Using Bitboards for Move Generation in Shogi

Size: px
Start display at page:

Download "Using Bitboards for Move Generation in Shogi"

Transcription

1 Usn Btors or Mov Gnrton n So Rjr Grmrn Dprtmnt o Inormts, Ymt Unvrsty Jonn --, Yonzw-s, - Jpn E-ml: rm@yz.ymt-u..jp Astrt In ts ppr t wll xpln ow to us tors or mov nrton n so. In ss, tors v n us n most stron prorms us o t sy rprsntton o ss or y snl -t ntr. For so, lss nt rprsntton s to us us so or s squrs nst o. A rprsntton wt n rry o tr ntrs s propos, wr ntr rprsnts squrs o t or. Ts rprsntton s tn us or mov nrton n smlr wy to t mtos us n ss, or xmpl y usn rott tors or nrtn t movs o t sln ps rook, sop n ln. A omprson o mov nrton sp twn t mto usn tors n y usn t mor ommon mto o ttk tls sow tt y usn tors t mov nrton sp o t prorm Spr ws mprov y.%. Kywors: Btors, mov nrton, omputr so. Introuton Btors r nry rprsntton o knowl or ll squrs on t or or rtn m. T prsn o rtn normton or squr s rprsnt y sttn t t or ts squr on t or to, wl t sn s rprsnt y. Btors v n us xtnsvly n ss prorms us t sz o t or ( = squrs) mks t possl to t on tor nto snl -t ntr. Ts mks t rprsntton o tors vry nt (no unus mmory) n rprsntn nw knowl y omnn t normton rom rnt tors vry st, us lol oprtons lk AND, OR, NOT n XOR n us. So s rnt or sz ( = squrs), so t onvnnt snl ntr rprsntton or on tor nnot us. Dspt ts, t tor rprsntton ors mny wys to ntly rprsnt normton us n t sr n vluton prt o m prorm. Ts my outw t svnt o lss tn optml or rprsntton. Untl rntly, most so prorms us ttk tls (ll kk n Jpns) to rprsnt mportnt sr n vluton knowl. My prorm Spr lso ttk tls, ut tr rn susson on Hros Ymst s ulltn or [] out tors n Auust I to urtr nvstt t us o tors n so. Ymst s onluson ws tt tors my not mk mu rn, ut wn t prorm Bonnz, on o t w so prorms usn t tor rprsntton won t Worl Computr So Cmponsps lst My, t sm lr to m tt tors n so srv mor ttnton. Ymst s xplnton ws vry mportnt to unrstn t rn twn usn tors n ss n so n srvs mor promnnt pl tn n ur ply nto t rvs o t BBS. Howvr, vn wt t ornl ppr y Rort Hytt (utor o t stron ss prorm Crty) [] n t torou srpton on Wkp [] on tors, t tks som tm to rsp t ull. Furtrmor, tr r som tls o t rprsntton s vn y Ymst tt n mprov. Also, tr t mplmntton ws ns, ntl tsts sm to sow snnt mprovmnt n prormn, vn tou Ymst rport only n nrs n sp o out % or tsum so solvr. Fnlly, y usn tors, Spr m mu mor trnsprnt prorm n tr sm plnty o posslts to us tors n rnt prts o t prorm n t utur. Tror, I tnk tt tryn t tor rprsntton s mportnt or vry so prorm, ltou t wll pn on t strutur o t nvul prorm wtr or not snnt nrs n prormn n v. By wrtn ts ppr, I op I wll mk t sr or otr

2 so prormmrs to mplmnt tors y xplnn ow tors r us n ss n ow ts rprsntton ws n to us tors n so. In Ston, t rns twn t tor rprsntton us n ss prorms n tor rprsntton or so wll xpln, s wll s ow tors n us to o mov nrton n so prorm. In Ston, mov nrton sp usn tors s ompr wt mov nrton sp usn ttk tls. T onluson s tt tors lso v potntl n so, ut tt t pns on t strutur o t vluton unton ty wll v snnt prormn mprovmnt or not (Ston ). [] [] [] Btors n Css n So As xpln n Ston, tors r us to ntly rprsnt knowl out m poston. T ss prorm Crty uss tors or rprsntn mny rnt typs o knowl. For xmpl, wr o t lk n wt ps r n wr ty n mov to. Tr r lso tors us or vluton, ut r I wll xpln ow tors n us n so to o mov nrton. Wn ts s us o tors s unrstoo, t wll not ult to us tors n otr prts o t prorm lk n t vluton unton.. Bs Btors T most mportnt rn twn usn tors n ss n usn tors n so s tt t ssor s squrs, w mns tt t normton out poston ts nto snl t ntr. In so, ts normton s to v ts, w wll not t nto snl ntr. Lk Ymst [], I us tr ntrs or rprsntn t ts o t or. Ymst n strutur o tr ntrs, ut s Hok pont out [], t s ttr to n n rry o lnt (wy ts s ttr wll om lr ltr): typ strut { unsn nt []; BITBOARD; Bus o t rnt or szs o ss n so, or tor tr wll ts tt r osolt ( ts ts = ts). As wll xpln ltr, splly or p ttks lot o pr-lult tors r nssry. Runnn so prorms on smll omputrs (or xmpl Fur : Corrsponn twn soor squrs n tor ntr ts. n l vs) mt prolm wn usn tors. E o t tr ntrs rprsnts on tr o t or. In my rprsntton, t rst ts o t rst ntr rprsnt squrs to,.. t wt promoton zon. T rst ts o t son ntr rprsnt t squrs to, t nutrl zon n t ml. Fnlly, t rst ts o t tr ntr rprsnt t squrs to,.. t lk promoton zon (s Fur ). Ts rprsntton s rnt rom t ntl mplmntton sr y Ymst, w t rst two ntrs rprsnt squrs to n us t ts o t tr ntr or squrs to. Usn ts o ntr s n mprovmnt w ws n pont out y Hok []. T rson or ts mprovmnt wll om lr tr t xplnton o t ttk tors low. To mnpult tors n ss, strtorwr lol oprtons n us. Howvr, wn tor onssts o tr rnt ntrs, ts s no lonr possl. Lol oprtons lk tkn t AND o two tors v to n s ollows: vo AnBB(BITBOARD *to, BITBOARD *rom, BITBOARD *rom) { to->[] = rom->[] & rom->[]; to->[] = rom->[] & rom->[]; to->[] = rom->[] & rom->[]; In my mplmntton, I us smlr oprtons or OR, XOR n NOT. Furtrmor, I us t s oprtons ClrBB (sttn ll ts to ), StBB (sttn ll ts to ) n CopyBB (opyn tor).

3 []: []: []: My urrnt mplmntton s tors or t oup squrs (Oup), t lk ps (SntPs), t wt ps (GotPs) n or o t lk n wt ps sprtly. For xmpl, t tor SntGol s s or t squrs wt lk ols n or t strtn poston ts tor looks s ollows: []: []: []: Fur : So strtn poston. Ts tors or poston normton must upt tm t poston ns,.. tm tr plyr mks mov.. Attk Btors [] [] [] Wt t tor t strutur n t lol mnpulton o t ts n t tor n pl, t s now possl to n t squrs ttk y squr ntly usn tors. Ts wll nl mov nrton usn tors nst o ttk tls. Tr s rn twn nn t ttkn squrs o sln ps (rook, sop, ln) n t otr ps. For non-sln ps, t rprsntton o ttkn squrs wt tors s smpl, ut or sln ps, t lulton s mor omplx... Non-sln p ttks Fur : Bt sttns or t strtn poston. Wt t s tor t strutur n lk ts, t s now possl to rprsnt t knowl n n m prorm usn tors. For xmpl, usul normton s to know w squrs r oup. For t strtn poston o so (Fur ), t tor Oup s s or t squrs wt lk or wt p n s or squrs wtout ps (Fur ). In t BITBOARD t strutur ts woul : []: []: []: In t sm wy tor SntPs n us tt s s or t squrs wt lk ps n s or t otr squrs. For t strtn poston o Fur, ts tor woul look lk ts: Clultn t squrs non-sln p ttks s strtorwr. For xmpl, to know wr ol n mov to, t s sunt to pr-lult t ol ttks or lk or wt ol on o t squrs ( totl o tors). For xmpl, t ttk tor or lk ol on looks lk Fur. Wn t squrs tt ol on ttk r n, ts tor n ss y nxn t tor rry wt t numr o t squr... Horzontl ttks T smpl pr-lulton mto os not work or t sln ps rook, sop n ln us wr ts ps n mov to pns on ow ty r lok y tr own ps or y t ps o t opponnt. For xmpl, n t strtn poston o so, t rook on nnot mov orwr us tr s pwn on. Howvr, t pwn on movs to t rook n mov to.

