SlideShare uma empresa Scribd logo
1 de 6
Baixar para ler offline
69(7/$1$ $ 529(16.$-$                        $520$7,=$7,212)/,*+71$3+7+$
   1,.2/$- 0 2675296.,                       )5$7,21621=(2/,7(6
   2PVN 6WDWH 8QLYHUVLW 2PVN               .,1(7,02'(/
                          5XVVLD
  2PVN 'HSDUWPHQW RI %RUHVNRY                 2Q WKH EDVLV RI DQDO]LQJ NLQHWLF H[SHULPHQWDO GDWD SHUIRUPHG LQ ODERUDWRU
     ,QVWLWXWH RI DWDOVLV 2PVN             LQWHJUDO UHDFWRUV D OXPSLQJ NLQHWLF PRGHO RI WKH =HRIRUPLQJ SURFHVV ZDV
                            5XVVLD             GHYHORSHG $ UHDFWLRQ VFKHPH RI WKH OXPSHG FRPSRQHQWV ZDV SURSRVHG WKDW
                                               ZDV DGDSWHG WR WKH WHFKQRORJLFDO UHTXLUHPHQWV 7KH UHDFWLRQ UDWH FRQVWDQWV
                   6,(17,), 3$3(5            DQG DFWLYDWLRQ HQHUJLHV ZHUH HVWLPDWHG WKDW DUH YDOLG IRU FHUWDLQ IHHG
                                               FRPSRVLWLRQV 7KH PRGHO LV LQWHQGHG IRU IXUWKHU PRGHOLQJ DQG RSWLPL]DWLRQ RI
             WKH SURFHVV




       /DWHO LQ WKH ILHOG RI VHFRQGDU UHILQHU SURFHVVHV              ² WKH VFLVVLRQ RI ² ERQGV LV WKH OLPLWLQJ VWDJH LQ
FUDFNLQJ UHIRUPLQJ LVRPHUL]DWLRQ
WKHUH KDV EHHQ               WKH FRQYHUVLRQ RI LQGLYLGXDO KGURFDUERQV
LQFUHDVLQJ LQWHUHVW LQ WKH KGURJHQ²IUHH FDWDOWLF                       ² WKH UHDFWLRQ UDWHV REHHG ILUVW RUGHU HTXDWLRQV
WUHDWPHQW RI OLJKW QDSKWKD DQG JDV FRQGHQVDWHV RQ
KLJK²VLOLFD ]HROLWH FDWDOVWV [] 1XPHURXV H[SHULPHQWV                  +RZHYHU WKH UHDFWLRQ VFKHPH DQG NLQHWLF
WKDW ZHUH FDUULHG RXW DW WKH 6( =HRVLW RI WKH %RUHVNRY          SDUDPHWHUV ZHUH QRW SUHVHQWHG [] 0RUHRYHU WKHUH DUH
,QVWLWXWH RI DWDOVLV FRQILUP WKH SRVVLELOLW RI OHDG²IUHH       QR ZRUNV LQ WKH OLWHUDWXUH GHDOLQJ ZLWK WKH PRGHOLQJ DQG
JDVROLQH SURGXFWLRQ E WKH FDWDOWLF FRQYHUVLRQ RI                 RSWLPL]DWLRQ RI WKLV SURFHVV
ORZ²RFWDQH FUXGH QDSKWKD FDVLQJ²KHDG JDVROLQH []                      )RU WKLV SXUSRVH DW OHDVW UHDFWLRQ NLQHWLF PRGHO RI
JDV FRQGHQVDWH [] RLOV
XVLQJ FDWDOVWV EDVHG RQ                 OXPSHG FRPSRQHQWV LV QHFHVVDU 6XFK D PRGHO KDV
KLJK²VLOLFD ]HROLWHV 7KH SURFHVV FDOOHG =HRIRUPLQJ            EHHQ SURSRVHG LQ WKLV UHSRUW 7KH H[SHULPHQWDO GDWD
ZDV WHVWHG LQ DQ H[SHULPHQWDO²LQGXVWULDO SODQW IRU WKH             ZKLFK KDYH EHHQ SXEOLVKHG LQ WKH OLWHUDWXUH IRU VHYHUDO
SURGXFWLRQ RI JDVROLQH IURP FDVLQJ²KHDG JDVROLQH                   WSHV RI IHHGVWRFNV ZHUH XVHG WR FRQVWUXFW WKH PRGHO
FDSDFLW RI  WHDU
DQG ZDV SXW LQWR RSHUDWLRQ LQ            7KH ZHUH XVHG WR HVWLPDWH WKH YDOLGLW RI WKH SURSRVHG
 DW WKH 1L]KQHYDUWRYVN JDV²SURFHVVLQJ SODQW
                                                                   PRGHO IRU WKH FRQYHUVLRQ RI YDULRXV OLJKW IUDFWLRQV
=HRIRUPLQJ LQGXVWULDO SODQWV FDSDFLW RI  WHDU
ZHUH SXW LQWR RSHUDWLRQ LQ 3RODQG .LUJKL]LD *HRUJLD
6RXWK .RUHD DQG DUH LQWHQGHG IRU WKH SURGXFWLRQ RI                0$,1 5($7,216
(XURVXSHU² JDVROLQH [] 1RZ 6( =HRVLW LV ZRUNLQJ
                                                                         +GURFDUERQ FRQYHUVLRQ RQ ]HROLWH FDWDOVWV XQGHU
RQ WKH GHVLJQ RI VLPLODU SODQWV LQ RWKHU UHJLRQV RI
                                                                   WKH FRQGLWLRQV RI WKH =HRIRUPLQJ SURFHVV LQFOXGHV D
5XVVLD PDLQO LQ 6LEHULD 7KXV =HRIRUPLQJ KDV EHFRPH
RQH RI WKH LPSRUWDQW UHILQHU SURFHVVHV 7KH =HRIRUPLQJ            VHULHV RI FRQVHFXWLYH DQG SDUDOOHO UHDFWLRQV RQ
SURFHVV PD HVSHFLDOO EH HIIHFWLYH LQ WKH FRQYHUVLRQ RI           DFLG²EDVH WSHV RI DFWLYH FHQWHUV 7KH ILUVW VWDJH RI
VHFRQGDU OLJKW KGURFDUERQ IUDFWLRQV WKDW LQFOXGH                 SDUDIILQ FRQYHUVLRQ FRQVLVWV RI ² ERQG VFLVVLRQ ZLWK
ROHILQV                                                           WKH IRUPDWLRQ RI XQVDWXUDWHG IUDJPHQWV IROORZHG E
                                                                   KGURJHQ GLVSURSRUWLRQDWLRQ EHWZHHQ ROHILQV DQG OLJKW
      0HDQZKLOH WKH WKHRUHWLFDO EDVLV RI WKLV SURFHVV
                                                                   SDUDIILQV DV ZHOO DV WKH IRUPDWLRQ RI DURPDWLFV )RU
KDV SUDFWLFDOO QRW EHHQ GHYHORSHG 7KH DYDLODEOH NLQHWLF
                                                                   H[DPSOH
LQYHVWLJDWLRQV GR QRW H[FHHG WKH OLPLWV RI H[SHULPHQWDO
GHSHQGHQFLHV [] WKDW DUH QRW EURXJKW WR NLQHWLF                     VWDJH  ² ERQG VFLVVLRQ LQ SDUDIILQV
HTXDWLRQV DQG SDUDPHWHUV
                                                                         + → +  +                               ,
7KH NLQHWLFV RI LQGLYLGXDO KGURFDUERQ FRQYHUVLRQV
RQ ]HROLWH +=60² LQ WKH =HRIRUPLQJ SURFHVV ZHUH                        VWDJH  ROHILQ GLVSURSRUWLRQDWLRQ ZLWK WKH
VWXGLHG LQ UHI [] 7KH DFWLYDWLRQ HQHUJLHV RI                    IRUPDWLRQ RI DURPDWLFV
FFORKH[DQH  N-PRO

