Reducing accidents in the mining industry an integrated approach

Size: px
Start display at page:

Download "Reducing accidents in the mining industry an integrated approach"

Transcription

1 Syopi Reducig ccidet i the miig iduty itegted ppoch by J.C. Je* d A.C. Bet* The pltium miig iduty h expeieced igifict icee i ftl ccidet. Mie ccidet e i piciple pevetble, d thee i eomou peue o employe to evee thi ted. Thi ppe eview fety mgemet ytem (SMS) well behviou-bed fety (BBS). Bed o the eview, SWOT lye e pefomed o the SMS d BBS pocee d model of itegted fety mgemet ytem (ISMS) i itoduced. A umbe of ftl ccidet i lyed to idetify fcto tht cotibuted to ccidet i the miig iduty. Theefte the potetil wekee of SMS of pltium mie e expoed d the potetil beefit of implemetig the ISMS fo thi ce tudy e demotted. o the employe. Employe deped get del o fety mgemet ytem (SMS) i thei edevou to elimite ufe coditio. Thi, howeve, doe ot effectively dde t-ik behviou tht, ccodig to Schutte3, cotibute to 88% of wokplce ccidet. To combt thi thet, my ogiztio e implemetig wht i efeed to behviou-bed fety (BBS) pogmme. The pupoe of thi eech poject w to develop itegted fety mgemet ytem (ISMS), which icopote the pect of BBS with covetiol fety mgemet pctice. Litetue eview T c t i o P p e Sfety mgemet ytem Itoductio Ftl ccidet i the Noth-Wet miig egio of South Afic hve iceed igifictly ice 1999 (ee Figue 11). Duig 2002 the Noth-Wet egio expeieced the wot eve ye i tem of totl ftlitie, which i oe idicto of fety pefomce*. The ftlity te (deth pe employee) iceed fom 0.61 i 2001 to 0.86 i I 2003 it w gi Howeve, the pltium iduty, which i motly bed i the Noth-Wet Povice, h bee expdig i the pt few ye d i ubequetly fcig the ik ocited with iceed miig depth well loge tmmig ditce. Figue 2 how the umbe of ftl ijuie ocited with pltium mie i South Afic1. While expio i citicl fo employmet d ecoomic gowth i South Afic, it cot be doe t the expee of helth d fety. Ude the Mie Helth d Sfety Act (MHSA)2, the pimy epoibility fo euig helthy d fe eviomet et *It mut be oted tht thee e othe idicto of fety pefomce, e.g. dy lot, d omlizig goup of idicto would povide fo moe meigful compio of fety pefomce The Itetiol Lbou Ogitio (ILO) h developed voluty guidelie4 tht ought to cotibute to the fegudig of woke fom hzd log with the elimitio of wok-elted ijuie, ill helth, diee, icidet d deth. Howeve, it i ecey to etblih occuptiol fety d helth (OSH) policie to povide diectio fo deciio-mkig though fomlized fety mgemet ytem (SMS). Hemu5 emphize the impotce of ivolvig woke d thei epeettive diectly i the OSH deciio-mkig poce. The ecey OSH competece equiemet mut be defied d gemet etblihed d mitied to eue tht ll peo e competet to cy out the fety d helth pect of thei dutie d epoibilitie. Meuble pecific OSH objective coitet with the OSH policy hould be etblihed fo the ogiztio. Thee objective hve to be coitet with elevt d pplicble tiol lw d egultio, well the techicl d buie obligtio of the * Deptmet of Egieeig d Techology Mgemet, Uiveity of Petoi, Petoi. The South Afic Ititute of Miig d Metllugy, SA ISSN X/ Ppe eceived J. 2005; evied ppe eceived Sep The Joul of The South Afic Ititute of Miig d Metllugy VOLUME 105 REFEREED PAPER NOVEMBER

2 Reducig ccidet i the miig iduty itegted ppoch Figue 1 Numbe of ftlitie i the Noth-Wet egio of South Afic Figue 2 Numbe of ftlitie i South Afic pltium mie ogiztio with egd to OSH. Hzd d ik to the fety d helth of woke hould be idetified d eed o ogoig bi. Pevettive d potective meue hould be implemeted i the followig ode of pioity6: Elimite the hzd/ik Cotol the hzd/ik t ouce, though the ue of egieeig cotol o ogiztiol meue Miimize the ik/hzd by the deig of fe wok ytem, which iclude dmiittive cotol meue Whee eidul hzd/ik cot be cotolled by collective meue, the employe hould povide fo ppopite peol potective equipmet d implemet meue to eue it ue d mitece. The impct o OSH of itel chge, uch thoe i tffig o due to ew pocee o wokig pocedue, well extel chge, fo exmple eult of medmet of tiol lw o developmet i techology, hould be evluted d ppopite pevettive tep tke to mitigte ik pio to the itoductio of chge. Emegecy pevetio, pepede d epoe gemet hould be etblihed d mitied. Pocuemet pocedue hould be etblihed d mitied to eue tht complice with fety d helth equiemet fo the ogiztio i idetified, evluted d icopoted ito puchig d leig pecifictio. Agemet hould lo be etblihed d mitied fo euig tht the fety d helth equiemet of the ogiztio e pplied to cotcto d thei woke. Pocedue to moito, meue, d ecod OSH pefomce o egul bi hould be developed, etblihed d peiodiclly eviewed. The ivetigtio of the oigi d udelyig cue of wok-elted ijuie, ill helth, diee d icidet hould idetify y filue i the OSH mgemet ytem d hould be documeted. Coective ctio eultig fom uch ivetigtio hve to be implemeted to void ecuece. Agemet to coduct peiodic udit hould be etblihed i ode to detemie whethe the OSH mgemet ytem d it elemet e i plce, dequte d effective i potectig the fety d helth of woke d pevetig icidet. Regul mgemet eview hould evlute the ovell ttegy of the OSH mgemet ytem to detemie whethe it meet pled pefomce objective. Agemet hould be etblihed d mitied fo pevettive d coective ctio eultig fom OSH mgemet ytem pefomce moitoig d meuemet, OSH mgemet ytem udit d mgemet eview. Thee gemet hould iclude idetifyig d lyig the oot cue of y ocofomity, well the iititig, plig d implemetig of coective d pevettive ctio i ppopite d timely me. Agemet hould be etblihed d mitied fo the cotiul impovemet of the elevt elemet of the OSH mgemet ytem d the ytem whole. The fety d helth pocee d pefomce of the ogiztio hould be comped with othe ogiztio i the me miig ecto to impove helth d fety pefomce. Behviou-bed fety The phe behviou-bed fety (BBS) efe to the ue of pplied behviou lyi method to chieve impovemet i fety pefomce7. To ctully chieve log-tem cotiuou impovemet, thee method eed to be coupled with igifict employee ivolvemet. Oce it h bee etblihed, the behviou-bed cotiuou impovemet fety poce epeet cloed loop, idicted i Figue 3. The eo to focu o behviou i tht whe icidet occu, behviou i the cucil fil pthwy tht big othe fcto togethe i dvee outcome. Theefoe, ogoig, uptem meuemet of citicl tik behviou povide the mot igifict idicto of wokplce fety7. The t-ik behviou i quetio e the wok pctice of the ogiztio, which e eceily itewove with mgemet ytem, icludig fety ytem. A the fequecy of t-ik behviou eclte, the pobbility tht ijuie will occu icee. Kue7 futhe miti tht the behviou-bed ppoch impove fety ttitude d cultue by idetifyig d the mgig chge i the behviou tht e citicl to fety. 720 NOVEMBER 2005 VOLUME 105 REFEREED PAPER The Joul of The South Afic Ititute of Miig d Metllugy

