pump Saves You Money

Understanding Life Cycle Costs How a Northern Pump Saves You Money Understnding Life Cycle Costs How Nrn Pump Sves You Money Reference: Hydrulic Institute (www.s.g) Introduction Wht Life Cycle Cost (LCC) Clculting Totl LCC LCC Components Wht Life Cycle Cost Life Cycle

More information

2013 Flax Weed Control Trial

2013 Flax Weed Control Trial 2013 Flx Weed Control Tril Dr. Hether Drby, UVM Extension Agronomist Susn Monhn, Conner Burke, Eric Cummings, nd Hnnh Hrwood UVM Extension Crops nd Soils Technicins 802-524-6501 Visit us on the web: http://www.uvm.edu/extension/cropsoil

More information

How To Set Up A Network For Your Business

How To Set Up A Network For Your Business Why Network is n Essentil Productivity Tool for Any Smll Business TechAdvisory.org SME Reports sponsored by Effective technology is essentil for smll businesses looking to increse their productivity. Computer

More information

Basic Analysis of Autarky and Free Trade Models

Basic Analysis of Autarky and Free Trade Models Bsic Anlysis of Autrky nd Free Trde Models AUTARKY Autrky condition in prticulr commodity mrket refers to sitution in which country does not engge in ny trde in tht commodity with other countries. Consequently

More information

LINEAR TRANSFORMATIONS AND THEIR REPRESENTING MATRICES

LINEAR TRANSFORMATIONS AND THEIR REPRESENTING MATRICES LINEAR TRANSFORMATIONS AND THEIR REPRESENTING MATRICES DAVID WEBB CONTENTS Liner trnsformtions 2 The representing mtrix of liner trnsformtion 3 3 An ppliction: reflections in the plne 6 4 The lgebr of

More information

Assessing authentically in the Graduate Diploma of Education

Assessing authentically in the Graduate Diploma of Education Assessing uthenticlly in the Grdute Diplom of Eduction Dr Mree DinnThompson Dr Ruth Hickey Dr Michelle Lsen WIL Seminr JCU Nov 12 2009 Key ides plnning process tht embeds uthentic ssessment, workintegrted

More information

APPLICATION OF TAGUCHI EXPERIMENTAL DESIGN FOR PROCESS OPTIMIZATION OF TABLET COMPRESSION MACHINES AT HLL LIFECARE LIMITED, INDIA

APPLICATION OF TAGUCHI EXPERIMENTAL DESIGN FOR PROCESS OPTIMIZATION OF TABLET COMPRESSION MACHINES AT HLL LIFECARE LIMITED, INDIA Interntionl Journl of themticl Sciences Vol. 10, No. 3-4, July-December 2011, pp. 171-182 Serils Publictions APPLICATION OF TAGUCHI EXPERIENTAL DESIGN FOR PROCESS OPTIIZATION OF TABLET COPRESSION ACHINES

More information

Or more simply put, when adding or subtracting quantities, their uncertainties add.

Or more simply put, when adding or subtracting quantities, their uncertainties add. Propgtion of Uncertint through Mthemticl Opertions Since the untit of interest in n eperiment is rrel otined mesuring tht untit directl, we must understnd how error propgtes when mthemticl opertions re

More information

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process An Undergrdute Curriculum Evlution with the Anlytic Hierrchy Process Les Frir Jessic O. Mtson Jck E. Mtson Deprtment of Industril Engineering P.O. Box 870288 University of Albm Tuscloos, AL. 35487 Abstrct

More information

Decision Rule Extraction from Trained Neural Networks Using Rough Sets

Decision Rule Extraction from Trained Neural Networks Using Rough Sets Decision Rule Extrction from Trined Neurl Networks Using Rough Sets Alin Lzr nd Ishwr K. Sethi Vision nd Neurl Networks Lbortory Deprtment of Computer Science Wyne Stte University Detroit, MI 48 ABSTRACT

More information

Advanced Treatment of Wastewater from Food Waste Disposer in Modified Ludzack-Ettinger Type Membrane Bioreactor

Advanced Treatment of Wastewater from Food Waste Disposer in Modified Ludzack-Ettinger Type Membrane Bioreactor Environ. Eng. Res. June,7() : 59-6 Reserch Pper http://dx.doi.org/.449/eer..7..59 pissn 6-5 eissn 5-968X Advnced Tretment of Wstewter from Food Wste Disposer in Modified Ludzck-Ettinger Type Membrne Biorector