Mais conteúdo relacionado

Mais procurados

Pen test pavol.luptak
Pen test pavol.luptakPen test pavol.luptak
Pen test pavol.luptakAmiga Utomo
 
Gardiner Dismantling - Transportation Association of Canada Paper (1)
Gardiner Dismantling - Transportation Association of Canada Paper (1)Gardiner Dismantling - Transportation Association of Canada Paper (1)
Gardiner Dismantling - Transportation Association of Canada Paper (1)Kathleen Llewellyn-Thomas P. Eng.
 
Published in Nebraska Emerg Mgt Beacon
Published in Nebraska Emerg Mgt BeaconPublished in Nebraska Emerg Mgt Beacon
Published in Nebraska Emerg Mgt Beaconamberalbano
 
ConocoPhillipsLNG_Brochure
ConocoPhillipsLNG_BrochureConocoPhillipsLNG_Brochure
ConocoPhillipsLNG_BrochureIslam Ahmed
 
Pleural and pericardial mesothelioma
Pleural and pericardial mesotheliomaPleural and pericardial mesothelioma
Pleural and pericardial mesotheliomaAbdulsalam Taha
 
Resumen Reforma Laboral 2012 - Ley 3/2012
Resumen Reforma Laboral 2012 - Ley 3/2012Resumen Reforma Laboral 2012 - Ley 3/2012
Resumen Reforma Laboral 2012 - Ley 3/2012IFRA asesores
 
Nicolae milescu
Nicolae milescuNicolae milescu
Nicolae milescuscbapt
 
Articulo sistema de partidos 1958 - 1973 - avd version lite 1
Articulo   sistema de partidos 1958  - 1973 - avd version lite 1Articulo   sistema de partidos 1958  - 1973 - avd version lite 1
Articulo sistema de partidos 1958 - 1973 - avd version lite 1Cristian Adrian Villegas Dianta
 
Led spring11 web
Led spring11 webLed spring11 web
Led spring11 webAricent Bug
 
The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...
The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...
The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...RareBooksnRecords
 
SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...
SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...
SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...SterneKessler
 
synchronous sequential circuit
synchronous sequential circuitsynchronous sequential circuit
synchronous sequential circuitMylinza Lonod
 