4 [] [] [] Fur : Attk tor or ol on. Tror, t possl movmnt o sln p pns on t poston o t lokn ps. T soluton to ts prolm, s pont out y Hytt [] (mon otrs) s to pr-lult tors or ll t lokn posslts. Lt s look t t most smpl s rst, w s t orzontl movmnt o t rook. I rook s pl on (lk or xmpl n Fur ), lult n ttk tor or t ss n w tr s p on,,,,,,, or not. For rnk tr s totl o = tors. T orzontl ttk pttrns or o t possl squrs s t n s ollows: BITBOARD RnkAttks[][]; For t xmpl poston n t top prt o Fur, t lok pttrn on t rnk o t rook s =. In ts s t squrs tt t rook ttks orzontlly r or t top tr rnks (.. []), or t tr rnks n t ml (.. []) n = or t ottom tr rnks (.. []). Tror, t t strt o t prorm, ts pr-lult vlu n or rook on (squr s rprsnt y n s rprsnt y ): RnkAttks[][].[] = ; RnkAttks[][].[] = ; RnkAttks[][].[] = ; Smlr, or t lok pttrn = n t ottom prt o Fur, t squrs tt t rook ttks orzontlly r lso =, t sm s or. Ts normton n tn to t pr-lult tor: Fur : Attk pttrns or lk rook on. RnkAttks[][].[] = ; RnkAttks[][].[] = ; RnkAttks[][].[] = ; In ts s, or t ttks t os not mttr tr s ln on or not or tr s pwn on or not. For t pwn on, t lok pttrns s to, us n n tul poston, t s not known orn t ol on wll tr or not. Howvr, or t ln on, t t tt t orzontl ttk os not n s snnt: or vry lok pttrn, t orzontl ttk vlu s t sm wt or wtout p on t squrs ( n n t xmpl). Ts osrvton m y Hytt s mportnt, us t rry RnkAttks lry tks up unk o mmory: yts = yts. I t squrs o not n t ttk, tn t squrs n xlu rom t lokn pttrn tors, lvn = tors or o t squrs o t or. T sz o t rry RnkAttks s now ru to yts = yts. Ts s stll not smll (splly ompr to ss, wr ts tor rry s tr tms smllr), ut os not rqur spl rwr rqurmnts, vn numr o ts rrys r n to ovr vrtl ttks n onl ttks, s wll xpln low. Wt ts pr-lult tors, t s now sy to t t orzontl ttks or rook on squr: vo ClRnkAtt(BITBOARD *, nt rom) { // Gt t lok pttrn rom // t poston tor nt ps = GtRnkBts(&Oup, rom); // Strp t ts or t squrs ps = (ps & CLEARMASK) >> ; // Gt t orzontl ttks rom t // pr-lult tors CopyBB(, &RnkAttks[rom][ps]);

5 nt GtRnkBts(BITBOARD *, nt sq) { // Tk t rnk ts rom tor // ntr,, or rturn (->[sq_to nx[sq]] >> rnk_st_no[sq]) & ALLONES_; nt sq_to nx[] = {,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, ; nt rnk_st_no[] = {,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, ; It s now lr wy vn n rry o tr ntrs s ttr rprsntton tn tr rnt ntrs lk n Ymst s ornl mplmntton. By usn t rrysq to nx to ss t tor ntr tt s n, no -sttmnts r rqur. Furtrmor, t s lso lr wy vn t tr ntrs rprsntn t wt promoton zon, t ml o t or n t lk promoton zon s ttr rprsntton. In t urrnt mplmntton, rnk on t or only s ts n on o t tr tor ntrs, wl n Ymst s ornl mplmntton rnk on t or oul v ts n mor tn on ntr, nn xtr oprtons to t t normton or snl rnk... Vrtl ttks Clultn t ttks lon rook l (n ln l) s lttl mor omplt tn t ttks lon rnk. T prolm s tt or orzontl ttks, t ts r n onsutv postons, so mskn n stn n us to xtrt ts ts rom toup tor (ts s on n t unton GtRnkBts ov). For ttks lon l, t ts r postons prt, so mny mor oprtons r rqur to xtrt t lok pttrn. Fur : Norml squr lloton on t lt n r rotton squr lloton on t rt. T soluton to ts prolm s to us rott tors. By rottn t or rs, t ts tt wr postons prt, r now nxt to otr (s Fur ). T r rotton to mk t ts or vrtlly onnt squrs jnt n t tor rprsntton ns t ttk lulton. Now t rry FlAttks s n n w vry rott lok pttrn s trnslt to vrtl ttk. T possl lok pttrns r t sm s n t s o orzontl ttks, ut nst o orzontl ttks, t rry s to v t vrtl ttks. An xmpl or rook on s vn n Fur. Squr s, t lok pttrn s = ( squrs strpp o ts tm) n t tor or t ttk or ts lok pttrn s t t n t o t rst ntr, t t n o t son ntr n t t o t tr ntr: FlAttks[][].[] = ; FlAttks[][].[] = ; FlAttks[][].[] = ; Furtrmor, nw tor Oup rot s n to rprsnt t oup squrs n s o rotton. T normton n ts tor must upt t vry mov, vn smll ovr. T l ttk o now s strtorwr: vo ClFlAtt(BITBOARD *, nt rom) { // Gt t lok pttrn, rottn // t sour squr rs nt ps = GtRnkBts(&Oup_rot, nt_rot[rom]); // Strp t ts or t squrs ps = (ps & CLEARMASK) >> ; // Gt t vrtl ttks CopyBB(, &FlAttks[rom][ps]);

6 Fur : Exmpl o or poston (lt), ts rprsntton wt r rotton (ml) n t tor rprsntn t ttks o t rook on (rt). // Trnslt squr to r rotton nt nt_rot[] = {,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, ; Ts soluton ws vn y Hytt [] or ss n t n us n so s wll. In ss t s only us or rook ttks, ut n so t n us or ot rooks n lns... Donl ttks It s now lr ow to n t ttkn squrs or rooks n lns, ut tr s stll t prolm o t sop. Bsops ttk lon onls n t ts or onls r not jnt. A rotton o rs wll not lp, ut Hytt pont out tt t sm rotton trk n us or sops, ut now rottons o rs lokws n rs nt-lokws must us. In Fur, t rottons o t ornl squrs ( s, s ) r vn. In ts ur t n sn tt or r lokws rotton, ll onls on up rom lt to rt r now jnt (orzontl) squrs. For xmpl, t squrs r t onl tt strts rom n ns t. In ontrst, or r nt-lokws rotton, t onls on own rom lt to rt r jnt. For xmpl, t squrs r t onl tt strts rom n ns t. Fur : Rottn t ornl or squrs rs lokws rotton (lt) n rs ntlokws rotton (rt). To put onls n jnt ts o n ttk tor, t ts o t tor r ssn s n Fur. T prour or lultn t squrs ttk y sop s now smlr to t prour or rook n ln. For possl lok pttrn o ps on onl, t ttks r pr-lult. Furtrmor, t tors Oup r n Oup l ontn t oup squrs or r lokws rotton n rs nt-lokws rotton rsptvly. Ts two tors must upt or vry mov. Tr s on xtr prolm n t s o onl ttks. In Fur t n sn tt tr r onls ovrlown nto t nxt ntr o t tor. For lokws rotton, squr s prt o t onl ( to ) n squr s prt o t onl ( to ). Smlrly, or nt-lokws rotton, t squr s prt o t onl ( to ) n squr s prt o t onl