3 Reducig ccidet i the miig iduty itegted ppoch Figue 3 The behviou-bed fety poce Attitude e fomed by peceptio, the poce by which people elect, ogize, itepet, eceive d epod to ifomtio fom the wold oud them. Fomlly defied8, ttitude i pedipoitio to epod i poitive o egtive wy to omeoe o omethig i oe eviomet. Attitude focu o pecific people o object. A ttitude eult i iteded behviou; thi itetio my o my ot be cied out i give cicumtce. Figue 4 illutte ttitude ccompied by peceptio d behviou. Mot people tully egite the equece of ttitude chge followed by chge i behviou, but Lud d Ao9 put fowd moe compeheive model idictig tht behviou chge lo cue chge i ttitude (ee Figue 5). Becue behvioul ciece povide method fo meuig d mgig the m of behviou, it cut though the idiecte of idividul ctio. Kue7 theefoe gue tht thee i o eed fo detou tht ddee ttitude fit to get to behviou lte. Behvioul om e the vey het of cultue, o chge i behvioul om i cetl to y ucceful cultue chge effot. Kue futhe clim the bic tool of pplied behviou lyi i kow ABC (Atecedet, Behviou d Coequece) lyi. I tem of thi lyi, tecedet i evet tht tigge obevble behviou. A coequece i y evet tht follow fom tht behviou. Although the tecedet i impott, pplied behviou lyi demotte tht coequece e moe poweful detemit of behviou th tecedet. O it ow, the tecedet doe ot diectly detemie the behviou. Ited tecedet elicit ceti behviou becue they igl o pedict coequece. It i the gol of ABC lyi to dicove which tecedet d coequece e ifluecig pticul behviou. Oce thee fcto e kow, they c be chged; d whe the tecedet d coequece chge, behviou chge. I ummy, tecedet d coequece ifluece behviou i diffeet wy. Coequece hve poweful d diect ifluece o behviou, whilt tecedet hve idiect ifluece o behviou, pimily evig to pedict coequece. I dditio to dicoveig tht coequece e toge th tecedet, ome coequece e toge th othe. Thee e thee fetue tht detemie which coequece e toge th othe7: Timig coequece tht follow oo fte ctio ifluece behviou moe effectively th coequece tht occu lte Cetity coequece tht i ceti ifluece behviou moe powefully th upedictble o uceti coequece Sigificce poitive coequece h toge ifluece th egtive coequece. Thee thee ule me tht the coequece, which hve the mot powe to ifluece behviou, e thoe which e imulteouly oo, ceti d poitive. By cott, the weket coequece e the oe tht e lte, uceti d egtive. It i ot the poit of BBS mgemet to chge hum tue, but the to chge the fety cultue i ode to ue the tue of behviou i fvou of fety ited of git it. Thi mout to deviig coequece fo fety tht e oo, ceti d poitive. The iitil oo-ceti-poitive coequece i fvou of fe behviou build ew ttitude towd fety. Thee ew ttitude, i tu, become the ouce of both bode d moe fiely tued ttetio to fety, bigig ew oo-ceti-poitive coequece to be o the fety pefomce of the ogiztio. I thi wy, cotiuou impovemet poce i etblihed, becomig fety mechim. Alogy betwee tditiol SMS d the BBS pocee Bed o the litetue eview of SMS d BBS pocee, SWOT lye hve bee pefomed9 o both pocee to eve bi fom which the imilitie d diffeece betwee the SMS d BBS pocee e highlighted. Tble I d II ummize the SWOT lye10. Cocluio fom the SWOT lyi The litetue eview of the mjo ted i the field of fety mgemet evel tht the tditiol ytem ppoch to occuptiol helth d fety tem fom the ide tht withi compie, juio mge, upevio d woke T c t i o P p e The Joul of The South Afic Ititute of Miig d Metllugy VOLUME 105 REFEREED PAPER NOVEMBER

4 Reducig ccidet i the miig iduty itegted ppoch Figue 4 Behviou impct Figue 5 Model fo ccidet pevetio o the floo tke thei cue fom the top. Reductio i the icidece of occuptiol ijuy d diee i ought by doptig ytemtic ppoch to pevetio, which ivolve the idetifictio of hzd, the plig d moitoig of pevettive meue, d itegtig helth d fety elted citei ito outie wok d deciio t ll level of the ogiztio. Although employee ivolvemet povide the me though which woke develop d expe thei ow commitmet to fety d helth, fety mgemet ytem e ofte too ytem focued, with ot eough egd fo hum fcto. Thi c be coected by itegtig the poitive pect of behvioul-bed fety pocee ito thee tditiol fety mgemet ytem. Coceptul model of itegted fety mgemet ytem It i popoed to itegte the poitive pect of SMS d BBS to fom itegted fety mgemet ytem (ISMS), idicted i Figue 610. The tditiol fety mgemet ytem i eviged to fom the bckboe of the ISMS. The fety mgemet ytem tdd would povide the me fo ogiztio to mge d cotol ik. The poitive pect ocited with BBS will be exploited to develop employee pticiptio itegl compoet of the etie ytem. Lewi11 clim tht pticiptive mgemet i oe wy tht ogiztio c etblih uppotive eviomet. Schutte3 foud tht ubttil pt of the wokfoce peceive tht the wy they e teted impct egtively o thei job ttitude. A commitmet to good copote buie d ocil pctice i theefoe fudmetl to povidig the bi fo the popoed ISMS. The wokfoce i lo le tolet of tditiol hiechicl tuctue. Applyig hd-oed tctic to ubodite become demolizig. Fot-lie upevio coequetly hve get del of ifluece ove fety effot d fety cultue. Lede mut hve the bility to lig, motivte d ecouge employee i wy tht will cete d ehce hmoiou d motivtig wok eviomet, coducive to committed d empoweed wok foce. 722 NOVEMBER 2005 VOLUME 105 REFEREED PAPER The Joul of The South Afic Ititute of Miig d Metllugy

5 Reducig ccidet i the miig iduty itegted ppoch Tble I SWOT lyi of SMS pocee Stegth Diect compy towd complice Stog emphi o tiig, icidet ivetigtio d ik emet Mge key ik d theeby decee the potetil fo icidet d ijuie Povide the poce to mge chge Stog focu o plt d equipmet Wekee Oppotuitie Move towd cotiuou impovemet though implemetig ecommedtio fom ik emet d icidet ivetigtio Collbotio betwee mgemet d woke o egultoy complice iue Cotibute towd ccomplihig cceptble fety cultue Sfety-elted icidet e viewed oppotuity to idetify ytem filue d theefoe impove the ytem Idequte employee pticiptio big bout little, if y, fotlie owehip Alwy t ik of becomig mee ppe execie Too ytem focued with ot eough egd fo hum fcto A ifeio SMS c hve detuctive ifluece o ogiztio Ove-elit o tiig fety cultue, fo exmple whe: Meue lggig idicto Icidet lyi cete i of mitut d fult-fidig - Sfety icetive pogmme dicouge ijuy epotig Accoutbility pocee fil to ecogize idividul fo thei ccomplihmet The bece of ijuie led my mge to coclude eoeouly tht people e wokig fely Thet T c t i o P p e Tble II SWOT lyi of BBS pocee Stegth Povide focu o helth d fety Ehce itel gol chievemet Povide the oppotuity fo high level of employee ivolvemet Povide employee with cle udetdig of fe/ufe behviou Ucove bie to fe behviou Pee peue ct towd, the th git fety (d i elly pee uppot) Utilize the bic mgemet piciple of meuemet to elize impovemet. Wekee Oppotuitie Cete et of fety ule tht e ccepted though ivolvemet Chge the woke poo peceptio of fety Set cotiuou impovemet i motio Get moe employee ctively ivolved. Thet Behvioul item tht e ucceptble to the wokfoce e likely to Mot uio e likely to eet effot fom mgemet to be eeted d igoed commuicte diectly with the employee Lw of mplig could be diegded duig the dt collectio poce. The cuet low level of eductio of employee my pevet the Cptuig of dt ofte poblemtic mjoity of woke fom becomig obeve Scheme ted to focu o type of ik tht e eily obevble d epetitive. Supevio my fil to uppot the poce ice the iitil chge Qulity of feedbck deped o commitmet of upevio itelf i diuptive to thei miio Chllegig to implemet without mkig ue of coultt. Sytem tht Supevio my eet the tk of obeve uwted deped o extel uppot time d gi fil oce the coultt withdw itefeece The o blme tue of the BBS ppoch doe ot del with the poblem of If mgemet doe ot ewd obeve fo collectig dt, they cotiul offede who eit pee peue will top tkig obevtio If mgemet doe ot ppecite good uggetio d ide, obeve will oo tie of offeig them. Occuptiol fety d helth mgemet i the miig iduty Alyi of ftl ccidet i the miig iduty The mi objective of thi pt of the ivetigtio w to idetify the bic d idiect cue of ftl ccidet i miig i ode to detemie whee cuet fety mgemet ytem fll hot. A ue-fiedly ytemtic ivetigtio techique hd bee developed to look beyod the eo d violtio of idividul by me of exmiig the cotibutig fcto ledig to thee occuece12. The im w to idetify locl fcto d filue withi the bode ogiztio d poductive ytem, e.g. tiig, commuictio, opetig pocedue, icomptible gol, ogiztiol cultue, equipmet, etc., tht cotibuted to the icidet. The lyi i boud to icidece i the Rutebug e of the Noth-Wet Regio fo 2003, obtied fom the tiol Deptmet of Miel d Eegy. Ifomtio bout the ge of the deceed, thei wok expeiece, the time of the ccidet, well the depth below ufce w obtied fom the Deptmet of Miel d Eegy. A epeettive pecetge of thee ccidet (69%) w futhe lyed by goig though the officil equiie ito the ccidet. Fll of goud o cve-i wee foud to be the highet cue of ftlitie, followed by tmmig, exploive d mchiey. The mjoity of ccidet occued duig the The Joul of The South Afic Ititute of Miig d Metllugy VOLUME 105 REFEREED PAPER NOVEMBER