Mais procurados (19)

Pen test pavol.luptak
Pen test pavol.luptakPen test pavol.luptak
Pen test pavol.luptak
 
Gardiner Dismantling - Transportation Association of Canada Paper (1)
Gardiner Dismantling - Transportation Association of Canada Paper (1)Gardiner Dismantling - Transportation Association of Canada Paper (1)
Gardiner Dismantling - Transportation Association of Canada Paper (1)
 
Published in Nebraska Emerg Mgt Beacon
Published in Nebraska Emerg Mgt BeaconPublished in Nebraska Emerg Mgt Beacon
Published in Nebraska Emerg Mgt Beacon
 
Practical Wudu, Ghusal, Salaah
Practical Wudu, Ghusal, Salaah   Practical Wudu, Ghusal, Salaah
Practical Wudu, Ghusal, Salaah
 
ConocoPhillipsLNG_Brochure
ConocoPhillipsLNG_BrochureConocoPhillipsLNG_Brochure
ConocoPhillipsLNG_Brochure
 
Crowley A. The Book Of Thoth[1]
Crowley A.   The Book Of Thoth[1]Crowley A.   The Book Of Thoth[1]
Crowley A. The Book Of Thoth[1]
 
3 form6a
3 form6a3 form6a
3 form6a
 
Pleural and pericardial mesothelioma
Pleural and pericardial mesotheliomaPleural and pericardial mesothelioma
Pleural and pericardial mesothelioma
 
Resumen Reforma Laboral 2012 - Ley 3/2012
Resumen Reforma Laboral 2012 - Ley 3/2012Resumen Reforma Laboral 2012 - Ley 3/2012
Resumen Reforma Laboral 2012 - Ley 3/2012
 
Militao es me_ilha
Militao es me_ilhaMilitao es me_ilha
Militao es me_ilha
 
Inheritance : Common Errors and Solutions
Inheritance : Common Errors and Solutions Inheritance : Common Errors and Solutions
Inheritance : Common Errors and Solutions
 
Nicolae milescu
Nicolae milescuNicolae milescu
Nicolae milescu
 
Manual frontpage
Manual frontpageManual frontpage
Manual frontpage
 
Articulo sistema de partidos 1958 - 1973 - avd version lite 1
Articulo   sistema de partidos 1958  - 1973 - avd version lite 1Articulo   sistema de partidos 1958  - 1973 - avd version lite 1
Articulo sistema de partidos 1958 - 1973 - avd version lite 1
 
Led spring11 web
Led spring11 webLed spring11 web
Led spring11 web
 
The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...
The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...
The giant-with-the-feets-of-clay-raul-hilberg-and-his-standard-work-on-the-ho...
 
SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...
SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...
SKGF_Advisory_Reexamination Practice with Concurrent District Court or USITC ...
 
synchronous sequential circuit
synchronous sequential circuitsynchronous sequential circuit
synchronous sequential circuit
 
Texto 6
Texto 6Texto 6
Texto 6
 

Destaque

isolation n-butane
isolation n-butaneisolation n-butane
isolation n-butanechantran90
 
How co-product credits will preserve naphtha’s viability as an olefin feedsto...
How co-product credits will preserve naphtha’s viability as an olefin feedsto...How co-product credits will preserve naphtha’s viability as an olefin feedsto...
How co-product credits will preserve naphtha’s viability as an olefin feedsto...emeamarketing
 
Pres Acc Web Mug
Pres Acc Web MugPres Acc Web Mug
Pres Acc Web MugFranky
 
Lumina - Full Outdoor
Lumina - Full OutdoorLumina - Full Outdoor
Lumina - Full Outdoorwi2be
 
Portfolio Di Spagnuelo
Portfolio Di SpagnueloPortfolio Di Spagnuelo
Portfolio Di SpagnueloDi Spagnuelo
 
Cuadro comparativo
Cuadro comparativoCuadro comparativo
Cuadro comparativorecord_1312
 
La comunicazione non verbale
La comunicazione non verbaleLa comunicazione non verbale
La comunicazione non verbaleimartini
 
Charolas freguesia santa bárbara de nexe
Charolas freguesia santa bárbara de nexeCharolas freguesia santa bárbara de nexe
Charolas freguesia santa bárbara de nexesergioalgarve
 
Levis Spring Summer '13 Denim Collection
Levis Spring Summer '13 Denim CollectionLevis Spring Summer '13 Denim Collection
Levis Spring Summer '13 Denim CollectionDenimsandjeans.com
 

Destaque (20)

Isome hoa pdf
Isome hoa pdfIsome hoa pdf
Isome hoa pdf
 
Isome hoa pdf
Isome hoa pdfIsome hoa pdf
Isome hoa pdf
 
Isome hoa pdf
Isome hoa pdfIsome hoa pdf
Isome hoa pdf
 
isolation n-butane
isolation n-butaneisolation n-butane
isolation n-butane
 
How co-product credits will preserve naphtha’s viability as an olefin feedsto...
How co-product credits will preserve naphtha’s viability as an olefin feedsto...How co-product credits will preserve naphtha’s viability as an olefin feedsto...
How co-product credits will preserve naphtha’s viability as an olefin feedsto...
 