More information

MAX. As an increasingly larger share of Medicaid enrollees MEDICAID POLICY BRIEF

MAX. As an increasingly larger share of Medicaid enrollees MEDICAID POLICY BRIEF MAX CENTERS FOR MEDICARE & MEDICAID SERVICES MEDICAID POLICY BRIEF Brief 14 December 2012 The Avilbility nd Usbility of Behviorl Helth Orgniztion Encounter Dt in MAX 2009 Jessic Nysenbum, Ellen Bouchery,

More information

Cassia tora L. Creams Inhibit Psoriasis in Mouse Tail Model

Cassia tora L. Creams Inhibit Psoriasis in Mouse Tail Model Phrmceuticl Crops, 2012, 3, 1-6 1 Cssi tor L. Crems Inhibit Psorisis in Mouse Til Model Open Access Mnmohn Singhl* nd Nirj Knsr School of Phrmceuticl Sciences, Jipur Ntionl University, Jipur, Rjsthn, Indi

More information

Quality Evaluation of Entrepreneur Education on Graduate Students Based on AHP-fuzzy Comprehensive Evaluation Approach ZhongXiaojun 1, WangYunfeng 2

Quality Evaluation of Entrepreneur Education on Graduate Students Based on AHP-fuzzy Comprehensive Evaluation Approach ZhongXiaojun 1, WangYunfeng 2 Interntionl Journl of Engineering Reserch & Science (IJOER) ISSN [2395-6992] [Vol-2, Issue-1, Jnury- 2016] Qulity Evlution of Entrepreneur Eduction on Grdute Students Bsed on AHP-fuzzy Comprehensive Evlution

More information

Lump-Sum Distributions at Job Change, p. 2

Lump-Sum Distributions at Job Change, p. 2 Jnury 2009 Vol. 30, No. 1 Lump-Sum Distributions t Job Chnge, p. 2 E X E C U T I V E S U M M A R Y Lump-Sum Distributions t Job Chnge GROWING NUMBER OF WORKERS FACED WITH ASSET DECISIONS AT JOB CHANGE:

More information

Distributions. (corresponding to the cumulative distribution function for the discrete case).

Distributions. (corresponding to the cumulative distribution function for the discrete case). Distributions Recll tht n integrble function f : R [,] such tht R f()d = is clled probbility density function (pdf). The distribution function for the pdf is given by F() = (corresponding to the cumultive

More information

How To Get A Free Phone Line From A Cell Phone To A Landline For A Business

How To Get A Free Phone Line From A Cell Phone To A Landline For A Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

A generic Decision Support System for integrated weed management

A generic Decision Support System for integrated weed management A generic Decision Support System for integrted weed mngement By: Per Rydhl, IPM Consult, Denmrk nd: Nicols Munier-Jolin (INRA), Frnce Robert Msin, University of Pdov, Itly Murizio Sttin (IBAF-CNR), Itly

More information

STATUS OF LAND-BASED WIND ENERGY DEVELOPMENT IN GERMANY

STATUS OF LAND-BASED WIND ENERGY DEVELOPMENT IN GERMANY Yer STATUS OF LAND-BASED WIND ENERGY Deutsche WindGurd GmbH - Oldenburger Strße 65-26316 Vrel - Germny +49 (4451)/9515 - info@windgurd.de - www.windgurd.com Annul Added Cpcity [MW] Cumultive Cpcity [MW]

More information

Evaluation of sequential extraction procedures for soluble and insoluble hexavalent chromium compounds in workplace air samples

Evaluation of sequential extraction procedures for soluble and insoluble hexavalent chromium compounds in workplace air samples Evlution of sequentil extrction procedures for soluble nd insoluble hexvlent chromium compounds in workplce ir smples Kevin Ashley,* Gregory T. Applegte, x A. Dle Mrcy, b Nthlie Crbin d nd Mrtine Demnge

More information

Operations with Polynomials

Operations with Polynomials 38 Chpter P Prerequisites P.4 Opertions with Polynomils Wht you should lern: Write polynomils in stndrd form nd identify the leding coefficients nd degrees of polynomils Add nd subtrct polynomils Multiply

More information

model numbers. To be meticulous, we've included the manufacturers' model numbers, too Using CATALOG 72 is ENJOYABLE It's

model numbers. To be meticulous, we've included the manufacturers' model numbers, too Using CATALOG 72 is ENJOYABLE It's CATALOG 72 first combined ctlog of VWR Scientific (formerly Vn Wters & Rogers/Will Scientific) 1,328 pges with the brodest line of superior lbortory instrumenttion nd supplies nywhere. Shopping CATALOG

More information

Health Information Systems: evaluation and performance of a Help Desk

Health Information Systems: evaluation and performance of a Help Desk 536 Digitl Helthcre Empowering Europens R. Cornet et l. (Eds.) 2015 Europen Federtion for Medicl Informtics (EFMI). This rticle is published online with Open Access by IOS Press nd distributed under the