6 Reducig ccidet i the miig iduty itegted ppoch Popeou Buie Supeviio, Mgemet d Ledehip Sfety Mgemet Sytem Stdd Employee Pticiptio Soud Copote Buie d Socil Pctice Figue 6 Popoed itegted fety mgemet ytem (ISMS) moig hift whe ely exmitio tke plce d wokig plce e beig mde fe. A ditubig fct i tht 33% of the ftlly ijued wee i upevioy poitio, idictig poible idequte fety wee. The vege wok expeiece of the ftlitie w detemied to be ppoximtely 6 ye. The let expeieced employee e how to be t highet ik. Thi ot oly cete chllege to expdig mie, but lo whee mediclly icpcitted employee hve to be ubtituted, e.g. though the HIV pdemic, which will excebte thi poblem. Attetio i lo dw to the icee i ik employee become moe complcet oce they hve bee doig the job fo exteded peiod, i.e. fo moe th 10 ye (ee Figue 7). The oot cue of the ftl ccidet wee detemied ccodig to the ctegoie, which e coideed i the pltium miig iduty: Complice (64%) Complice d ytem (12%), i.e. pect tht e ctegoized eithe complice iue, o ytem iue Stdd (6%) Sytem (18%), which iclude pocedue. Complice iue epeeted bout 70% of ll the ftl ccidet. Sytem filue cotibuted to 24% of the ftl ccidet. Stdd eem to be bette i hd. Although ytem filue eem to cotibute much le to ftl ccidet th complice iue, it would be pudet to ivetigte fety mgemet ytem i moe detil. The fety mgemet ytem of pecific pltium mie w ubequetly udited d the eult lyed ce tudy. Alyi of the pltium mie fety mgemet ytem The cuet SMS of the ce tudy mie w evluted git the popoed foml ISMS13. A itel tem ude the guidce of extel led udito coducted the udit. Thee i bolutely cle policy tht pomote fety d helth. It w obviou tht compeheive hzd eview poce exit d tht hzd cotol e i plce. Although oppotuitie e povided fo ll employee to ifluece the fety d helth pogmme opetio, oly few pticipte d moe employee ivolvemet ought to be ecouged. A highe level of viible mgemet ivolvemet i equied to demotte commitmet. Membe of mgemet t ll level hould dde the fety behviou of othe by cochig d coectig poo behviou. The eifocemet of good behviou theefoe eed to be give moe ttetio. A fety d helth tiig pogmme fo mgemet doe ot exit. Recommedtio fo ucceful implemettio of the ISMS t the pltium mie Etblihig cultue fvouble towd fe behviou i poible if the ledehip withi the ogiztio i peped to embk o poce to chge the exitig ogiztiol cultue. Thi chge poce h to be popely mged, becue it i ofte extemely difficult fo mge to give up uthoity d fo employee to tlte tht uede of powe ito ltig impovemet i qulity d poductivity. At-ik behviou, the fil pthwy to ccidet d ijuie, e obevble, meuble d mgeble evet. Fll of goud, tmmig, exploive d mchiey wee idetified the mot igifict ik i pltium miig. At-ik behviou ocited with thee key ik hould be moitoed to povide ledig idicto of wokplce fety. I dditio, et of ule hould be ceted to del with ech of thee hzd. The mie mut ctively puue the idetifictio d emovl of bie to fe behviou. A tted elie, ytem behviou e dive by coequece. Whe wokfoce outiely egge i t-ik behviou, oe c be ceti tht the behviou i beig eifoced by tully occuig coequece tht uppot tht behviou. Thoe coequece epeet bie to fe behviou, which geelly fll ito oe of the followig eight ctegoie: Hzd ecogitio Digeemet o fe pctice 724 NOVEMBER 2005 VOLUME 105 REFEREED PAPER The Joul of The South Afic Ititute of Miig d Metllugy

7 Reducig ccidet i the miig iduty itegted ppoch Numbe of employee <2 Ye 2 d <4 Ye 4 d <6 Ye 6 d <8 Ye Wok expeiece Figue 7 Ted i the wok expeiece of ftlly ijued employee 8 d <10 Ye <10 Ye T c t i o P p e Peol choice Peol fcto Cultul bie Ieffective buie ytem Ippopite ewd Egoomic bie. The exitig SMS of the mie i emi-foml ytem tht evolved ove the ye. Implemetig the ISMS peet the mie with ll the dvtge of foml SMS. I dditio, it offe ttig poit fom which to fote gete employee pticiptio. Ltly, it give the eio mgemet tem the oppotuity to embce the mot ppopite ledehip tyle to poitio the mie potetil lede i the field of fety mgemet i the pltium iduty. Cocluio To etblih fety wokfoce lifetyle d key pioity cete mjo d excitig chllege to the miig iduty. Thee i tog evidece tht ogiztiol cultue i mjo pecoditio foteig fe behviou. Employee e moe likely to go beyod thei job deciptio if they e tified with thei job, peceive tht thei upevio e uppotive d coidete, d believe tht they e teted fily by the ogiztio. Effective lede c ipie thei people, d mke eveybody feel poud to be pt of the ogiztio. Cetig uch climte ivolve multifceted mgemet chllege d excellece co bod ge of kill, d ophiticted ogiztiol uppot i equied to mge the poce effectively. At-ik tk elted behviou e the fil commo pthwy fo lmot ll icidet. Sfe behviou loe, howeve, i ot eough. Foml mgemet ytem povide the me fo ogiztio to mge d cotol ik. The bet ik mgemet ttegy i oe tht pemetly elimite the hzd the th elyig o woke ctio to educe the ik. A ik mgemet ttegy become moe depedet o pocedue, wig d PPE, it elibility i geelly coideed to be lowe. A thi occu, employee behviou become iceigly impott compoet of the fety ytem. Filly, lthough the potetil vlue of popoed itegted fety mgemet ytem (ISMS) i decibed i the cotext of oe pltium mie ce tudy to dde thee cocluio, the tue log-tem vlue of uch ISMS mut be demotted d veified i the miig ecto t lge. Refeece 1. DEPARTMENT OF MINERALS AND ENERGY (DME). Aul Repot 2002/ DEPARTMENT OF MINERALS AND ENERGY (DME). Regultio ude the Mie Helth d Sfety Act, 1996 (Act 29 of 1996). Regultio umbe 786, Govemet Gzette, No SCHUTTE, P. A ucce fcto model to etblih d mge hmoiou d motivtig wok eviomet, coductive to committed d empoweed wok foce, utied helth, fety d cofomce. SIMRAC Poject N GEN 511, INTERNATIONAL LABOUR ORGANISATION (ILO). Guidelie o occuptiol fety d helth mgemet ytem. ILO-OSH 2001, Geev, Itetiol Lbou Office, HERMANUS, M.A. Ted i occuptiol helth d fety policy d egultio iue d chllege fo South Afic. Tkemi Pogm i Itetiol Helth, Hvd School Public Helth, pp LONMIN PLATINUM. SHEC Rik Aemet d Mgemet KRAUSE, T.R. The Behviou-Bed Sfety Poce. Secod Editio, New Yok, Joh Wiley & So, SCHERMERHORN, J.R., HUNT, JG., d OSBORN, R.N. Ogiztiol Behvio. Seveth Editio, New Yok, Joh Wiley & So, pp LUND, J. d AARO, L.E. Accidet pevetio. Peettio of model plcig emphi o hum, tuctul d cultul fcto. Sfety Sciece, vol. 42, pp JANSEN, J.C. Reducig ccidet i the miig iduty A itegted ppoch. Deptmet of Egieeig d Techology Mgemet, Uiveity of Petoi, pp LEWIS, P.S., GOODMAN, S.H., d FANDT, P.M. Mgemet: Chllege i the 21t cetuy. Thid Editio, Ohio, South-Wete College Publihig, JANSEN, J.C. Reducig ccidet i the miig iduty A itegted ppoch. Deptmet of Egieeig d Techology Mgemet, Uiveity of Petoi, pp JANSEN, J.C. Reducig ccidet i the miig iduty A itegted ppoch. Deptmet of Egieeig d Techology Mgemet, Uiveity of Petoi, pp u The Joul of The South Afic Ititute of Miig d Metllugy VOLUME 105 REFEREED PAPER NOVEMBER