Isome hoa pdf
Isome hoa pdfIsome hoa pdf
Isome hoa pdf
 
Naphtha cracking
Naphtha crackingNaphtha cracking
Naphtha cracking
 
Pres Acc Web Mug
Pres Acc Web MugPres Acc Web Mug
Pres Acc Web Mug
 
yogesh
yogeshyogesh
yogesh
 
100 erros
100 erros100 erros
100 erros
 
Lumina - Full Outdoor
Lumina - Full OutdoorLumina - Full Outdoor
Lumina - Full Outdoor
 
Portfolio Di Spagnuelo
Portfolio Di SpagnueloPortfolio Di Spagnuelo
Portfolio Di Spagnuelo
 
Cuadro comparativo
Cuadro comparativoCuadro comparativo
Cuadro comparativo
 
La comunicazione non verbale
La comunicazione non verbaleLa comunicazione non verbale
La comunicazione non verbale
 
Adhd 0
Adhd 0Adhd 0
Adhd 0
 
Erika Ferreira
Erika Ferreira Erika Ferreira
Erika Ferreira
 
Charolas freguesia santa bárbara de nexe
Charolas freguesia santa bárbara de nexeCharolas freguesia santa bárbara de nexe
Charolas freguesia santa bárbara de nexe
 
Lezione
LezioneLezione
Lezione
 
Levis Spring Summer '13 Denim Collection
Levis Spring Summer '13 Denim CollectionLevis Spring Summer '13 Denim Collection
Levis Spring Summer '13 Denim Collection
 
Sviluppo
SviluppoSviluppo
Sviluppo
 

Semelhante a Isome hoa pdf

Sample report
Sample reportSample report
Sample reporttk99
 
Russo's Franchise Booklet
Russo's Franchise BookletRusso's Franchise Booklet
Russo's Franchise Bookletpizboy
 
DSP Portfolio
DSP PortfolioDSP Portfolio
DSP PortfolioDasapa
 
Lessons from ligatt from national cyber security nationalcybersecurity com
Lessons from ligatt   from national cyber security nationalcybersecurity comLessons from ligatt   from national cyber security nationalcybersecurity com
Lessons from ligatt from national cyber security nationalcybersecurity comBen Rothke
 
Toxic Tech - The Dangerous Chemicals in Electronic Products
Toxic Tech - The Dangerous Chemicals in Electronic ProductsToxic Tech - The Dangerous Chemicals in Electronic Products
Toxic Tech - The Dangerous Chemicals in Electronic Productsv2zq
 
Activity Report 2011
Activity Report 2011Activity Report 2011
Activity Report 2011Eurovia_Group
 
Smau Milano 2014 Unicom
Smau Milano 2014 UnicomSmau Milano 2014 Unicom
Smau Milano 2014 UnicomSMAU
 
RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405
RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405
RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405hannahruth8
 
Oberste establishing enteroviruses in chronic diseases
Oberste establishing enteroviruses in chronic diseasesOberste establishing enteroviruses in chronic diseases
Oberste establishing enteroviruses in chronic diseasesdegarden
 
FORMULA LIST FOR PHYSICS
FORMULA LIST FOR PHYSICSFORMULA LIST FOR PHYSICS
FORMULA LIST FOR PHYSICSWAYNE FERNANDES
 
Etiquettes for teachers
Etiquettes for teachersEtiquettes for teachers
Etiquettes for teachersHammaduddin
 
Verbigràcia1
Verbigràcia1Verbigràcia1
Verbigràcia1autobombo
 
Effects and Control of Pulsating Flow in Gas Measurement
Effects and Control of Pulsating Flow in Gas MeasurementEffects and Control of Pulsating Flow in Gas Measurement
Effects and Control of Pulsating Flow in Gas MeasurementRicardo Carmona
 
Investor Awareness and Investment on Equity in Nepalese Capital Market
Investor Awareness and Investment on Equity in Nepalese Capital MarketInvestor Awareness and Investment on Equity in Nepalese Capital Market
Investor Awareness and Investment on Equity in Nepalese Capital MarketSudarshan Kadariya
 

Semelhante a Isome hoa pdf (20)

Sample report
Sample reportSample report
Sample report
 
Russo booklet
Russo bookletRusso booklet
Russo booklet
 
Russo's Franchise Booklet
Russo's Franchise BookletRusso's Franchise Booklet
Russo's Franchise Booklet
 
Detroit Property Report v3
Detroit Property Report v3Detroit Property Report v3
Detroit Property Report v3
 
DSP Portfolio
DSP PortfolioDSP Portfolio
DSP Portfolio
 
Lessons from ligatt from national cyber security nationalcybersecurity com
Lessons from ligatt   from national cyber security nationalcybersecurity comLessons from ligatt   from national cyber security nationalcybersecurity com
Lessons from ligatt from national cyber security nationalcybersecurity com
 