7 Fur : Bt ssnmnt or rs lokws rotton (lt) n rs nt-lokws rotton (rt). ( to ). Squr ( n t nt-lokws vrson) s not prolm, us ts s n squr t t top o t onl n wll strpp nywy. Tror, ts ovrlow nto t nxt ntr o t tor (rom [] to []) n nor. Squr ( n t nt-lokws vrson) s lso n squr, so ts ontnts n nor. Howvr, us ts tm t squr s t t ottom o t onl (.. t most snnt t) tr s t prolm o ttn t rmnn ts o t onl to t t lok normton. A snl lt st s n wl or ll t otr onls rt st s n. Tror, ts two onls r spl s n onton s to to t unton tt ts t lok normton rom t rott ors Oup l n Oup r. T pr-lult ttk tors r stor n t ollown tor rrys: BITBOARD DAtt_r[][]; BITBOARD DAtt_l[][]; T lulton prour s now s ollows: vo DAttRL(BITBOARD *, nt rom) { nt ps = GtDBts(&Oup_r, nt_r[rom]); ps = (ps & CLEARMASK) >> ; CopyBB(, &DAtt_r[rom][ps]); vo DAttLR(BITBOARD *, nt rom) { // Smlr, wt lt r rotton nt GtDBts(BITBOARD *, nt sq) { // Spl s o - n - (sq >= && sq <= ) rturn (->[] & ALLONES_) << ; // Otr ss rturn (->[sq_to [sq]] >> _st_no[sq]) & _msk[sq]; nt sq_to [] = {,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, ; nt _st_no[] = {,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, ; nt _msk[] = {,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, ; T msk trnslton s n us unlk rnks n ls, onls o not v x lnt. Tror, mskn s n to kp only t normton tt s t prs lnt o t onl on w t prtulr squr s lot. T nt r nnt l rrys v n omtt. Ts rrys v t poston o squr tr r lokws n nt-lokws rotton.. Otr Btors T tors xpln ov r nou to nrt lmost ll o t movs n so. For xmpl, t movs or lk sop n oun y rst mkn tor wt s on t squrs wr t sop rom squr sq n mov to: BITBOARD,, movs; DAttRL(&, sq); DAttLR(&, sq); OrBB(&movs, &, &); AnBB(&movs, &movs, &GotPs);

8 Vrson Tm (s) Attk tls Btors Tl : Rsults o ply mnmx srs n postons. Tn, loop trou t ts vs t possl stnton squrs (or promot sop, ts stnton squrs r ADD- wt tor tt s s or ll kn movs on sq). Wt rmns s to t p n promot or not. For ts, tors n us tt v s or t squrs ns t lk or wt promoton zon. T promoton zon s rprsnt y snl ntr, so kn squr s n t promoton zon n on y kn only [] or []. In t sm wy, tors n us to k ln, knt or pwn must promot (ln n knt on t top two rnks n pwn on t top rnk). Exprmntl Rsults In so prorms, tors v not n s wly us s n ss, w s to xpt us o t rn n or sz. It s mor ommon to v ttk tls (kk tls n Jpns) tt kp trk o wr p n mov to, uptn ts normton wn t or poston ns. Only tr t m lr tt t urrnt Computr So Worl Cmpon Bonnz s usn tors, t susson out ts us n so s r-opn. Ymst ompr t us o tors wt t us o ttk tls n s prorm YSS n only oun n nrs n sp o out % [] wn tors r us n tsum so solvr. Hr rnt tst s n prorm. To mk ln omprson twn tors n ttk tls, t prormn o mnmx prorm n w t movs wr nrt y ttk tls us n t prorm Spr ws ompr wt prorm n w t movs wr nrt y usn tors. Tror, t nrt trs n ot ss wr xtly t sm sz. T vluton unton only lult t mtrl ln. In ts wy, ply mnmx sr ws onut or rnt postons tkn rom two prossonl ms. Ts xprmnt ws run on.ghz Pntum mn unr WnowsXP. T rsults r summrz n Tl. From ts tl t n sn tt t mov nrton usn tors s.% str tn t mov nrton wt ttk tls. Conlusons n Futur Work In ts ppr t ws xpln ow tors n us to o mov nrton n so. Evn tou t mplmntton o tors n so s lss nt tn n ss us o t rnt or sz (t squrs o ss or t n xtly on ntr), t s n sown tt t sp o mov nrton n so n mprov snntly tors r us nst o ttk tls. Usn tors nst o t ttk tls n Spr m t mov nrton lmost tw s st. Tror, t sms lkly tt tors r oo ltrntv or ttk tls. Ts n s, mov nrton s not t only prt o so prorm wr ttk tls r us. For xmpl, ttk tls r lso us n t vluton unton, splly wn lultn p molty n t nr on squrs roun t kn. It s possl tt t xtr lultons us n tors mk t vluton slowr, tus rsn t ovrll prormn o t prorm. Tr s rn twn t vluton untons o rnt prorms, so t tvnss o t tor rprsntton mt v to tst or vry prorm. Howvr, tr r otr rsons or usn tors. Frst, otr prts o t prorm my lso nt rom usn tors. For xmpl, t stt xn vlutor us n qusn sr n mplmnt qut ntly usn tors. Son (n prps most ppln), mns om vll tt llow t rssn, t so or wll t n t tor rprsntton wll om twn two n tr tms str ovrnt wtout mu tonl ort. Su n mprovmnt nnot xpt n t s o ttk tls. Rrns [] K. Hok. ttp://.tup.om/yss/s. Mss post on Auust t. [] R. Hytt. ttp:// [] Wkp. ttp://n.wkp.or/wk/btor. [] H. Ymst. ttp://.tup.om/yss/s. Mss post on Auust t.

4.1 Interval Scheduling. Chapter 4. Greedy Algorithms. Interval Scheduling. Interval Scheduling: Greedy Algorithms

4.1 Interval Scheduling. Chapter 4. Greedy Algorithms. Interval Scheduling. Interval Scheduling: Greedy Algorithms 1 ptr 4 41 Intrvl Suln ry lortms Sls y Kvn Wyn opyrt 5 Prson-son Wsly ll rts rsrv Intrvl Suln Intrvl Suln: ry lortms Intrvl suln Jo strts t s n nss t Two os omptl ty on't ovrlp ol: n mxmum sust o mutully

More information

The Mathematics of Sudoku

The Mathematics of Sudoku T Mtmts o Suoku Tom Dvs tomrvs@rtlnk.nt ttp://www.omtr.or/mtrls (Prlmnry) Sptmr, 0 Introuton Suoku s puzzl prsnt on squr r tt s usully, ut s somtms or otr szs. In ts oumnt, w wll onsr only t s, ltou lmost

More information

PRESENTED TO. Data Leakage Worldwide: The Effectiveness of Corporate Security Policies

PRESENTED TO. Data Leakage Worldwide: The Effectiveness of Corporate Security Policies PRSNTD TO Dt Lk Worlw: T tvnss o Corport Surty Pols UUST 2008 Ovrvw Rsr Otvs Cso ontrt nst xprss to xut n ntrntonl survy wt ous on t ollown otvs: xplor mploy us o ompny vs, nlun ommunton srvs n vs us,

More information

Recall from Last Time: Disjoint Set ADT

Recall from Last Time: Disjoint Set ADT Ltur 21: Unon n Fn twn Up-Trs Toy s An: Plntn n rown orst o Up-Trs Unon-n n Fn-n Extn xmpl Implmntn Unon/Fn Smrt Unon n Fn Unon-y-sz/t n Pt Comprsson Run Tm Anlyss s tou s t ts! Covr n Cptr 8 o t txtook

More information

MPLS FOR MISSION-CRITICAL MICROWAVE NETWORKS BUILDING A HIGHLY RESILIENT MICROWAVE NETWORK WITH MULTI-RING TOPOLOGY

MPLS FOR MISSION-CRITICAL MICROWAVE NETWORKS BUILDING A HIGHLY RESILIENT MICROWAVE NETWORK WITH MULTI-RING TOPOLOGY MPLS FOR MISSION-CRITICAL MICROWAVE NETWORKS BUILDING A HIGHLY RESILIENT MICROWAVE NETWORK WITH MULTI-RING TOPOLOGY TECHNICAL WHITE PAPER H rslny n srv vllty r ky sn onsrtons wn uln msson-rtl mrowv ntworks.

More information

A New Efficient Distributed Load Balancing Algorithm for OTIS-Star Networks

A New Efficient Distributed Load Balancing Algorithm for OTIS-Star Networks Int'l Con. Pr. n Dst. Pro. T. n Appl. PDPTA' A Nw Ent Dstrut Lo Blnn Alortm or OTIS-Str Ntwors A. Aww 1, J. Al-S 1 Dprtmnt o CS, Unvrsty o Ptr, Ammn, Jorn Dprtmnt o ITC, Ar Opn Unvrsty, Ammn, Jorn Astrt

More information

Matching Execution Histories of Program Versions

Matching Execution Histories of Program Versions Mt Exuto Hstors o Prorm Vrsos Xyu Z Rv Gupt Dprtmt o Computr S T Uvrsty o Arzo Tuso, Arzo 85721 {xyz,upt}@s.rzo.u ABSTRACT W vlop mto or mt ym stors o prorm xutos o two prorm vrsos. T mts prou usul my

More information

Reading. Minimum Spanning Trees. Outline. A File Sharing Problem. A Kevin Bacon Problem. Spanning Trees. Section 9.6

Reading. Minimum Spanning Trees. Outline. A File Sharing Problem. A Kevin Bacon Problem. Spanning Trees. Section 9.6 Rin Stion 9.6 Minimum Spnnin Trs Outlin Minimum Spnnin Trs Prim s Alorithm Kruskl s Alorithm Extr:Distriut Shortst-Pth Alorithms A Fil Shrin Prolm Sy unh o usrs wnt to istriut il monst thmslvs. Btwn h

More information

Roof Terraces. Structural assemblies 04-2012

Roof Terraces. Structural assemblies 04-2012 C Roo Trrs Strutur ssms 04-2012 Prt soutons rom n xprt sour Sütr-Systms s n rn nm or ntnt strutur ssms on ons n trrs sn 1983. Tt yr, Wrnr Sütr nvnt t Sütr -TROBA mt, t rst rn mt or t r rn o ons n trrs.