8 726 NOVEMBER 2005 VOLUME 105 REFEREED PAPER The Joul of The South Afic Ititute of Miig d Metllugy

Marketing Logistics: Opportunities and Limitations

Marketing Logistics: Opportunities and Limitations Mketig Logistics: Oppotuities d Limittios Pethip Vdhsidhu 1, Ugul Lpted 2 1 Gdute School, MBA i Itetiol Busiess, The Uivesity of the Thi Chmbe of Commece Vibhvdee-Rgsit Rod, Dideg, Bgkok, 10400, Thild

More information

THE PRINCIPLE OF THE ACTIVE JMC SCATTERER. Seppo Uosukainen

THE PRINCIPLE OF THE ACTIVE JMC SCATTERER. Seppo Uosukainen THE PRINCIPLE OF THE ACTIVE JC SCATTERER Seppo Uoukaie VTT Buildig ad Tapot Ai Hadlig Techology ad Acoutic P. O. Bo 1803, FIN 02044 VTT, Filad Seppo.Uoukaie@vtt.fi ABSTRACT The piciple of fomulatig the

More information

Orbits and Kepler s Laws

Orbits and Kepler s Laws Obits nd Keple s Lws This web pge intoduces some of the bsic ides of obitl dynmics. It stts by descibing the bsic foce due to gvity, then consides the ntue nd shpe of obits. The next section consides how

More information

Understanding Financial Management: A Practical Guide Guideline Answers to the Concept Check Questions

Understanding Financial Management: A Practical Guide Guideline Answers to the Concept Check Questions Udestadig Fiacial Maagemet: A Pactical Guide Guidelie Aswes to the Cocept Check Questios Chapte 4 The Time Value of Moey Cocept Check 4.. What is the meaig of the tems isk-etu tadeoff ad time value of

More information

Contact Us The College of Management - Academic Studies (COMAS ) Office of International Programs 7 Yitzhak Rabin Blvd. Rishon LeZion 7502501 Israel

Contact Us The College of Management - Academic Studies (COMAS ) Office of International Programs 7 Yitzhak Rabin Blvd. Rishon LeZion 7502501 Israel m a g o P Study hip e t I ad g i e i D m oga P l a ig atio i p e t A I el fo e a I i Lead g i De Cotact U The College of Maagemet - Academic Studie (COMAS ) Office of Iteatioal Pogam 7 Yitzhak Rabi Blvd.

More information

16. Mean Square Estimation

16. Mean Square Estimation 6 Me Sque stmto Gve some fomto tht s elted to uow qutty of teest the poblem s to obt good estmte fo the uow tems of the obseved dt Suppose epeset sequece of dom vbles bout whom oe set of obsevtos e vlble

More information

N V V L. R a L I. Transformer Equation Notes

N V V L. R a L I. Transformer Equation Notes Tnsfome Eqution otes This file conts moe etile eivtion of the tnsfome equtions thn the notes o the expeiment 3 wite-up. t will help you to unestn wht ssumptions wee neee while eivg the iel tnsfome equtions

More information

The Casino Experience. Let us entertain you

The Casino Experience. Let us entertain you The Csio Expeiee Let us eteti you The Csio Expeiee If you e lookig fo get ight out, Csio Expeiee is just fo you. 10 The Stight Flush Expeiee 25 pe peso This is get itodutio to gmig tht sves you moey Kik

More information

GFI EventsMnge vs Netikus.net EventSenty GFI Softwe www.gfi.com GFI EventsMnge vs Netikus.net EventSenty GFI EventsMnge EventSenty Who we e Suppot fo MS SQL Seve Suppot fo MSDE / MS SQL Expess Suppot fo

More information

Finance Practice Problems

Finance Practice Problems Iteest Fiace Pactice Poblems Iteest is the cost of boowig moey. A iteest ate is the cost stated as a pecet of the amout boowed pe peiod of time, usually oe yea. The pevailig maket ate is composed of: 1.

More information

Project Request & Project Plan

Project Request & Project Plan Poject Request & Poject Pla ITS Platfoms Cofiguatio Maagemet Pla Vesio: 0.3 Last Updated: 2009/01/07 Date Submitted: 2008/11/20 Submitted by: Stephe Smooge Executive Sposo: Gil Gozales/Moia Geety Expected

More information

(1) continuity equation: 0. momentum equation: u v g (2) u x. 1 a

(1) continuity equation: 0. momentum equation: u v g (2) u x. 1 a Comment on The effect of vible viscosity on mied convection het tnsfe long veticl moving sufce by M. Ali [Intentionl Jounl of Theml Sciences, 006, Vol. 45, pp. 60-69] Asteios Pntoktos Associte Pofesso

More information

Framework for Computation Offloading in Mobile Cloud Computing

Framework for Computation Offloading in Mobile Cloud Computing Famewok fo Computatio Offloadig i Mobile Cloud Computig Deja Kovachev ad Ralf Klamma Depatmet of Ifomatio Sytem ad Databae RWTH Aache Uiveity Abtact The iheetly limited poceig powe ad battey lifetime of

More information

Screentrade Car Insurance Policy Summary

Screentrade Car Insurance Policy Summary Sceentde C Insunce Policy Summy This is summy of the policy nd does not contin the full tems nd conditions of the cove, which cn be found in the policy booklet nd schedule. It is impotnt tht you ed the

More information

G.GMD.1 STUDENT NOTES WS #5 1 REGULAR POLYGONS

G.GMD.1 STUDENT NOTES WS #5 1 REGULAR POLYGONS G.GMD.1 STUDENT NOTES WS #5 1 REGULAR POLYGONS Regul polygon e of inteet to u becue we begin looking t the volume of hexgonl pim o Tethedl nd to do thee type of clcultion we need to be ble to olve fit

More information

Summary: Vectors. This theorem is used to find any points (or position vectors) on a given line (direction vector). Two ways RT can be applied:

Summary: Vectors. This theorem is used to find any points (or position vectors) on a given line (direction vector). Two ways RT can be applied: Summ: Vectos ) Rtio Theoem (RT) This theoem is used to find n points (o position vectos) on given line (diection vecto). Two ws RT cn e pplied: Cse : If the point lies BETWEEN two known position vectos

More information

Two degree of freedom systems. Equations of motion for forced vibration Free vibration analysis of an undamped system

Two degree of freedom systems. Equations of motion for forced vibration Free vibration analysis of an undamped system wo degee of feedom systems Equatios of motio fo foced vibatio Fee vibatio aalysis of a udamped system Itoductio Systems that equie two idepedet d coodiates to descibe thei motio ae called two degee of