Toxic Tech - The Dangerous Chemicals in Electronic Products
Toxic Tech - The Dangerous Chemicals in Electronic ProductsToxic Tech - The Dangerous Chemicals in Electronic Products
Toxic Tech - The Dangerous Chemicals in Electronic Products
 
Pro3100
Pro3100Pro3100
Pro3100
 
Activity Report 2011
Activity Report 2011Activity Report 2011
Activity Report 2011
 
Smau Milano 2014 Unicom
Smau Milano 2014 UnicomSmau Milano 2014 Unicom
Smau Milano 2014 Unicom
 
RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405
RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405
RPT_Under_Siege_Invasive_Species_on_Military_Bases_NWF_101405
 
Oberste establishing enteroviruses in chronic diseases
Oberste establishing enteroviruses in chronic diseasesOberste establishing enteroviruses in chronic diseases
Oberste establishing enteroviruses in chronic diseases
 
FORMULA LIST FOR PHYSICS
FORMULA LIST FOR PHYSICSFORMULA LIST FOR PHYSICS
FORMULA LIST FOR PHYSICS
 
Etiquettes for teachers
Etiquettes for teachersEtiquettes for teachers
Etiquettes for teachers
 
28 05 conjuraciones e invocación de salomón www.gftaognosticaespiritual.org
28 05 conjuraciones e invocación de salomón  www.gftaognosticaespiritual.org28 05 conjuraciones e invocación de salomón  www.gftaognosticaespiritual.org
28 05 conjuraciones e invocación de salomón www.gftaognosticaespiritual.org
 
Verbigràcia1
Verbigràcia1Verbigràcia1
Verbigràcia1
 
Effects and Control of Pulsating Flow in Gas Measurement
Effects and Control of Pulsating Flow in Gas MeasurementEffects and Control of Pulsating Flow in Gas Measurement
Effects and Control of Pulsating Flow in Gas Measurement
 
Anexo 5 avales completo v2011.1
Anexo 5 avales completo v2011.1Anexo 5 avales completo v2011.1
Anexo 5 avales completo v2011.1
 
Problem and solution i ph o 21
Problem and solution i ph o 21Problem and solution i ph o 21
Problem and solution i ph o 21
 
Investor Awareness and Investment on Equity in Nepalese Capital Market
Investor Awareness and Investment on Equity in Nepalese Capital MarketInvestor Awareness and Investment on Equity in Nepalese Capital Market
Investor Awareness and Investment on Equity in Nepalese Capital Market
 

Último

Textual Evidence in Reading and Writing of SHS
Textual Evidence in Reading and Writing of SHSTextual Evidence in Reading and Writing of SHS
Textual Evidence in Reading and Writing of SHSMae Pangan
 
Grade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptxGrade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptxkarenfajardo43
 
Congestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentationCongestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentationdeepaannamalai16
 
Reading and Writing Skills 11 quarter 4 melc 1
Reading and Writing Skills 11 quarter 4 melc 1Reading and Writing Skills 11 quarter 4 melc 1
Reading and Writing Skills 11 quarter 4 melc 1GloryAnnCastre1
 
MS4 level being good citizen -imperative- (1) (1).pdf
MS4 level   being good citizen -imperative- (1) (1).pdfMS4 level   being good citizen -imperative- (1) (1).pdf
MS4 level being good citizen -imperative- (1) (1).pdfMr Bounab Samir
 
ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6Vanessa Camilleri
 
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQ-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQuiz Club NITW
 
Team Lead Succeed – Helping you and your team achieve high-performance teamwo...
Team Lead Succeed – Helping you and your team achieve high-performance teamwo...Team Lead Succeed – Helping you and your team achieve high-performance teamwo...
Team Lead Succeed – Helping you and your team achieve high-performance teamwo...Association for Project Management
 
Active Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdfActive Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdfPatidar M
 
ClimART Action | eTwinning Project
ClimART Action    |    eTwinning ProjectClimART Action    |    eTwinning Project
ClimART Action | eTwinning Projectjordimapav
 
4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptxmary850239
 
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDecoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDhatriParmar
 
How to Make a Duplicate of Your Odoo 17 Database
How to Make a Duplicate of Your Odoo 17 DatabaseHow to Make a Duplicate of Your Odoo 17 Database
How to Make a Duplicate of Your Odoo 17 DatabaseCeline George
 
Expanded definition: technical and operational
Expanded definition: technical and operationalExpanded definition: technical and operational
Expanded definition: technical and operationalssuser3e220a
 
ESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnv
ESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnvESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnv
ESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnvRicaMaeCastro1
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfChristalin Nelson
 
4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptxmary850239
 
4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptx4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptxmary850239
 

Último (20)

Textual Evidence in Reading and Writing of SHS
Textual Evidence in Reading and Writing of SHSTextual Evidence in Reading and Writing of SHS
Textual Evidence in Reading and Writing of SHS
 
Grade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptxGrade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptx
 
Congestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentationCongestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentation
 
Reading and Writing Skills 11 quarter 4 melc 1
Reading and Writing Skills 11 quarter 4 melc 1Reading and Writing Skills 11 quarter 4 melc 1
Reading and Writing Skills 11 quarter 4 melc 1
 
MS4 level being good citizen -imperative- (1) (1).pdf
MS4 level   being good citizen -imperative- (1) (1).pdfMS4 level   being good citizen -imperative- (1) (1).pdf
MS4 level being good citizen -imperative- (1) (1).pdf
 
ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6
 
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQ-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
 
Team Lead Succeed – Helping you and your team achieve high-performance teamwo...
Team Lead Succeed – Helping you and your team achieve high-performance teamwo...Team Lead Succeed – Helping you and your team achieve high-performance teamwo...
Team Lead Succeed – Helping you and your team achieve high-performance teamwo...
 