More information

DATA MANAGEMENT POLICY. SUMMARY OF PRINCIPAL CHANGES General changes None for amendments in this revision, refer to Appendix II, UPR IM16.

DATA MANAGEMENT POLICY. SUMMARY OF PRINCIPAL CHANGES General changes None for amendments in this revision, refer to Appendix II, UPR IM16. Dt Mnmnt Poly Vrson 03.0, UPR IM16 (prvously UPR IM12) Etv: 2 Mr 2011. R-ssu: 1 Sptmr 2015 DATA MANAGEMENT POLICY SUMMARY OF PRINCIPAL CHANGES Gnrl ns Non or mnmnts n ts rvson, rr to Appnx II, UPR IM16.

More information

Hermes: Dynamic Partitioning for Distributed Social Network Graph Databases

Hermes: Dynamic Partitioning for Distributed Social Network Graph Databases Hrms: Dynm Prttonn or Dstrut Sol Ntwork Grph Dtss Dnl Nor Unvrsty o Wtrloo nl.nor@ml.om Shhn Kml Unvrsty o Wtrloo s3kml@uwtrloo. Khuzm Duj Unvrsty o Wtrloo kuj@uwtrloo. L Chn HKUST lhn@s.ust.hk ABSTRACT

More information

DATA MANAGEMENT POLICY

DATA MANAGEMENT POLICY Dt Mnmnt Poly Vrson 04.0, UPR IM12 Etv: 2 Mr 2011. R-ssu: 1 Sptmr 2012 DATA MANAGEMENT POLICY SUMMARY OF PRINCIPAL CHANGES Gnrl ns Doumnt upt wt t rom 1 Sptmr 2012 to norport t Unvrsty s rvs ntrnl mnmnt

More information

11 + Non-verbal Reasoning

11 + Non-verbal Reasoning Prti Tst + Non-vrl Rsoning R th instrutions rfully. Do not gin th tst or opn th ooklt until tol to o so. Work s quikly n s rfully s you n. Cirl th orrt lttr from th options givn to nswr h qustion. You

More information

Schedule C. Notice in terms of Rule 5(10) of the Capital Gains Rules, 1993

Schedule C. Notice in terms of Rule 5(10) of the Capital Gains Rules, 1993 (Rul 5(10)) Shul C Noti in trms o Rul 5(10) o th Cpitl Gins Ruls, 1993 Sttmnt to sumitt y trnsror o shrs whr thr is trnsr o ontrolling intrst Prt 1 - Dtils o Trnsror Nm Arss ROC No (ompnis only) Inom Tx

More information

- ASSEMBLY AND INSTALLATION -

- ASSEMBLY AND INSTALLATION - - SSEMLY ND INSTLLTION - Sliin Door Stm Mot Importnt! Ti rmwork n ml to uit 100 mm ini wll tikn (75 mm tuwork) or 125 mm ini wll tikn (100 mm tuwork) HOWEVER t uppli jm kit i pii to itr 100 mm or 125 mm

More information

Uses for Binary Trees -- Binary Search Trees

Uses for Binary Trees -- Binary Search Trees CS122 Algorithms n Dt Struturs MW 11:00 m 12:15 pm, MSEC 101 Instrutor: Xio Qin Ltur 10: Binry Srh Trs n Binry Exprssion Trs Uss or Binry Trs Binry Srh Trs n Us or storing n rtriving inormtion n Insrt,

More information

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ).

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ). PROCEDIMIENTO DE RECUPERACION Y COPIAS DE SEGURIDAD DEL CORTAFUEGOS LINUX P ar a p od e r re c u p e ra r nu e s t r o c o rt a f u e go s an t e un d es a s t r e ( r ot u r a d e l di s c o o d e l a

More information

tis, cis cunc - cunc - tis, cis tis, cis cunc - tis, func - def - def - tis, U func - def - func - tis, pa - tri pa - tri pa - tri tu - per - tu -

tis, cis cunc - cunc - tis, cis tis, cis cunc - tis, func - def - def - tis, U func - def - func - tis, pa - tri pa - tri pa - tri tu - per - tu - 1 B Ihsu dulcs cuncts [Supr 1] [Supr 2] Tnr B B B B - B - B - Ih - Ih - Ih - su su su cs cs cs cunc - cunc - cunc - Amns, Bblthèqu Cntl L Agn, ms 162 D, ff 2v-10 ts, ts, ts, E-tr - E-tr - E-tr - n p n

More information

Distributed Systems Principles and Paradigms. Chapter 11: Distributed File Systems. Distributed File Systems. Example: NFS Architecture

Distributed Systems Principles and Paradigms. Chapter 11: Distributed File Systems. Distributed File Systems. Example: NFS Architecture Distriut Systms Prinipls n Prigms Mrtn vn Stn VU mstrm, Dpt. Computr Sin stn@s.vu.nl Chptr 11: Vrsion: Dmr 10, 2012 1 / 14 Gnrl gol Try to mk fil systm trnsprntly vill to rmot lints. 1. Fil mov to lint

More information

Othello: A Minute to Learn... A Lifetime to Master. Brian Rose

Othello: A Minute to Learn... A Lifetime to Master. Brian Rose Otllo: A Minut to Lrn... A Litim to Mstr Brin Ros Otllo n A Minut to Lrn...A litim to Mstr r Ristr Trmrks o Anjr Co., 9, 00 Anjr Co., All Rits Rsrv Copyrit 00 y Brin Ros Aknowlmnts Mu o tis ook is s on

More information

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years Claim#:021914-174 Initials: J.T. Last4SSN: 6996 DOB: 5/3/1970 Crime Date: 4/30/2013 Status: Claim is currently under review. Decision expected within 7 days Claim#:041715-334 Initials: M.S. Last4SSN: 2957

More information

Level 3. Monday FRACTIONS ⅔ ⅗ 2) ⅔ =?/18. 1) What is a) ⅕ of 30? b) ⅖ of 30?

Level 3. Monday FRACTIONS ⅔ ⅗ 2) ⅔ =?/18. 1) What is a) ⅕ of 30? b) ⅖ of 30? 2014 Th Wkly Pln. All rights rsrv. Mony 2) ⅔ =?/18 1) Wht is ) ⅕ o 30? ) ⅖ o 30? 4) Us or = to show th rltionship twn th ollowing rtions: 3) Writ n quivlnt rtion or ½ ⅔ ⅗ 5) Brook pik ouqut o 24 lowrs.

More information

Inductive Proximity Sensors For Reliable Precision Feedback

Inductive Proximity Sensors For Reliable Precision Feedback Inutv Proxmty Snsors For R Prson F Sut to n 21 Inutv Proxmty Snsors Contnts Tn Dt... 24-27 Apptons... 28 Orrn Inormton... 29 Inutv Proxmty Snsors Ovrvw... 30-31 DC Inutv Proxmty Snsors Cynr/Tr Brr Dsn

More information

Form: Parental Consent for Blood Donation

Form: Parental Consent for Blood Donation A R C Wt, C 20006 Ptl Ct f B i Ifi T f t y t ll f i y tl t q y t l A R C ly. Pl ll 1-800-RE-CROSS (1-800-733-2767) v. if y v q r t t i I iv t f yr,, t, y v t t: 1. Y y t t l i ly, 2. Y y t t t l i ( k

More information

A122 MARION COUNTY HEALTH BUILDING HVAC, GLAZING AND LIGHTING RENOVATION 75% DOCUMENTS 08/31/2015

A122 MARION COUNTY HEALTH BUILDING HVAC, GLAZING AND LIGHTING RENOVATION 75% DOCUMENTS 08/31/2015 7 ' 7 /" ' " ' /" ' 9 /" ' 0" ' 0" ' 0" ' 0" ' " ' /" 0 NRL SHT NOTS IL VRIY XISTIN PRIOR TO WORK N NOTIY RHITT/NINR O ISRPNIS TWN RWINS N XISTIN ONITIONS. 0 0 0 PTH LOTIONS N IR PROOIN WHR XISTIN WLLS