More information

Annuities and loan. repayments. Syllabus reference Financial mathematics 5 Annuities and loan. repayments

Annuities and loan. repayments. Syllabus reference Financial mathematics 5 Annuities and loan. repayments 8 8A Futue value of a auity 8B Peset value of a auity 8C Futue ad peset value tables 8D Loa epaymets Auities ad loa epaymets Syllabus efeece Fiacial mathematics 5 Auities ad loa epaymets Supeauatio (othewise

More information

between Modern Degree Model Logistics Industry in Gansu Province 2. Measurement Model 1. Introduction 2.1 Synergetic Degree

between Modern Degree Model Logistics Industry in Gansu Province 2. Measurement Model 1. Introduction 2.1 Synergetic Degree www.ijcsi.og 385 Calculatio adaalysis alysis of the Syegetic Degee Model betwee Mode Logistics ad Taspotatio Idusty i Gasu Povice Ya Ya 1, Yogsheg Qia, Yogzhog Yag 3,Juwei Zeg 4 ad Mi Wag 5 1 School of

More information

Solutions to Problems: Chapter 7

Solutions to Problems: Chapter 7 Solution to Poblem: Chapte 7 P7-1. P7-2. P7-3. P7-4. Authoized and available hae LG 2; Baic a. Maximum hae available fo ale Authoized hae 2,000,000 Le: Shae outtanding 1,400,000 Available hae 600,000 b.

More information

Learning Objectives. Chapter 2 Pricing of Bonds. Future Value (FV)

Learning Objectives. Chapter 2 Pricing of Bonds. Future Value (FV) Leaig Objectives Chapte 2 Picig of Bods time value of moey Calculate the pice of a bod estimate the expected cash flows detemie the yield to discout Bod pice chages evesely with the yield 2-1 2-2 Leaig

More information

Clustering Process to Solve Euclidean TSP

Clustering Process to Solve Euclidean TSP Cluteig Poce to Solve Euclidea TSP Abdulah Faja *Ifomatic Depatmet, Faculty of Egieeig Uiveita Widyatama Badug Idoeia # Faculty of Ifomatio ad Commuicatio Techology Uiveiti Tekikal Malayia Melaka #*abd.faja@gmail.com,

More information

Money Math for Teens. Introduction to Earning Interest: 11th and 12th Grades Version

Money Math for Teens. Introduction to Earning Interest: 11th and 12th Grades Version Moey Math fo Tees Itoductio to Eaig Iteest: 11th ad 12th Gades Vesio This Moey Math fo Tees lesso is pat of a seies ceated by Geeatio Moey, a multimedia fiacial liteacy iitiative of the FINRA Ivesto Educatio

More information

Derivation of Annuity and Perpetuity Formulae. A. Present Value of an Annuity (Deferred Payment or Ordinary Annuity)

Derivation of Annuity and Perpetuity Formulae. A. Present Value of an Annuity (Deferred Payment or Ordinary Annuity) Aity Deivatios 4/4/ Deivatio of Aity ad Pepetity Fomlae A. Peset Vale of a Aity (Defeed Paymet o Odiay Aity 3 4 We have i the show i the lecte otes ad i ompodi ad Discoti that the peset vale of a set of

More information

MATHEMATICS FOR ENGINEERING BASIC ALGEBRA

MATHEMATICS FOR ENGINEERING BASIC ALGEBRA MATHEMATICS FOR ENGINEERING BASIC ALGEBRA TUTORIAL - INDICES, LOGARITHMS AND FUNCTION This is the oe of series of bsic tutorils i mthemtics imed t begiers or yoe wtig to refresh themselves o fudmetls.

More information

Effect of Unemployment Insurance Tax On Wages and Employment: A Partial Equilibrium Analysis

Effect of Unemployment Insurance Tax On Wages and Employment: A Partial Equilibrium Analysis Effect of Unemployment nuance Tax On Wage and Employment: atial Equilibium nalyi Deegha Raj dhikai, Oklahoma Employment Secuity Commiion ynn Gay, Oklahoma Employment Secuity Commiion Jackie Bun, Texa &

More information

Periodic Review Probabilistic Multi-Item Inventory System with Zero Lead Time under Constraints and Varying Order Cost

Periodic Review Probabilistic Multi-Item Inventory System with Zero Lead Time under Constraints and Varying Order Cost Ameica Joual of Applied Scieces (8: 3-7, 005 ISS 546-939 005 Sciece Publicatios Peiodic Review Pobabilistic Multi-Item Ivetoy System with Zeo Lead Time ude Costaits ad Vayig Ode Cost Hala A. Fegay Lectue

More information

Using Model Checking to Analyze Network Vulnerabilities

Using Model Checking to Analyze Network Vulnerabilities Uing Model Checking to Analyze Netwok Vulneabilitie Ronald W. Ritchey Paul Ammann * National Secuity Team Infomation and Softwae Engineeing Depatment Booz Allen & Hamilton Geoge Maon Univeity Fall Chuch,

More information

leader a r n e preview

leader a r n e preview ld &By Stphi Hish d Shily M. Hod pviw Picipls bfit fom schoolwid pofssiol lig commuitis (PLCs) with thi tchs so tht vyo is lig d wokig towd th sm gol. Picipls lso fid vlu i joiig dmiistto PLCs to wok o

More information

GFI MilEssentils & GFI MilSecuity vs Bcud Spm Fiewll GFI Softwe www.gfi.com GFIMilEssentils & GFI MilSecuity vs Bcud Spm Fiewll GFI MilEssentils 12 & GFI MilSecuity 10 Bcud Spm Fiewll Who we e Integtes

More information

I. Supplementary and Relevant Information

I. Supplementary and Relevant Information hte 9 Bod d Note Vlutio d Relted Iteest Rte Fouls witte fo Ecooics 04 Ficil Ecooics by Pofesso Gy R. Evs Fist editio 2008, this editio Octobe 28, 203 Gy R. Evs The iy uose of this docuet is to show d justify

More information

Chapter 30: Magnetic Fields Due to Currents

Chapter 30: Magnetic Fields Due to Currents d Chapte 3: Magnetic Field Due to Cuent A moving electic chage ceate a magnetic field. One of the moe pactical way of geneating a lage magnetic field (.1-1 T) i to ue a lage cuent flowing though a wie.

More information

Pricing Strategies of Electronic B2B Marketplaces with Two-Sided Network Externalities

Pricing Strategies of Electronic B2B Marketplaces with Two-Sided Network Externalities -7695-145-9 $17. c IEEE 1 Poceedig of the 5th Aual Hawaii Iteatioal Cofeece o Sytem Sciece HICSS-5-7695-145-9 $17. IEEE Poceedig of the 5th Hawaii Iteatioal Cofeece o Sytem Sciece - Picig Stategie of Electoic

More information

In-stope bolting for a safer working environment

In-stope bolting for a safer working environment text:templte Jounl 2/3/10 9:34 AM Pge 47 In-stope bolting fo sfe woking envionment by P. Henning* nd P. Feei* J o u n l Synopsis Rock fll ccidents continue to be the min cuse of ftl nd seious injuies in

More information

by K.-H. Rutsch*, P.J. Viljoen*, and H. Steyn* The need for systematic project portfolio selection

by K.-H. Rutsch*, P.J. Viljoen*, and H. Steyn* The need for systematic project portfolio selection An investigtion into the cuent pctice of poject potfolio selection in esech nd development division of the South Aficn minels nd enegy industy by K.-H. Rutsch*, P.J. Viljoen*, nd H. Steyn* J o u n l Synopsis

More information

Intro to Circle Geometry By Raymond Cheong

Intro to Circle Geometry By Raymond Cheong Into to Cicle Geomety By Rymond Cheong Mny poblems involving cicles cn be solved by constucting ight tingles then using the Pythgoen Theoem. The min chllenge is identifying whee to constuct the ight tingle.