Active Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdfActive Learning Strategies (in short ALS).pdf
Active Learning Strategies (in short ALS).pdf
 
ClimART Action | eTwinning Project
ClimART Action    |    eTwinning ProjectClimART Action    |    eTwinning Project
ClimART Action | eTwinning Project
 
4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx
 
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDecoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
 
How to Make a Duplicate of Your Odoo 17 Database
How to Make a Duplicate of Your Odoo 17 DatabaseHow to Make a Duplicate of Your Odoo 17 Database
How to Make a Duplicate of Your Odoo 17 Database
 
Expanded definition: technical and operational
Expanded definition: technical and operationalExpanded definition: technical and operational
Expanded definition: technical and operational
 
ESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnv
ESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnvESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnv
ESP 4-EDITED.pdfmmcncncncmcmmnmnmncnmncmnnjvnnv
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdf
 
Paradigm shift in nursing research by RS MEHTA
Paradigm shift in nursing research by RS MEHTAParadigm shift in nursing research by RS MEHTA
Paradigm shift in nursing research by RS MEHTA
 
4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx
 
4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptx4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptx
 
Faculty Profile prashantha K EEE dept Sri Sairam college of Engineering
Faculty Profile prashantha K EEE dept Sri Sairam college of EngineeringFaculty Profile prashantha K EEE dept Sri Sairam college of Engineering
Faculty Profile prashantha K EEE dept Sri Sairam college of Engineering
 