More information

A simple algorithm to generate the minimal separators and the maximal cliques of a chordal graph

A simple algorithm to generate the minimal separators and the maximal cliques of a chordal graph A smpl lgortm to gnrt t mnml sprtors nd t mxml lqus o ordl grp Ann Brry 1 Romn Pogorlnk 1 Rsr Rport LMOS/RR-10-04 Fbrury 11, 20 1 LMOS UMR CNRS 6158, Ensmbl Sntqu ds Cézux, F-63 173 Aubèr, Frn, brry@sm.r

More information

Oracle PL/SQL Programming Advanced

Oracle PL/SQL Programming Advanced Orl PL/SQL Progrmming Avn In orr to lrn whih qustions hv n nswr orrtly: 1. Print ths pgs. 2. Answr th qustions. 3. Sn this ssssmnt with th nswrs vi:. FAX to (212) 967-3498. Or. Mil th nswrs to th following

More information

Attorney Directory. Prepared for on 12/8/2008. Helping you balance work and life. To use your plan:

Attorney Directory. Prepared for on 12/8/2008. Helping you balance work and life. To use your plan: Prepared for on 12/8/2008 ttorney irectory R PRT elping you balance work and life elow is a list of etwork ttorneys with offices located near you. You can save money on legal services by using a etwork

More information

Effect of Seed Priming with Plant Growth Promoting Rhizobacteria (PGPR) on Agronomic Traits and Yield of Barley Cultivars

Effect of Seed Priming with Plant Growth Promoting Rhizobacteria (PGPR) on Agronomic Traits and Yield of Barley Cultivars Worl Appl S Journl (5): 77-73, 03 ISSN 88-495 IDOSI Pulto, 03 DOI: 0.589/os.wsj.03..5.749 Et o S Prmn wt Plnt Growt Promotn Rzotr (PGPR) on Aronom Trts n Yl o Brly Cultvrs A. Srnz, H. Solmnz n Z. Srnz

More information

DATA MANAGEMENT POLICY

DATA MANAGEMENT POLICY Dt Mngmnt Poly Etv: 2 Mrh 2011. R-ssu: 1 Sptmr 2011 DATA MANAGEMENT POLICY IMPORTANT NOTICE Durng th Am Yr 2011-2012, th Unvrsty wll rvsng ts ntrnl struturs whh, mongst othr thngs, my rsult n th rplmnt

More information

Where preparation meets opportunity. My Academic Planner. Early Academic Outreach Program (EAOP)

Where preparation meets opportunity. My Academic Planner. Early Academic Outreach Program (EAOP) Whr prprtion mts opportunity. My Ami Plnnr Erly Ami Outrh Prorm (EAOP) Follow this 4-stp pln to prpr or mission to th Univrsity o Cliorni (UC), Cliorni Stt Univrsity (CSU) n mny inpnnt olls with similr

More information

Change Your History How Can Soccer Knowledge Improve Your Business Processes?

Change Your History How Can Soccer Knowledge Improve Your Business Processes? Symposium Inuurl Lctur o Hjo Rijrs, VU, 26-6-2015 Chn Your History How Cn Soccr Knowl Improv Your Businss Procsss? Wil vn r Alst TU/ n DSC/ 1970 born Oostrbk 1988-1992 CS TU/ 1992-1994 TS TU/ 1994-1996

More information

Paper Technics Orientation Course in Papermaking 2009:

Paper Technics Orientation Course in Papermaking 2009: P P Otto Cou Pmkg 2009: g to mk u tt you ol o tgt P Wo ould ttd? Otto Cou Pmkg wll b of vlu to t followg gou of ol:- 1. P mll mloy, wo dl dtly wt t o of mkg d w to mov t udtdg of t o d t mll oto t bod

More information

H ig h L e v e l O v e r v iew. S te p h a n M a rt in. S e n io r S y s te m A rc h i te ct

H ig h L e v e l O v e r v iew. S te p h a n M a rt in. S e n io r S y s te m A rc h i te ct H ig h L e v e l O v e r v iew S te p h a n M a rt in S e n io r S y s te m A rc h i te ct OPEN XCHANGE Architecture Overview A ge nda D es ig n G o als A rc h i te ct u re O ve rv i ew S c a l a b ili

More information

ELECTRICAL CAPACITY SYMBOL EQUIPMENT TYPE LOCATION / SERVING MFR MODEL (GALLONS) VOLTS PH AMPS WATTS

ELECTRICAL CAPACITY SYMBOL EQUIPMENT TYPE LOCATION / SERVING MFR MODEL (GALLONS) VOLTS PH AMPS WATTS OT: This is a stadard symbol list ad ot all items listed may be used. bbreviatios () XT OV OOR OW OOR P OW PRVTR OT R OT. OTTO V VV W O WTR R OT TR OW T TR O OOR OT OOR R T T O P O PR OR P O PR T W R WT,

More information

Two-stage Framework for Visualization of Clustered High Dimensional Data

Two-stage Framework for Visualization of Clustered High Dimensional Data T- F Vulzn Clu H Dnnl D Jul C Cll Cun G Inu Tnl 266 F Dv, Aln, GA 3332, USA Sn Bn Nnl Vulzn n Anl Cn P N Nnl L 92 Bll Blv, Rln, WA 99354, USA Hun P Cll Cun G Inu Tnl 266 F Dv, Aln, GA 3332, USA ABSTRACT

More information

Operation Transform Formulae for the Generalized. Half Canonical Sine Transform

Operation Transform Formulae for the Generalized. Half Canonical Sine Transform Appl Mhmcl Scnc Vol 7 3 no 33-4 HIKARI L wwwm-hrcom Opron rnorm ormul or h nrl Hl Cnoncl Sn rnorm A S uh # n A V Joh * # ov Vrh Inu o Scnc n Humn Amrv M S In * Shnrll Khnlwl Coll Aol - 444 M S In luh@mlcom

More information

Hospitals. Internal Revenue Service Information about Schedule H (Form 990) and its instructions is at www.irs.gov/form990.

Hospitals. Internal Revenue Service Information about Schedule H (Form 990) and its instructions is at www.irs.gov/form990. SCHEDULE H Hospitls OMB No. 1545-0047 (Form 990) Complt if th orgniztion nswr "Ys" to Form 990, Prt IV, qustion 20. Atth to Form 990. Opn to Puli Dprtmnt of th Trsury Intrnl Rvnu Srvi Informtion out Shul

More information

AdvancedTCA Connectors acc. to PICMG 3.0

AdvancedTCA Connectors acc. to PICMG 3.0 AvnTCA Conntors. to PICMG 3.0 ERNI is nxious to support ustomrs xtnsivly n is rully ompltin t prout rn or intronnt pltorms. Tis lso inlus t ATCA (Avn Tlom Computin Arittur) stnr. Tis stnr (lso known s

More information

CompactPCI Connectors acc. to PIGMG 2.0 Rev. 3.0

CompactPCI Connectors acc. to PIGMG 2.0 Rev. 3.0 Ctlog E 074486 08/00 Eition ComptPCI Conntors. to PIGMG.0 Rv. 3.0 Gnrl Lt in 999 PCI Inustril Computr Mnufturrs Group (PICMG) introu th nw rvision 3.0 of th ComptPCI Cor Spifition. Vrsion 3.0 of this spifition

More information

Outline. Binary Tree

Outline. Binary Tree Outlin Similrity Srh Th Nikolus Augstn Fr Univrsity of Bozn-Bolzno Fulty of Computr Sin DIS 1 Binry Rprsnttion of Tr Binry Brnhs Lowr Boun for th Eit Distn Unit 10 My 17, 2012 Nikolus Augstn (DIS) Similrity

More information

Chapter 3 Chemical Equations and Stoichiometry

Chapter 3 Chemical Equations and Stoichiometry Chptr Chmicl Equtions nd Stoichiomtry Homwork (This is VERY importnt chptr) Chptr 27, 29, 1, 9, 5, 7, 9, 55, 57, 65, 71, 75, 77, 81, 87, 91, 95, 99, 101, 111, 117, 121 1 2 Introduction Up until now w hv

More information

Classeur de Documents (à 72 Cases ) Casillero para Publicationes (72 Compartimientos)