More information

AP Physics Gravity and Circular Motion

AP Physics Gravity and Circular Motion AP Phyic Gity nd icul Motion Newton theoy i ey iple. Gity i foce of ttction between ny two object tht he. Two object itting on dektop ttct ech othe with foce tht we cll gity. They don t go flying togethe

More information

Chapter 12 Static Equilibrium and Elasticity

Chapter 12 Static Equilibrium and Elasticity Chapte Static Equilibium ad Elaticity Coceptual Poblem [SSM] Tue o fale: (a) i 0 i ufficiet fo tatic equilibium to eit. i (b) i 0 i eceay fo tatic equilibium to eit. i (c) I tatic equilibium, the et toque

More information

Standardized Coefficients

Standardized Coefficients Standadized Coefficient Ta. How do ou decide which of the X ae mot impotant fo detemining? In thi handout, we dicu one poile (and contoveial) anwe to thi quetion - the tandadized egeion coefficient. Fomula.

More information

Continuous Compounding and Annualization

Continuous Compounding and Annualization Continuous Compounding and Annualization Philip A. Viton Januay 11, 2006 Contents 1 Intoduction 1 2 Continuous Compounding 2 3 Pesent Value with Continuous Compounding 4 4 Annualization 5 5 A Special Poblem

More information

Decision-Driven Fixed Income Attribution

Decision-Driven Fixed Income Attribution Reeach am (Yanqiu) Zhong +44 (0)20 3134 7577 yanqiu.zhong@baclay.com Diecto, Index, otfolio & Rik Solution Deciion-Diven Fixed Income Attibution - Match Attibution ith Invetment Deciion-Making oce Octobe

More information

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request.

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request. Retiement Benefit 1 Things to Remembe Complete all of the sections on the Retiement Benefit fom that apply to you equest. If this is an initial equest, and not a change in a cuent distibution, emembe to

More information

Application: Volume. 6.1 Overture. Cylinders

Application: Volume. 6.1 Overture. Cylinders Applictio: Volume 61 Overture I this chpter we preset other pplictio of the defiite itegrl, this time to fid volumes of certi solids As importt s this prticulr pplictio is, more importt is to recogize

More information

GFI MilEssentils & GFI MilSecuity vs Tend Mico ScnMil Suite fo Micosoft Exchnge GFI Softwe www.gfi.com GFI MilEssentils & GFI MilSecuity vs Tend Mico ScnMil Suite fo Micosoft Exchnge Exchnge Seve 2000/2003

More information

GFI MilEssentils & GFI MilSecuity vs Symntec Bightmil 6 & Anti Vius GFI Softwe www.gfi.com GFI MilEssentils & GFI MilSecuity vs Symntec Bightmil 6 & Anti Vius GFI MilEssentils & GFI MilSecuity Bightmil

More information

(Ch. 22.5) 2. What is the magnitude (in pc) of a point charge whose electric field 50 cm away has a magnitude of 2V/m?

(Ch. 22.5) 2. What is the magnitude (in pc) of a point charge whose electric field 50 cm away has a magnitude of 2V/m? Em I Solutions PHY049 Summe 0 (Ch..5). Two smll, positively chged sphees hve combined chge of 50 μc. If ech sphee is epelled fom the othe by n electosttic foce of N when the sphees e.0 m pt, wht is the

More information

Chapter 04.00E Physical Problem for Electrical Engineering Simultaneous Linear Equations

Chapter 04.00E Physical Problem for Electrical Engineering Simultaneous Linear Equations hpter 04.00E Phyicl Prblem fr Electricl Egieerig Simulteu Lie Equti Prblem Sttemet Three-phe ytem e the rm fr mt idutril pplicti. pwer i the frm f vltge d curret it delivered frm the pwer cmpy uig three-phe

More information

The Forgotten Middle. research readiness results. Executive Summary

The Forgotten Middle. research readiness results. Executive Summary The Forgotte Middle Esurig that All Studets Are o Target for College ad Career Readiess before High School Executive Summary Today, college readiess also meas career readiess. While ot every high school

More information

Basically, logarithmic transformations ask, a number, to what power equals another number?

Basically, logarithmic transformations ask, a number, to what power equals another number? Wht i logrithm? To nwer thi, firt try to nwer the following: wht i x in thi eqution? 9 = 3 x wht i x in thi eqution? 8 = 2 x Biclly, logrithmic trnformtion k, number, to wht power equl nother number? In

More information

VI.F CURRENT TRANSFORMERS. Originally Issued: 2/99 DMS #84474 Page 1 of 19 Revised:

VI.F CURRENT TRANSFORMERS. Originally Issued: 2/99 DMS #84474 Page 1 of 19 Revised: V.F CURRENT TRANSFORMERS DMS #84474 Pge of 9 Revised: GUDE FOR DETERMNATON OF CURRENT TRANSFORMER RATNGS PJM NTERCONNECTON Heitge MAAC Goup A tsk foce of the Tsmissio d Substtio Subcommittee R. W. Muley

More information

DSC Baseline Improvements Obtained by a New Heat Flow Measurement Technique

DSC Baseline Improvements Obtained by a New Heat Flow Measurement Technique DS Baeline Impovement Obtained by a New Heat Flow Meauement Technique obet L. Danley, Pete A. aulfield TA Intument, 109 Luken Dive, New atle DE 19720 ABSTAT Nealy all diffeential canning caloimety (DS)

More information

Characteristics of an effective selfdirected work team in the gold-mining industry

Characteristics of an effective selfdirected work team in the gold-mining industry Chcteistics of n effective selfdiected wok tem in the gold-mining industy by A. Nel* nd J. Pien* J o u n l Synopsis The gold mining industy in South Afic stnds to benefit much fom the implementtion of

More information

Soving Recurrence Relations

Soving Recurrence Relations Sovig Recurrece Relatios Part 1. Homogeeous liear 2d degree relatios with costat coefficiets. Cosider the recurrece relatio ( ) T () + at ( 1) + bt ( 2) = 0 This is called a homogeeous liear 2d degree

More information

Scal abil it y of ANSYS 16 applicat ions and Hardware select ion.

Scal abil it y of ANSYS 16 applicat ions and Hardware select ion. Technical white pape Scal abil it y of ANSYS 16 applicat ion and Hadwae elect ion. On multi-coe and floating point acceleato poceo ytem Table of Content Ab t a ct... 2 Tet configuation detail... 2 Meage

More information

PREMIUMS CALCULATION FOR LIFE INSURANCE

PREMIUMS CALCULATION FOR LIFE INSURANCE ls of the Uiversity of etroşi, Ecoomics, 2(3), 202, 97-204 97 REIUS CLCULTIO FOR LIFE ISURCE RE, RI GÎRBCI * BSTRCT: The pper presets the techiques d the formuls used o itertiol prctice for estblishig

More information

A. Description: A simple queueing system is shown in Fig. 16-1. Customers arrive randomly at an average rate of

A. Description: A simple queueing system is shown in Fig. 16-1. Customers arrive randomly at an average rate of Queueig Theory INTRODUCTION Queueig theory dels with the study of queues (witig lies). Queues boud i rcticl situtios. The erliest use of queueig theory ws i the desig of telehoe system. Alictios of queueig

More information

GFI MilAchive 6 vs H&S Exchnge@PAM GFI Softwe www.gfi.com GFI MilAchive 6 vs H&S Exchnge@PAM GFI MilAchive 6 H&S Exchnge@PAM Who we e Genel fetues Suppots Micosoft Exchnge 2000, 2003 & 2007 Suppots distibuted

More information

Empirical correlation of mineral commodity prices with exchange-traded mining stock prices

Empirical correlation of mineral commodity prices with exchange-traded mining stock prices text:templte Joul 8/8/11 11:50 Pge 459 Syopsis Empiicl coeltio of miel commodity pices with exchge-tded miig stock pices by C. Ngolo* d C. Musigwii* Miel commodity pices compise oe of the key citei i the

More information

Chapter 04.05 System of Equations

Chapter 04.05 System of Equations hpter 04.05 System of Equtios After redig th chpter, you should be ble to:. setup simulteous lier equtios i mtrix form d vice-vers,. uderstd the cocept of the iverse of mtrix, 3. kow the differece betwee

More information

Implementation and Evaluation of Transparent Fault-Tolerant Web Service with Kernel-Level Support

Implementation and Evaluation of Transparent Fault-Tolerant Web Service with Kernel-Level Support Poceedings of the IEEE Intentionl Confeence on Compute Communictions nd Netwoks Mimi, Floid, pp. 63-68, Octobe 2002. Implementtion nd Evlution of Tnspent Fult-Tolent Web Sevice with Kenel-Level Suppot

More information

MATHEMATICS SYLLABUS SECONDARY 7th YEAR

MATHEMATICS SYLLABUS SECONDARY 7th YEAR Europe Schools Office of the Secretry-Geerl Pedgogicl developmet Uit Ref.: 2011-01-D-41-e-2 Orig.: DE MATHEMATICS SYLLABUS SECONDARY 7th YEAR Stdrd level 5 period/week course Approved y the Joit Techig

More information

Summation Notation The sum of the first n terms of a sequence is represented by the summation notation i the index of summation

Summation Notation The sum of the first n terms of a sequence is represented by the summation notation i the index of summation Lesso 0.: Sequeces d Summtio Nottio Def. of Sequece A ifiite sequece is fuctio whose domi is the set of positive rel itegers (turl umers). The fuctio vlues or terms of the sequece re represeted y, 2, 3,...,....