Isome hoa pdf

  •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² WKH VFLVVLRQ RI ² ERQGV LV WKH OLPLWLQJ VWDJH LQ FUDFNLQJ UHIRUPLQJ LVRPHUL]DWLRQ
  • 2. WKHUH KDV EHHQ WKH FRQYHUVLRQ RI LQGLYLGXDO KGURFDUERQV LQFUHDVLQJ LQWHUHVW LQ WKH KGURJHQ²IUHH FDWDOWLF ² WKH UHDFWLRQ UDWHV REHHG ILUVW RUGHU HTXDWLRQV WUHDWPHQW RI OLJKW QDSKWKD DQG JDV FRQGHQVDWHV RQ KLJK²VLOLFD ]HROLWH FDWDOVWV [] 1XPHURXV H[SHULPHQWV +RZHYHU WKH UHDFWLRQ VFKHPH DQG NLQHWLF WKDW ZHUH FDUULHG RXW DW WKH 6( =HRVLW RI WKH %RUHVNRY SDUDPHWHUV ZHUH QRW SUHVHQWHG [] 0RUHRYHU WKHUH DUH ,QVWLWXWH RI DWDOVLV FRQILUP WKH SRVVLELOLW RI OHDG²IUHH QR ZRUNV LQ WKH OLWHUDWXUH GHDOLQJ ZLWK WKH PRGHOLQJ DQG JDVROLQH SURGXFWLRQ E WKH FDWDOWLF FRQYHUVLRQ RI RSWLPL]DWLRQ RI WKLV SURFHVV ORZ²RFWDQH FUXGH QDSKWKD FDVLQJ²KHDG JDVROLQH [] )RU WKLV SXUSRVH DW OHDVW UHDFWLRQ NLQHWLF PRGHO RI JDV FRQGHQVDWH [] RLOV
  • 3. XVLQJ FDWDOVWV EDVHG RQ OXPSHG FRPSRQHQWV LV QHFHVVDU 6XFK D PRGHO KDV KLJK²VLOLFD ]HROLWHV 7KH SURFHVV FDOOHG =HRIRUPLQJ EHHQ SURSRVHG LQ WKLV UHSRUW 7KH H[SHULPHQWDO GDWD ZDV WHVWHG LQ DQ H[SHULPHQWDO²LQGXVWULDO SODQW IRU WKH ZKLFK KDYH EHHQ SXEOLVKHG LQ WKH OLWHUDWXUH IRU VHYHUDO SURGXFWLRQ RI JDVROLQH IURP FDVLQJ²KHDG JDVROLQH WSHV RI IHHGVWRFNV ZHUH XVHG WR FRQVWUXFW WKH PRGHO FDSDFLW RI WHDU
  • 4. DQG ZDV SXW LQWR RSHUDWLRQ LQ 7KH ZHUH XVHG WR HVWLPDWH WKH YDOLGLW RI WKH SURSRVHG DW WKH 1L]KQHYDUWRYVN JDV²SURFHVVLQJ SODQW PRGHO IRU WKH FRQYHUVLRQ RI YDULRXV OLJKW IUDFWLRQV =HRIRUPLQJ LQGXVWULDO SODQWV FDSDFLW RI WHDU
  • 5. ZHUH SXW LQWR RSHUDWLRQ LQ 3RODQG .LUJKL]LD *HRUJLD 6RXWK .RUHD DQG DUH LQWHQGHG IRU WKH SURGXFWLRQ RI 0$,1 5($7,216 (XURVXSHU² JDVROLQH [] 1RZ 6( =HRVLW LV ZRUNLQJ +GURFDUERQ FRQYHUVLRQ RQ ]HROLWH FDWDOVWV XQGHU RQ WKH GHVLJQ RI VLPLODU SODQWV LQ RWKHU UHJLRQV RI WKH FRQGLWLRQV RI WKH =HRIRUPLQJ SURFHVV LQFOXGHV D 5XVVLD PDLQO LQ 6LEHULD 7KXV =HRIRUPLQJ KDV EHFRPH RQH RI WKH LPSRUWDQW UHILQHU SURFHVVHV 7KH =HRIRUPLQJ VHULHV RI FRQVHFXWLYH DQG SDUDOOHO UHDFWLRQV RQ SURFHVV PD HVSHFLDOO EH HIIHFWLYH LQ WKH FRQYHUVLRQ RI DFLG²EDVH WSHV RI DFWLYH FHQWHUV 7KH ILUVW VWDJH RI VHFRQGDU OLJKW KGURFDUERQ IUDFWLRQV WKDW LQFOXGH SDUDIILQ FRQYHUVLRQ FRQVLVWV RI ² ERQG VFLVVLRQ ZLWK ROHILQV WKH IRUPDWLRQ RI XQVDWXUDWHG IUDJPHQWV IROORZHG E KGURJHQ GLVSURSRUWLRQDWLRQ EHWZHHQ ROHILQV DQG OLJKW 0HDQZKLOH WKH WKHRUHWLFDO EDVLV RI WKLV SURFHVV SDUDIILQV DV ZHOO DV WKH IRUPDWLRQ RI DURPDWLFV )RU KDV SUDFWLFDOO QRW EHHQ GHYHORSHG 7KH DYDLODEOH NLQHWLF H[DPSOH LQYHVWLJDWLRQV GR QRW H[FHHG WKH OLPLWV RI H[SHULPHQWDO GHSHQGHQFLHV [] WKDW DUH QRW EURXJKW WR NLQHWLF VWDJH ² ERQG VFLVVLRQ LQ SDUDIILQV HTXDWLRQV DQG SDUDPHWHUV + → + + ,
  • 6. 7KH NLQHWLFV RI LQGLYLGXDO KGURFDUERQ FRQYHUVLRQV RQ ]HROLWH +=60² LQ WKH =HRIRUPLQJ SURFHVV ZHUH VWDJH ROHILQ GLVSURSRUWLRQDWLRQ ZLWK WKH VWXGLHG LQ UHI [] 7KH DFWLYDWLRQ HQHUJLHV RI IRUPDWLRQ RI DURPDWLFV FFORKH[DQH N-PRO
  • 7. DQG KHSWDQH N-PRO
  • 8. FRQYHUVLRQ ZHUH GHWHUPLQHG ,W ZDV DVVXPHG WKDW [] + → ++ + + ,,D
  • 9. + + → ++ + ,,E