Classeur de Documents (à 72 Cases ) Casillero para Publicationes (72 Compartimientos) an L ompany New ope, MN 55428 www.safcoproducts.com -Z Stor Literature Organizer (72 ompartments) lasseur de ocuments (à 72 ases ) asillero para Publicationes (72 ompartimientos) SSML SMLY NSTRUTONS NSTRUTONS

More information

IncrEase: A Tool for Incremental Planning of Rural Fixed Broadband Wireless Access Networks

IncrEase: A Tool for Incremental Planning of Rural Fixed Broadband Wireless Access Networks InrEs: A Tool or Inrmntl Plnning o Rurl Fix Bron Wirlss Ass Ntworks Giomo Brnri n Mhsh K. Mrin Shool o Inormtis Th Univrsity o Einurgh, UK Frnso Tlmon n Dmitry Rykovnov EOLO L NGI SpA, Miln, Itly Astrt

More information

Device I n s t r u m en t a t io n E x a m p l es : I P S L A s & N et F l o w Presented by Emmanuel Tychon Techni cal M ark eti ng Eng i neer TU D resden, J anuary 1 7 th 2 0 0 7 1. C is co I O S I P

More information

Installation Instructions

Installation Instructions nstallation nstructions RYL SOWR SS NOT: O NOT STOR UNTS OUTOORS. KP OUT OF SUNLT N XPOSUR TO WTR. Keep the unit cartoned all the way to the bathroom site for added protection. Unit should be handled with

More information

Menu Structure. Section 5. Introduction. General Functions Menu

Menu Structure. Section 5. Introduction. General Functions Menu Menu Structure Section 5 Introduction General Functions Menu Most workstation functions are accessed by menu selections. This section explains the menu structure and provides a tree structured view of

More information

SEE PAGE 2 FOR BRUSH MOTOR WIRING SEE PAGE 3 FOR MANUFACTURER SPECIFIC BLDC MOTOR WIRING EXAMPLES A

SEE PAGE 2 FOR BRUSH MOTOR WIRING SEE PAGE 3 FOR MANUFACTURER SPECIFIC BLDC MOTOR WIRING EXAMPLES A 0V TO 0V SUPPLY +0V TO +0V RS85 ONVRTR 9 TO OM PORT ON P TO P OM PORT US 9600 U 8IT, NO PRITY, STOP, NO FLOW TRL. OPTO SNSOR # +0V TO +0V RS85 RS85 OPTO SNSOR # PHOTO TRNSISTOR OPTO SNSOR # L TO OTHR Z

More information

EuroFGI Workshop on IP QoS and Traffic Control TITOLO. A Receiver Side Approach for Real-Time Monitoring of IP Performance Metrics

EuroFGI Workshop on IP QoS and Traffic Control TITOLO. A Receiver Side Approach for Real-Time Monitoring of IP Performance Metrics EuroFGI Workhop on IP QoS n Trff Conrol TITOLO A Rvr S Approh for Rl-T Monorng of IP Prforn Mr TESI R. G. Grroppo, S. Gorno, F. Oppno, G. Pro Dp. of Inforon Engnrng Unvry of P 1 Lbon, Porugl, Dbr 6-7,

More information

Campus Sustainability Assessment and Related Literature

Campus Sustainability Assessment and Related Literature Campus Sustainability Assessment and Related Literature An Annotated Bibliography and Resource Guide Andrew Nixon February 2002 Campus Sustainability Assessment Review Project Telephone: (616) 387-5626

More information

d e f i n i c j i p o s t a w y, z w i z a n e j e s t t o m. i n. z t y m, i p o jі c i e t o

d e f i n i c j i p o s t a w y, z w i z a n e j e s t t o m. i n. z t y m, i p o jі c i e t o P o s t a w y s p o і e c z e t s t w a w o b e c o s у b n i e p e і n o s p r a w n y c h z e s z c z e g у l n y m u w z g lb d n i e n i e m o s у b z z e s p o і e m D o w n a T h e a t t i t uodf

More information

SKILL TEST IR(H) HELICOPTER SE ME Application and report form A. Udfyldes af ansøgeren/to be filled out by the applicant:

SKILL TEST IR(H) HELICOPTER SE ME Application and report form A. Udfyldes af ansøgeren/to be filled out by the applicant: SKILL TEST IR(H) HELICOPTER SE ME Applition n rport orm A. Uyls nsørn/to ill out y th pplint: CPR-nr./Dt o Birth: Crtiikt nr./lin no.: (I ny) Ustn Stt/Stt o Lin Issu: Fornvn/First nm(s): Etrnvn/Lst nm:

More information

Economics 340: International Economics Andrew T. Hill Nontariff Barriers to Trade

Economics 340: International Economics Andrew T. Hill Nontariff Barriers to Trade Eonomis 340: Intrntionl Eonomis Anrw T. Hill Nontri Brrirs to Tr Txtook Rings: ugl & Linrt, Intrntionl Eonomis, 11th Eition, pp. 139-162. 10th Eition, pp. 133-153. Txtook W Sit: Ky Grph 3 t http://www.mhh.om/onomis/pugl

More information

RIGHT-OF-WAY ACQUISITION AND BRIDGE CONSTRUCTION BONDS 7/01/12 341150MD9 341150ND8 341150QR4

RIGHT-OF-WAY ACQUISITION AND BRIDGE CONSTRUCTION BONDS 7/01/12 341150MD9 341150ND8 341150QR4 RIGHT-OF-WAY ACQUISITION AND BRIDGE CONSTRUCTION BONDS CUSIP Numbers Maturity Date Series 2002 Dated 1/15/2002 Series 2002A New & Refunding Dated 9/01/2002 Series 2003A Dated 9/15/2003 7/01/12 341150MD9

More information

CCD CHARGE TRANSFER EFFICIENCY (CTE) DERIVED FROM SIGNAL VARIANCE IN FLAT FIELD IMAGES The CVF method

CCD CHARGE TRANSFER EFFICIENCY (CTE) DERIVED FROM SIGNAL VARIANCE IN FLAT FIELD IMAGES The CVF method CCD CHARGE TRANSFER EFFICIENCY (CTE) DERIVED FROM SIGNAL VARIANCE IN FLAT FIELD IMAGES Th CVF mthod Fbrc Chrstn 1, Konrd Kujkn 1,, Dtrch Bd 3, Cyrl Cvdor 4, Sbstn Drs 3, Olf Iwrt 3. 1 Kptyn Astronomcl

More information

Jesus Performed Miracles

Jesus Performed Miracles F Jonl P Ju Pr Mircl ch f lo Al n fri r b f Li blo n of ick li on Po k r u yi li br o n o y o on y r v y o r b f ch rfriror n -ll cr r p r o y k li Tor n of o ll y r u o kn on r ch n L ch p Ju Hl Officil

More information

Applications: Lifting eyes are screwed or welded on a load or a machine to be used as lifting points.

Applications: Lifting eyes are screwed or welded on a load or a machine to be used as lifting points. Liin ys Applicions: Liin ys r scrw or wl on or mchin o us s liin poins. Rn: Vn Bs ors wi rn o liin poins in lloy sl: ix, ricul, pivoin n/or roin. Fix liin poin: Ey nu, yp EL - mric vrsion Ey ol, yp AL

More information

Algorithmic Aspects of Access Networks Design in B3G/4G Cellular Networks

Algorithmic Aspects of Access Networks Design in B3G/4G Cellular Networks Algorithmi Aspts o Ass Ntworks Dsign in BG/G Cllulr Ntworks Dvi Amzllg, Josph (Si) Nor,DnnyRz Computr Sin Dprtmnt Thnion, Hi 000, Isrl {mzllg,nny}@s.thnion..il Mirosot Rsrh On Mirosot Wy, Rmon, WA 980

More information

Transient Voltage Suppressor SMBJ5.0 - SMBJ440CA

Transient Voltage Suppressor SMBJ5.0 - SMBJ440CA Features: Glass passivated junction Low incremental surge resistance, excellent clamping capability 600W peak pulse power capability with a 10/1,000μs waveform, repetition rate (duty cycle): 0.01% Very

More information

REGULATORS TECHNICAL DATA COMPONENTS

REGULATORS TECHNICAL DATA COMPONENTS RUTORS ach system served by the air supply mains (e.g. actuators and general appliances) requires its own constant operating pressure. t is necessary to use a regulator to regulate the pressure within

More information

Standard Conditions for Street Traders The Royal Borough of Kensington and Chelsea. Revised standard conditions for street trading

Standard Conditions for Street Traders The Royal Borough of Kensington and Chelsea. Revised standard conditions for street trading Stnr Conitions or Strt Trrs Th Royl Borough o Knsington n Chls Rvis stnr onitions or strt tring Th Royl Borough o Knsington n Chls strt tring linss stnr onitions 2006 1 Dinitions Th ollowing xprssions

More information

WHAT HAPPENS WHEN YOU MIX COMPLEX NUMBERS WITH PRIME NUMBERS?