More information

LTI, SAML, and Federated ID - Oh My!

LTI, SAML, and Federated ID - Oh My! LTI, SAML, and Fedeated ID - Oh My! Chales Seveance, Ph.D. Stephen P Vickes IMS Global Leaning Consotium http://www.imsglobal.og/ Poblem Statement We need a way to align IMS Leaning Tools Inteopeability

More information

Optimizing Supply Chain Collaboration Based on Negotiation and Bargain Power for Single Retailer And Single Supplier

Optimizing Supply Chain Collaboration Based on Negotiation and Bargain Power for Single Retailer And Single Supplier Poceeding of the Intenational MultiConfeence of Enginee and Compute Scientit 20 Vol II,, Mach -, 20, Hong Kong Optimizing Supply Chain Collaboation Baed on Negotiation and Bagain Powe fo Single Retaile

More information

Discrete Mathematics and Probability Theory Spring 2014 Anant Sahai Note 13

Discrete Mathematics and Probability Theory Spring 2014 Anant Sahai Note 13 EECS 70 Discrete Mathematics ad Probability Theory Sprig 2014 Aat Sahai Note 13 Itroductio At this poit, we have see eough examples that it is worth just takig stock of our model of probability ad may

More information

Review: Classification Outline

Review: Classification Outline Data Miig CS 341, Sprig 2007 Decisio Trees Neural etworks Review: Lecture 6: Classificatio issues, regressio, bayesia classificatio Pretice Hall 2 Data Miig Core Techiques Classificatio Clusterig Associatio

More information

Knowledge and Time Management for Manufacturing to Enhance CRM

Knowledge and Time Management for Manufacturing to Enhance CRM Itertiol Jourl of Computer Applictios (0975 8887) Kowledge d Time Mgemet for Mufcturig to Ehce CRM P. Mek Reserch scholr Momim Sudrr Uiversity, Idi. K. Thgduri Phd, Assistt professor Computer Sciece Govt.

More information

Department of Health & Human Services (DHHS) Centers for Medicare & Medicaid Services (CMS) Transmittal 1151 Date: November 16, 2012

Department of Health & Human Services (DHHS) Centers for Medicare & Medicaid Services (CMS) Transmittal 1151 Date: November 16, 2012 nul ysem ub 100-20 One-Time Noificion Depmen of elh & umn evices (D) enes fo edice & edicid evices () Tnsmil 1151 De: Novembe 16, 2012 hnge eques 8124 UBJT: Use of Q6 odifie fo Locum Tenens by oviding

More information

GFI MilAchive 6 vs EMC EmilXtende Achive Edition GFI Softwe www.gfi.com GFI MilAchive 6 vs EMC EmilXtende Achive Edition GFI MilAchive 6 EMC EmilXtende Achive Edition Who we e Genel fetues Suppots Micosoft

More information

UNIT CIRCLE TRIGONOMETRY

UNIT CIRCLE TRIGONOMETRY UNIT CIRCLE TRIGONOMETRY The Unit Cicle is the cicle centeed at the oigin with adius unit (hence, the unit cicle. The equation of this cicle is + =. A diagam of the unit cicle is shown below: + = - - -

More information

Highest Pefomnce Lowest Pice PRODUCT COMPARISON GFI MilAchive vs Symntec Entepise Vult GFI Softwe www.gfi.com GFI MilAchive vs Symntec Entepise Vult GFI MilAchive 6 Symntec Entepise Vult Who we e Genel

More information

Confidence Intervals for Linear Regression Slope

Confidence Intervals for Linear Regression Slope Chapter 856 Cofidece Iterval for Liear Regreio Slope Itroductio Thi routie calculate the ample ize eceary to achieve a pecified ditace from the lope to the cofidece limit at a tated cofidece level for

More information

INVESTIGATION OF PARAMETERS OF ACCUMULATOR TRANSMISSION OF SELF- MOVING MACHINE

INVESTIGATION OF PARAMETERS OF ACCUMULATOR TRANSMISSION OF SELF- MOVING MACHINE ENGINEEING FO UL DEVELOENT Jelgv, 28.-29.05.2009. INVESTIGTION OF ETES OF CCUULTO TNSISSION OF SELF- OVING CHINE leksdrs Kirk Lithui Uiversity of griculture, Kus leksdrs.kirk@lzuu.lt.lt bstrct. Uder the

More information

On the Optimality and Interconnection of Valiant Load-Balancing Networks

On the Optimality and Interconnection of Valiant Load-Balancing Networks O the Optimality ad Itecoectio of Valiat Load-Balacig Netwoks Moshe Babaioff ad Joh Chuag School of Ifomatio Uivesity of Califoia at Bekeley Bekeley, Califoia 94720 4600 {moshe,chuag}@sims.bekeley.edu

More information

Development of Customer Value Model for Healthcare Services

Development of Customer Value Model for Healthcare Services 96 Developmet of Custome Value Model fo Healthcae Sevices Developmet of Custome Value Model fo Healthcae Sevices Wa-I Lee ad Bih-Yaw Shih Depatmet of Maetig ad Distibutio Maagemet, Natioal Kaohsiug Fist,

More information

Automated Hydraulic Drilling Rigs. HHSeries

Automated Hydraulic Drilling Rigs. HHSeries Automated Hydaulic Dilling Rigs HHSeies The Shape of Things to Come CUSTOMSOLUTIONS HH600 Rig The HH Hydaulic Hoist Seies Eveything about the HH Seies is designed fo speed, safety and efficiency. You can

More information

Transformer Maintenance Policies Selection Based on an Improved Fuzzy Analytic Hierarchy Process

Transformer Maintenance Policies Selection Based on an Improved Fuzzy Analytic Hierarchy Process JOURNAL OF COMPUTERS, VOL. 8, NO. 5, MAY 203 343 Trsformer Mitece Policies Selectio Bsed o Improved Fuzzy Alytic Hierrchy Process Hogxi Xie School of Computer sciece d Techology Chi Uiversity of Miig &

More information

summary of cover CONTRACT WORKS INSURANCE

summary of cover CONTRACT WORKS INSURANCE 1 SUMMARY OF COVER CONTRACT WORKS summary of cover CONTRACT WORKS INSURANCE This documet details the cover we ca provide for our commercial or church policyholders whe udertakig buildig or reovatio works.

More information

Definitions. Optimization of online direct marketing efforts. Test 1: Two Email campaigns. Raw Results. Xavier Drèze André Bonfrer. Lucid.