More information

Introducing Kashef for Application Monitoring

Introducing Kashef for Application Monitoring WextWise 2010 Introducing Kshef for Appliction The Cse for Rel-time monitoring of dtcenter helth is criticl IT process serving vriety of needs. Avilbility requirements of 6 nd 7 nines of tody SOA oriented

More information

Estimating Exchange Rate Exposures:

Estimating Exchange Rate Exposures: Estimting Exchnge Rte Exposures: Issues in Model Structure * Gordon M. Bodnr ** Pul H. Nitze School of Advnced Interntionl Studies, The Johns Hopkins University 1740 Msschusetts Avenue NW Wshington, DC

More information

Simulation of operation modes of isochronous cyclotron by a new interative method

Simulation of operation modes of isochronous cyclotron by a new interative method NUKLEONIKA 27;52(1):29 34 ORIGINAL PAPER Simultion of opertion modes of isochronous cyclotron y new intertive method Ryszrd Trszkiewicz, Mrek Tlch, Jcek Sulikowski, Henryk Doruch, Tdeusz Norys, Artur Srok,

More information

How To Reduce Telecommunictions Costs

How To Reduce Telecommunictions Costs Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

Section 5.2, Commands for Configuring ISDN Protocols. Section 5.3, Configuring ISDN Signaling. Section 5.4, Configuring ISDN LAPD and Call Control

Section 5.2, Commands for Configuring ISDN Protocols. Section 5.3, Configuring ISDN Signaling. Section 5.4, Configuring ISDN LAPD and Call Control Chpter 5 Configurtion of ISDN Protocols This chpter provides instructions for configuring the ISDN protocols in the SP201 for signling conversion. Use the sections tht reflect the softwre you re configuring.

More information

The Velocity Factor of an Insulated Two-Wire Transmission Line

The Velocity Factor of an Insulated Two-Wire Transmission Line The Velocity Fctor of n Insulted Two-Wire Trnsmission Line Problem Kirk T. McDonld Joseph Henry Lbortories, Princeton University, Princeton, NJ 08544 Mrch 7, 008 Estimte the velocity fctor F = v/c nd the

More information

GAO HOME MORTGAGE INTEREST DEDUCTION. Despite Challenges Presented by Complex Tax Rules, IRS Could Enhance Enforcement and Guidance

GAO HOME MORTGAGE INTEREST DEDUCTION. Despite Challenges Presented by Complex Tax Rules, IRS Could Enhance Enforcement and Guidance GAO United Sttes Government Accountbility Office Report to the Joint Committee on Txtion July 2009 HOME MORTGAGE INTEREST DEDUCTION Despite Chllenges Presented by Complex Tx Rules, IRS Could Enhnce Enforcement

More information

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job RtSWD Reserch Notes Reserch Note No. 11 Previously relesed s RtSWD Working Pper No. 15 Popultion Aging nd Trends in the Provision of Continued Eduction Regin T. Riphhn, Prvti Trübswetter 2007 Reserch Notes

More information

I calculate the unemployment rate as (In Labor Force Employed)/In Labor Force

I calculate the unemployment rate as (In Labor Force Employed)/In Labor Force Introduction to the Prctice of Sttistics Fifth Edition Moore, McCbe Section 4.5 Homework Answers to 98, 99, 100,102, 103,105, 107, 109,110, 111, 112, 113 Working. In the lnguge of government sttistics,

More information

4.11 Inner Product Spaces

4.11 Inner Product Spaces 314 CHAPTER 4 Vector Spces 9. A mtrix of the form 0 0 b c 0 d 0 0 e 0 f g 0 h 0 cnnot be invertible. 10. A mtrix of the form bc d e f ghi such tht e bd = 0 cnnot be invertible. 4.11 Inner Product Spces

More information

Free Serum Testosterone Level in Male Rats Treated with Tribulus Alatus Extracts

Free Serum Testosterone Level in Male Rats Treated with Tribulus Alatus Extracts Investigtive Urology Triulus Altus Extrcts nd Testosterone Level Interntionl Brz J Urol Vol. 33 (4): 554-559, July - August, 2007 Free Serum Testosterone Level in Mle Rts Treted with Triulus Altus Extrcts

More information

Why is the NSW prison population falling?