WHAT HAPPENS WHEN YOU MIX COMPLEX NUMBERS WITH PRIME NUMBERS? WHAT HAPPES WHE YOU MIX COMPLEX UMBERS WITH PRIME UMBERS? There s n ol syng, you n t pples n ornges. Mthemtns hte n t; they love to throw pples n ornges nto foo proessor n see wht hppens. Sometmes they

More information

Ethical and Professional Standards

Ethical and Professional Standards STUDY SESSION 1 Etl n Prossonl Stnrs T rns n ts stuy ssson prsnt rmwork or tl onut n t nvstmnt prosson y ousn on t CFA Insttut Co o Ets n Stnrs o Prossonl Conut s wll s t Glol Invstmnt Prormn Stnrs (GIPS

More information

Back left Back right Front left Front right. Blue Shield of California. Subscriber JOHN DOE. a b c d

Back left Back right Front left Front right. Blue Shield of California. Subscriber JOHN DOE. a b c d Smpl ID r n sription o trms Bk lt Bk right Front lt Front right Provirs: Pls il ll lims with your lol BluCross BluShil lins in whos srvi r th mmr riv srvis or, whn Mir is primry, il ll Mir lims with Mir.

More information

ALL DIMENSIONS IN MILLIMETRES BUT DO NOT SCALE DRAWING

ALL DIMENSIONS IN MILLIMETRES BUT DO NOT SCALE DRAWING 3 4 5 6 7 8 9 0 PP TST UPN : MTRL: RN STL PP PS 4.3 X 8.0 WLL X 5 LN NT: T NUMR TS S T LMT WT MXMUM 4 TS. TST PLT UPN : MTRL: RN STL PLT TNSS: 0 mm. X TST PLT UPN : MTRL: RN STL PLT TNSS: 6 mm. L PNT R

More information

Paper Cold & Hot Drink Cups & Lids

Paper Cold & Hot Drink Cups & Lids Paper old & Hot rink ups & Lids. UL LIS W/STRW SLOTS SOLO Lids for cold drink cups. Translucent 18200297 L9N Fits 7, 7 & L7 2000/cs. 18702500 L10LN Fits 9, 9, VP95X, L91, R10NN, 2500/cs. PV12, V122, VP12

More information

G S e r v i c i o C i s c o S m a r t C a r e u ي a d e l L a b o r a t o r i o d e D e m o s t r a c i n R ل p i d a V e r s i n d e l S e r v i c i o C i s c o S m a r t C a r e : 1 4 ع l t i m a A c

More information

Masters Mens Physique 45+

Masters Mens Physique 45+ C G x By, F, hysq, Bk Chpshps Ap, Cv Cy, Cf Mss Ms hysq + Fs Ls Css Ov Css s G MC Chpk M+ W M+/MC y Bs 9 8 9 9 8 B O'H 8 9 8 S Rs 8 8 9 h K 9 D Szwsk 8 9 8 9 9 G M+ h D Ly Iz M+ 8 M R : : C G x By, F,

More information

m Future of learning Zehn J a hr e N et A c a d ei n E r f o l g s p r o g r a m Cisco E x p o 2 0 0 7 2 6. J u n i 2 0 0 7, M e sse W ie n C. D or n in g e r, b m u k k 1/ 12 P r e n t t z d e r p u t

More information

indirect electro-pneumatic, pneumatic, manual, mechanical pneumatic spring, mechanical spring G1/8 6,5 890

indirect electro-pneumatic, pneumatic, manual, mechanical pneumatic spring, mechanical spring G1/8 6,5 890 L-M UNVRSL istributors / - / - UNVRSL Modular System: possibility to create a lot of different valves with a short number of basis elements - ontrol: manual, mechanical,, electric - Traditional UNVR spool

More information

C o a t i a n P u b l i c D e b tm a n a g e m e n t a n d C h a l l e n g e s o f M a k e t D e v e l o p m e n t Z a g e bo 8 t h A p i l 2 0 1 1 h t t pdd w w wp i j fp h D p u b l i c2 d e b td S t

More information

WAVEGUIDES (& CAVITY RESONATORS)

WAVEGUIDES (& CAVITY RESONATORS) CAPTR 3 WAVGUIDS & CAVIT RSONATORS AND DILCTRIC WAVGUIDS OPTICAL FIBRS 導 波 管 & 共 振 腔 與 介 質 導 波 管 光 纖 W t rqu is t irowv rg >4 G? t losss o wv i two-odutor trsissio li du to iprt odutor d loss diltri o

More information

55 th EOQ Congress as World Quality Congress

55 th EOQ Congress as World Quality Congress 55 h EOQ grss s Wr Qu grss HOTEL RESERVTION ND DESRITION OF HOTELS LOTION OF 55 h EOQ OFFIIL HOTELS 1 Kpsk H rvus***** (ONGRESS VENUE ND HOTEL) H-1051 Bups, Erzséb ér 7-8. 2 Dubus H Gér**** H-1111 Bups,

More information

M P L S /V P N S e c u rity. 2 0 0 1, C is c o S y s te m s, In c. A ll rig h ts re s e rv e d.

M P L S /V P N S e c u rity. 2 0 0 1, C is c o S y s te m s, In c. A ll rig h ts re s e rv e d. M P L S /V P N S e c u rity M ic h a e l B e h rin g e r < m b e h rin g @ c is c o.c o m > M b e h rin g - M P L S S e c u rity 2 0 0 1, C is c o S y s te m s, In c. A ll rig h ts re s e rv e d. 1 W h

More information

PIN #1 ID FIDUCIAL LOCATED IN THIS AREA TOP VIEW. ccc C SIDE VIEW

PIN #1 ID FIDUCIAL LOCATED IN THIS AREA TOP VIEW. ccc C SIDE VIEW Packag iagrams ruary 20 all W Packag Option : i0 P imnsions in illimtrs ata ht r PI # I IUI OT I TI R (X) 2 OTTO VIW. X Ø s TOP VIW Ø.0 Ø.0 I VIW OT:. IIO TOR PR Y. 99. 2. IIO R I IITR. IIO I UR T T XIU

More information

Binary Search Trees. Definition Of Binary Search Tree. The Operation ascend() Example Binary Search Tree

Binary Search Trees. Definition Of Binary Search Tree. The Operation ascend() Example Binary Search Tree Binary Sar Trs Compxity O Ditionary Oprations t(), put() and rmov() Ditionary Oprations: ƒ t(ky) ƒ put(ky, vau) ƒ rmov(ky) Additiona oprations: ƒ asnd() ƒ t(indx) (indxd inary sar tr) ƒ rmov(indx) (indxd

More information

Upward Planar Drawings of Series-Parallel Digraphs with Maximum Degree Three

Upward Planar Drawings of Series-Parallel Digraphs with Maximum Degree Three Upwr Plnr Drwins of ris-prlll Dirps wit Mximum Dr Tr (Extn Astrt) M. Aul Hssn m n M. iur Rmn Dprtmnt of Computr in n Eninrin, Bnls Univrsity of Eninrin n Tnoloy (BUET). {sm,siurrmn}@s.ut.. Astrt. An upwr

More information

/* ------------------------------------------------------------------------------------

/* ------------------------------------------------------------------------------------ Pr o g r a m v a r e fo r tr a fik k b e r e g n in g e r b a s e r t p å b a s is k u r v e m e to d e n n M a tr ix * x M a tr ix E s ta lp h a B e ta ; n M a tr ix * z M a tr ix ; g e n M a tr ix X

More information

Elements from Another Universe: Understanding the Beauty of the Periodic Table

Elements from Another Universe: Understanding the Beauty of the Periodic Table Elements from Another Universe: Understanding the Beauty of the Periodic Table Learning Objectives: The students will examine the properties of make believe elements, arrange these elements so as to create

More information

Ethical and Professional Standards

Ethical and Professional Standards STUDY SESSION 1 Etl n Prossonl Stnrs T rns n ts stuy ssson prsnt rmwork or tl onut n t nvstmnt prosson y ousn on t CFA Insttut Co o Ets n Stnrs o Prossonl Conut (t Co n Stnrs) s wll s t CFA Insttut Rsr