Definitions. Optimization of online direct marketing efforts. Test 1: Two Email campaigns. Raw Results. Xavier Drèze André Bonfrer. Lucid. Definitions Optimization of online diect maketing effots Xavie Dèze Andé Bonfe Lucid Easily undestood; intelligible. Mentally sound; sane o ational. Tanslucent o tanspaent. Limpid Chaacteized by tanspaent

More information

Incremental calculation of weighted mean and variance

Incremental calculation of weighted mean and variance Icremetal calculatio of weighted mea ad variace Toy Fich faf@cam.ac.uk dot@dotat.at Uiversity of Cambridge Computig Service February 009 Abstract I these otes I eplai how to derive formulae for umerically

More information

More examples for Hypothesis Testing

More examples for Hypothesis Testing More example for Hypothei Tetig Part I: Compoet 1. Null ad alterative hypothee a. The ull hypothee (H 0 ) i a tatemet that the value of a populatio parameter (mea) i equal to ome claimed value. Ex H 0:

More information

France caters to innovative companies and offers the best research tax credit in Europe

France caters to innovative companies and offers the best research tax credit in Europe 1/5 The Frech Govermet has three objectives : > improve Frace s fiscal competitiveess > cosolidate R&D activities > make Frace a attractive coutry for iovatio Tax icetives have become a key elemet of public

More information

Random Variables and Distribution Functions

Random Variables and Distribution Functions Topic 7 Rndom Vibles nd Distibution Functions 7.1 Intoduction Fom the univese of possible infomtion, we sk question. To ddess this question, we might collect quntittive dt nd ognize it, fo emple, using

More information

883 Brochure A5 GENE ss vernis.indd 1-2

883 Brochure A5 GENE ss vernis.indd 1-2 ess x a eu / u e a. p o.eu c e / :/ http EURAXESS Reseaches in Motion is the gateway to attactive eseach caees in Euope and to a pool of wold-class eseach talent. By suppoting the mobility of eseaches,

More information

n Using the formula we get a confidence interval of 80±1.64

n Using the formula we get a confidence interval of 80±1.64 9.52 The professor of sttistics oticed tht the rks i his course re orlly distributed. He hs lso oticed tht his orig clss verge is 73% with stdrd devitio of 12% o their fil exs. His fteroo clsses verge

More information

HANDOUT E.17 - EXAMPLES ON BODE PLOTS OF FIRST AND SECOND ORDER SYSTEMS

HANDOUT E.17 - EXAMPLES ON BODE PLOTS OF FIRST AND SECOND ORDER SYSTEMS Lecture 7,8 Augut 8, 00 HANDOUT E7 - EXAMPLES ON BODE PLOTS OF FIRST AND SECOND ORDER SYSTEMS Example Obtai the Bode plot of the ytem give by the trafer fuctio ( We covert the trafer fuctio i the followig

More information

Research Method (I) --Knowledge on Sampling (Simple Random Sampling)

Research Method (I) --Knowledge on Sampling (Simple Random Sampling) Research Method (I) --Kowledge o Samplig (Simple Radom Samplig) 1. Itroductio to samplig 1.1 Defiitio of samplig Samplig ca be defied as selectig part of the elemets i a populatio. It results i the fact

More information

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years.

est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years. 9.2 Inteest Objectives 1. Undestand the simple inteest fomula. 2. Use the compound inteest fomula to find futue value. 3. Solve the compound inteest fomula fo diffeent unknowns, such as the pesent value,

More information

Parameter Identification of DC Motors

Parameter Identification of DC Motors Paamete dentification of DC Moto utho: Dipl.-ng. ngo öllmecke dvantage of the Paamete dentification Method Saving time and money in the teting poce: no anical coupling neceay Full infomation: Entie chaacteitic

More information

Transmittal 198 Date: DECEMBER 9, 2005. SUBJECT: Termination of the Existing Eligibility-File Based Crossover Process at All Medicare Contractors

Transmittal 198 Date: DECEMBER 9, 2005. SUBJECT: Termination of the Existing Eligibility-File Based Crossover Process at All Medicare Contractors anual ystem Depatment of ealth & uman evices (D) entes fo edicae & Pub 100-20 One-Time Notification edicaid evices () Tansmittal 198 Date: DEEBE 9, 2005 hange equest 4231 UBJET: Temination of the Existing

More information

Hypothesis testing. Null and alternative hypotheses

Hypothesis testing. Null and alternative hypotheses Hypothesis testig Aother importat use of samplig distributios is to test hypotheses about populatio parameters, e.g. mea, proportio, regressio coefficiets, etc. For example, it is possible to stipulate

More information

Fatigue knowledge a new lever in safety management

Fatigue knowledge a new lever in safety management text:templte Jounl 1/20/11 12:43 PM Pge 1 Ftigue knowledge new leve in sfety mngement by W.J. Theon* nd G.M.J. vn Heeden J o u n l Synopsis The pupose of the ppe is to give n intoduction to the concept

More information

What is IT Governance?

What is IT Governance? 30 Caada What is IT Goverace? ad why is it importat for the IS auditor By Richard Brisebois, pricipal of IT Audit Services, Greg Boyd, Director ad Ziad Shadid, Auditor. from the Office of the Auditor Geeral

More information

STUDENTS PARTICIPATION IN ONLINE LEARNING IN BUSINESS COURSES AT UNIVERSITAS TERBUKA, INDONESIA. Maya Maria, Universitas Terbuka, Indonesia

STUDENTS PARTICIPATION IN ONLINE LEARNING IN BUSINESS COURSES AT UNIVERSITAS TERBUKA, INDONESIA. Maya Maria, Universitas Terbuka, Indonesia STUDENTS PARTICIPATION IN ONLINE LEARNING IN BUSINESS COURSES AT UNIVERSITAS TERBUKA, INDONESIA Maya Maria, Uiversitas Terbuka, Idoesia Co-author: Amiuddi Zuhairi, Uiversitas Terbuka, Idoesia Kuria Edah

More information

How to create RAID 1 mirroring with a hard disk that already has data or an operating system on it

How to create RAID 1 mirroring with a hard disk that already has data or an operating system on it AnswesThatWok TM How to set up a RAID1 mio with a dive which aleady has Windows installed How to ceate RAID 1 mioing with a had disk that aleady has data o an opeating system on it Date Company PC / Seve

More information

How to recover your Exchange 2003/2007 mailboxes and emails if all you have available are your PRIV1.EDB and PRIV1.STM Information Store database

How to recover your Exchange 2003/2007 mailboxes and emails if all you have available are your PRIV1.EDB and PRIV1.STM Information Store database AnswesThatWok TM Recoveing Emails and Mailboxes fom a PRIV1.EDB Exchange 2003 IS database How to ecove you Exchange 2003/2007 mailboxes and emails if all you have available ae you PRIV1.EDB and PRIV1.STM

More information

ANNUITIES SOFTWARE ASSIGNMENT TABLE OF CONTENTS... 1 ANNUITIES SOFTWARE ASSIGNMENT... 2 WHAT IS AN ANNUITY?... 2 EXAMPLE 1... 2 QUESTIONS...

ANNUITIES SOFTWARE ASSIGNMENT TABLE OF CONTENTS... 1 ANNUITIES SOFTWARE ASSIGNMENT... 2 WHAT IS AN ANNUITY?... 2 EXAMPLE 1... 2 QUESTIONS... ANNUITIES SOFTWARE ASSIGNMENT TABLE OF CONTENTS ANNUITIES SOFTWARE ASSIGNMENT TABLE OF CONTENTS... 1 ANNUITIES SOFTWARE ASSIGNMENT... WHAT IS AN ANNUITY?... EXAMPLE 1... QUESTIONS... EXAMPLE BRANDON S

More information

Mechanics 1: Work, Power and Kinetic Energy

Mechanics 1: Work, Power and Kinetic Energy Mechanics 1: Wok, Powe and Kinetic Eneg We fist intoduce the ideas of wok and powe. The notion of wok can be viewed as the bidge between Newton s second law, and eneg (which we have et to define and discuss).

More information

Experimental DTC of an Induction Motor Applied to Optimize a Tracking System

Experimental DTC of an Induction Motor Applied to Optimize a Tracking System Euopean Aociation fo the Development of Renewable Enegie, Envionment and Powe Quality (EA4EPQ) Intenational Confeence on Renewable Enegie and Powe Quality (ICREPQ 2) Santiago de Compotela (Spain), 28th

More information

Skills Needed for Success in Calculus 1

Skills Needed for Success in Calculus 1 Skills Needed fo Success in Calculus Thee is much appehension fom students taking Calculus. It seems that fo man people, "Calculus" is snonmous with "difficult." Howeve, an teache of Calculus will tell

More information