Why is the NSW prison population falling? NSW Bureu of Crime Sttistics nd Reserch Bureu Brief Issue pper no. 80 September 2012 Why is the NSW prison popultion flling? Jcqueline Fitzgerld & Simon Corben 1 Aim: After stedily incresing for more thn

More information

Navy Asbestos Medical Surveillance Program 1990 1999: Demographic Features and Trends in Abnormal Radiographic Findings

Navy Asbestos Medical Surveillance Program 1990 1999: Demographic Features and Trends in Abnormal Radiographic Findings MILITARY MEDICINE, 171, 8:717, 2006 Nvy Asbestos Medicl Surveillnce Progrm 1990 1999: Demogrphic Fetures nd Trends in Abnorml Rdiogrphic Findings Gurntor: Dnielle M. Dell, MPH Contributors: Dnielle M.

More information

ARTICLE IN PRESS. i n t e r n a t i o n a l j o u r n a l o f m e d i c a l i n f o r m a t i c s x x x ( 2 0 1 2 ) xxx xxx

ARTICLE IN PRESS. i n t e r n a t i o n a l j o u r n a l o f m e d i c a l i n f o r m a t i c s x x x ( 2 0 1 2 ) xxx xxx IJB-2938; No. of Pges 12 i n t e r n t i o n l j o u r n l o f m e d i c l i n f o r m t i c s x x x ( 2 0 1 2 ) xxx xxx j ourn l homepge: www.ijmijournl.com Description nd comprison of qulity of electronic

More information

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons Contextulizing NSSE Effect Sizes: Empiricl Anlysis nd Interprettion of Benchmrk Comprisons NSSE stff re frequently sked to help interpret effect sizes. Is.3 smll effect size? Is.5 relly lrge effect size?

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

Project Recovery. . It Can Be Done

Project Recovery. . It Can Be Done Project Recovery. It Cn Be Done IPM Conference Wshington, D.C. Nov 4-7, 200 Wlt Lipke Oklhom City Air Logistics Center Tinker AFB, OK Overview Mngement Reserve Project Sttus Indictors Performnce Correction

More information

2001 Attachment Sequence No. 118

2001 Attachment Sequence No. 118 Form Deprtment of the Tresury Internl Revenue Service Importnt: Return of U.S. Persons With Respect to Certin Foreign Prtnerships Attch to your tx return. See seprte instructions. Informtion furnished

More information

COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE. Skandza, Stockholm ABSTRACT

COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE. Skandza, Stockholm ABSTRACT COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE Skndz, Stockholm ABSTRACT Three methods for fitting multiplictive models to observed, cross-clssified

More information

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown GAO United Sttes Generl Accounting Office Report to the Chirmn, Subcommittee on Oversight, Committee on Wys nd Mens, House of Representtives April 2001 IRS AUDIT RATES Rte for Individul Txpyers Hs Declined

More information

Improving Library Users' Perceived Quality, Satisfaction and Loyalty: An Integrated Measurement and Management System

Improving Library Users' Perceived Quality, Satisfaction and Loyalty: An Integrated Measurement and Management System Improving Librry Users' Perceived Qulity, Stisfction nd Loylty: An Integrted Mesurement nd Mngement System by Anne Mrtensen nd Lrs Gr0nholdt This rticle describes the development nd ppliction of structurl

More information

Fundamentals of Analytical Chemistry

Fundamentals of Analytical Chemistry Homework Fundmentls of Anlyticl hemistry 7-0,, 4, 8, 0, 7 hpter 5 Polyfunctionl Acids nd Bses Acids tht cn donte more thn proton per molecule Strong cid H SO 4 Severl wek cids Well behved dissocition For

More information

Portfolio approach to information technology security resource allocation decisions

Portfolio approach to information technology security resource allocation decisions Portfolio pproch to informtion technology security resource lloction decisions Shivrj Knungo Deprtment of Decision Sciences The George Wshington University Wshington DC 20052 knungo@gwu.edu Abstrct This

More information

THE PARAMETERS OF TRAPS IN K-FELDSPARS AND THE TL BLEACHING EFFICIENCY

THE PARAMETERS OF TRAPS IN K-FELDSPARS AND THE TL BLEACHING EFFICIENCY GEOCHRONOMETRIA Vol. 2, pp 15-2, 21 Journl on Methods nd Applictions of Asolute Chronology THE PARAMETERS OF TRAPS IN K-FELDSPARS AND THE TL BLEACHING EFFICIENCY ALICJA CHRUŒCIÑSKA 1, HUBERT L. OCZKOWSKI

More information

Supporting Information for. Flow cytometer-based high throughput screening system for accelerated directed evolution of P450 monooxygenases

Supporting Information for. Flow cytometer-based high throughput screening system for accelerated directed evolution of P450 monooxygenases Supporting Informtion for Flow cytometer-bsed high throughput screening system for ccelerted directed evolution of P450 monooxygenses Ann Joelle Ruff 1#, Alexnder Dennig 1#, Georgette Wirtz 1, Miln Blnus

More information