More information

Earthquake Hazard Zones: The relative risk of damage to Canadian buildings

Earthquake Hazard Zones: The relative risk of damage to Canadian buildings Earthquake Hazard Zones: The relative risk of damage to Canadian buildings by Paul Kovacs Executive Director, Institute for Catastrophic Loss Reduction Adjunct Research Professor, Economics, Univ. of Western

More information

Effect of Thermal Aging on Microstructure of Sn-Bi-In Solder Joint

Effect of Thermal Aging on Microstructure of Sn-Bi-In Solder Joint Trnstons o JWRI, Vol.43 (2014), No. 2 Et o Trml An on Mrostrutur o Sn-B-In Solr Jont MOKHTARI Om*, NISHIKAWA Hros** Astrt In ts stuy, t t o n 0.5 n 1 wt% In to Sn 58B solr on ntrmtll ompoun (IMC) lyrs

More information

50 MATHCOUNTS LECTURES (10) RATIOS, RATES, AND PROPORTIONS

50 MATHCOUNTS LECTURES (10) RATIOS, RATES, AND PROPORTIONS 0 MATHCOUNTS LECTURES (0) RATIOS, RATES, AND PROPORTIONS BASIC KNOWLEDGE () RATIOS: Rtios re use to ompre two or more numers For n two numers n ( 0), the rtio is written s : = / Emple : If 4 stuents in

More information

CC01[PE] 4mm² BLK. 16mm² [CC01] ASSEMBLY PLATE CB10PE. 16mm². 16mm²

CC01[PE] 4mm² BLK. 16mm² [CC01] ASSEMBLY PLATE CB10PE. 16mm². 16mm² ST WR R WR W R WR R WR R WR W R WR R WR R WR W R WR R 0 0 0 [0] 00V, 0z S R [0] SV.000 g V= 0 0 UT 0[] mm². mm² T T T T T T T T T T T T T T T T T T T T T SSY T [0] UT, VV TR 0 UT, TR VV X V V V V T, 0V

More information

Drive your marketing with Cisco Get more from your SMB marketing with Cisco Marketing Serv ices Quick Reference Guide All co n t e n t s a r e C o p y r i g h t 20 0 8 C i s co S y s t e m s, I n c. All

More information

Cloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman

Cloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman Cloud and Big Data Summr Scool, Stockolm, Aug., 2015 Jffry D. Ullman Givn a st of points, wit a notion of distanc btwn points, group t points into som numbr of clustrs, so tat mmbrs of a clustr ar clos

More information

Authenticated Encryption. Jeremy, Paul, Ken, and Mike

Authenticated Encryption. Jeremy, Paul, Ken, and Mike uthntcatd Encrypton Jrmy Paul Kn and M Objctvs Examn thr mthods of authntcatd ncrypton and dtrmn th bst soluton consdrng prformanc and scurty Basc Componnts Mssag uthntcaton Cod + Symmtrc Encrypton Both

More information

Revised Conditions (January 2009) LLOYDS BANKING GROUP SHARE ISA CONDITIONS

Revised Conditions (January 2009) LLOYDS BANKING GROUP SHARE ISA CONDITIONS Rvis Conitions (Jnury 2009) LLOYDS BANKING GROUP SHARE ISA CONDITIONS Contnts 1 Who r th prtis?... 2 Wht o wors n phrss in ol typ mn?... 3 Whn i my pln strt?... 4 How o I invst in my pln?... 5 Who owns

More information

Diagram Editing with Hypergraph Parser Support

Diagram Editing with Hypergraph Parser Support Copyright 1997 IEEE. Pulish in th Proings o VL 97, Sptmr 23-26, 1997 in Cpri, Itly. Prsonl us o this mtril is prmitt. Howvr, prmission to rprint/rpulish this mtril or vrtising or promotionl purposs or

More information

SEPTEMBER Unit 1 Page Learning Goals 1 Short a 2 b 3-5 blends 6-7 c as in cat 8-11 t 12-13 p

SEPTEMBER Unit 1 Page Learning Goals 1 Short a 2 b 3-5 blends 6-7 c as in cat 8-11 t 12-13 p The McRuffy Kindergarten Reading/Phonics year- long program is divided into 4 units and 180 pages of reading/phonics instruction. Pages and learning goals covered are noted below: SEPTEMBER Unit 1 1 Short

More information

WIRING DIAGRAMS 0. Wire Color. Circuit. Connector. Wire Position in Connector. Wire Identification. Connector Location

WIRING DIAGRAMS 0. Wire Color. Circuit. Connector. Wire Position in Connector. Wire Identification. Connector Location Section Subsection IING IGMS (IING IGMS) IING IGMS The following illustration explains the wires and connectors in wiring diagrams. ire position in connector onnector identification ire color (french)

More information

Web Content Management System: Page Type Reference Guide

Web Content Management System: Page Type Reference Guide Wb Cnn Mnn : P T Rnc Gu Auu 2012 CM P T Rnc Gu CM P T Rnc Gu...3 W D I Cnc F H?...3 Gnc P...3 Nw H P...7 T Nw R H C P...7 Nw R P...8 Evn H P...10 Invu Evn P...11 H...13 I D P...14 D P...18 Qun n Anw H

More information

Unit 16 : Software Development Standards O b jec t ive T o p r o v id e a gu ide on ho w t o ac h iev e so f t wa r e p r o cess improvement through the use of software and systems engineering standards.

More information

www.breaking News English.com Ready-to-Use English Lessons by Sean Banville Level 6 Travelling to and from work is work, says EU

www.breaking News English.com Ready-to-Use English Lessons by Sean Banville Level 6 Travelling to and from work is work, says EU www.breaking News English.com Ready-to-Use English Lessons by Sean Banville 1,000 IDEAS & ACTIVITIES FOR LANGUAGE TEACHERS www.breakingnewsenglish.com/book.html Thousands more free lessons from Sean's

More information

www.breaking News English.com Ready-to-Use English Lessons by Sean Banville Level 6 Students sell bodies and gamble to survive

www.breaking News English.com Ready-to-Use English Lessons by Sean Banville Level 6 Students sell bodies and gamble to survive www.breaking News English.com Ready-to-Use English Lessons by Sean Banville 1,000 IDEAS & ACTIVITIES FOR LANGUAGE TEACHERS www.breakingnewsenglish.com/book.html Thousands more free lessons from Sean's

More information

Evobike 2014 Árak szerzõdött partnereink számára Mounty

Evobike 2014 Árak szerzõdött partnereink számára Mounty Evobike 2014 Árak szerzõdött partnereink számára Mounty Cikksz. Termék neve Szerzõdött árak (Ft) nettó Szerzõdött árak (Ft) bruttó Fogyasztói ár (Ft) 0713 MOUNTY LITE-PEDAL 6126 7780 10427 0713COMP MOUNTY

More information

Approximate Subtree Identification in Heterogeneous XML Document Collections

Approximate Subtree Identification in Heterogeneous XML Document Collections Approximat Sutr Intiiation in Htrognous XML Doumnt Colltions Ismal Sanz 1, Maro Msiti 2, Giovanna Gurrini 3 an Raal Brlanga 1 1 Univrsitat Jaum I, Spain 2 Univrsità gli Stui i Milano, Italy 3 Univrsità

More information

NEGLIGENT INFLICTION OF EMOTIONAL DISTRESS IS STILL ALIVE IN TEXAS

NEGLIGENT INFLICTION OF EMOTIONAL DISTRESS IS STILL ALIVE IN TEXAS NEGLIGENT INFLICTION OF EMOTIONAL DISTRESS IS STILL ALIVE IN TEXAS (I H Oy B Sy W) By F A. Sp 1 G W. (W) Hz 2 M Tx wy w p v w w Sp C Tx b 1993 By v. K. 3 Hwv, b Tx k k. T y b pp, b vb, y. I Tx p b by jy

More information

*Not on the Table of Information for Physics C, since Thermodynamics is not a Physics C topic.

*Not on the Table of Information for Physics C, since Thermodynamics is not a Physics C topic. BLE O INORMION OR CONSNS ND CONERSION CORS - n to nt,. 66 7 9 M/ Poton, 67. 7 Nton, n 67. 7 Eton, 9. Mnt o th ton h, 6. 9 C voo n, N 6. o Unv ontnt, R 8. J/ ( o ¼ K) Botznn ontnt, B 8. J/K S o ht,. 8 /

More information

tariff guide EFFECTIVE DATE 1 April 2013

tariff guide EFFECTIVE DATE 1 April 2013 tariff guide EFFEIVE DATE 1 April 2013 Delivering peace of mind UCH Logistics is a dynamic, customer focused provider of specialist transport services to the airfreight industry. Having been established

More information