  • 10. $XWKRU DGGUHVV 6$ 5RYHQVNDMD 2PVN 6WDWH 8QLYHUVLW 2PVN 5XVVLD %HVLGH WKH PDLQ UHDFWLRQV RQ WKH DFLG VLWHV RI WKH 10 2VWURYVNL +HPLMVND ,QGXVWULMD +,32/ 2GçDFL 6UELMD ]HROLWH DGGLWLRQDO DONODWLRQ DQG LVRPHUL]DWLRQ UHDFWLRQV RVWURYVNLKLSROFRP 3DSHU UHFHLYHG $SUO DUH SRVVLEOH ZLWK WKH SDUWLFLSDWLRQ RI WKH LQLWLDO DQG 3DSHU DFFHSWHG 6HSWHPEHU LQWHUPHGLDWH FRPSRXQGV 3UREDEO WKH JHQHUDO VFKHPH
  • 11. 6$ 529(16.$-$ HW DO $520$7,=$7,21 2) /,*+7 KHP ,QG
  • 12. RI FRQYHUVLRQ LV VLPLODU WR WKDW SURSRVHG IRU WKH FODU SURFHVV [] ,,,
  • 13. ZKHUH 3$5 ² 3DUDIILQV 2/( ² 2OHILQV 2/, ² 2OLJRPHUV 1$3 ² 1DSKWHQHV DQG $52 ² $URPDWLFV 7KH IHHGVWRFNV RI WKH FODU SURFHVV FRQVLVW RI ² KGURFDUERQV ZKHUHDV =HRIRUPLQJ IHHG IUDFWLRQV FRQWDLQ SDUDIILQV QDSKWKHQHV DQG DURPDWLFV 7KXV KHUH QDSKWKHQHV DUH QRW RQO LQWHUPHGLDWHV EXW DOVR LPSRUWDQW FRPSRQHQWV RI WKH IHHG )LJXUH 'HSHQGHQFH RI WKH JDV LHOG DQG FRPSRVLWLRQ RQ WHP $1$/6,6 2) 7+( (;3(5,0(17$/ '$7$ SHUDWXUH RQYHUVLRQ RI JDV FRQGHQVDWH ²R
  • 14. [] 3 03D 9 K² )RU VXEVWDQWLDWLRQ RI WKH UHDFWLRQ VFKHPH DQG PRGHO HTXDWLRQV H[SHULPHQWDO UHVXOWV ZHUH DQDO]HG 7KH H[SHULPHQWDO GDWD DUH SUHVHQWHG LQ WKH IRUP RI GHSHQGHQFLHV RI WKH SURGXFW FRPSRVLWLRQ RQ WHPSHUDWXUH 7
  • 17. 7KH H[SHULPHQWV SXEOLVKHG LQ UHIHUHQFHV [] DUH SUHVHQWHG LQ )LJV ² ,Q UHI [] WKH SURFHVV ZDV VWXGLHG LQ DQ LVRWKHUPDO UHDFWRU ZLWK D IL[HG FDWDOVW EHG DW 7 ²4 3 ² 03D DQG 9 ² K² ,W LV VHHQ IURP )LJV DQG WKDW WKH IHHG FRQYHUVLRQ LQFUHDVHV ZLWK LQFUHDVLQJ WHPSHUDWXUH DQG GHFUHDVLQJ VSDFH YHORFLW
  • 18. 7KHVH LQFUHDVH WKH JDV SURGXFW LHOG DQG UHGXFH WKH LHOG RI WKH OLTXLG IUDFWLRQV $W WKH VDPH WLPH LQ WKH OLTXLG SURGXFW WKH FRQWHQWV RI Q²SDUDIILQV DQG QDSKWKHQHV GHFUHDVHG DQG WKH FRQWHQWV RI L²SDUDIILQV DQG DURPDWLFV LQFUHDVHG OHDGLQJ WR D ULVH LQ WKH RFWDQH QXPEHU RI WKH JDVROLQH 7KH LQIOXHQFH RI SUHVVXUH RQ WKH LHOG DQG FRPSRVLWLRQ RI WKH SURGXFW LV )LJXUH 'HSHQGHQFH RI WKH JDVROLQH LHOG DQG RFWDQH QXPEHU LQGLYLGXDO IRU HDFK WSH RI IHHG )LJXUH
  • 19. *HQHUDOO WKH RQ SUHVVXUH [] GHSHQGHQFLHV RI WKH IHHG FRQYHUVLRQ DQG RFWDQH QXPEHU RI WKH JDVROLQH RQ SUHVVXUH DUH IXQFWLRQV WKDW KDYH D PD[LPXP 7KH H[SHULPHQWV LQGLFDWH WKDW WKH ROHILQ FRQWHQW LQ WKH SURGXFWV LV DSSUR[LPDWHO FRQVWDQW XQGHU WKH SURFHVV FRQGLWLRQV DQG ZLWK VWHSZLVH WHPSHUDWXUH LQFUHDVH [] )LJ
  • 20. 7KXV WKH UHDFWLRQ UDWHV RI ROHILQ IRUPDWLRQ DQG FRQVXPSWLRQ DUH DSSUR[LPDWHO WKH VDPH 2OHILQV WKDW DUH IRUPHG GXULQJ FUDFNLQJ VWDJH
  • 21. DUH FRQVXPHG IXUWKHU LQ WKH IRUPDWLRQ RI DURPDWLFV VWDJH
  • 22. 'XH WR WKH KGURJHQ²IUHH FRQGLWLRQ RI WKH =HRIRUPLQJ SURFHV D FRQVLGHUDEOH DPRXQW RI ROHILQV DQG OLJKW SDUDIILQV DUH IRUPHG 7KH FRQVWLWXWH WKH JDV SKDVH RI WKH SURGXFWV ²
  • 23. 7KH JDV FRPSRVLWLRQ LQ ZKLFK SURSDQH DQG EXWDQHV GRPLQDWH SUDFWLFDOO GRHV QRW FKDQJH 7KXV LW LV SRVVLEOH WR FRQVLGHU WKH JDV )LJXUH 'HSHQGHQFH RI WKH JDVROLQH LHOG DQG FRPSRVLWLRQ RQ WHPSHUDWXUH RQYHUVLRQ RI 2UHQEXUJ JDV FRQGHQVDWH [] 3 DV RQH OXPSHG FRPSRQHQW ZLWKRXW GHILQLQJ LWV 03D 9 K² FRPSRVLWLRQ 7KH SDUDIILQ LVRPHUL]DWLRQ UHDFWLRQ LV
  • 24. 6$ 529(16.$-$ HW DO $520$7,=$7,21 2) /,*+7 KHP ,QG
  • 25. UHYHUVLEOH DQG UHDFKHV HTXLOLEULXP XQGHU WKH SURFHVV GHSHQGHQFLHV RI WKH DSSDUHQW UHDFWLRQ UDWH FRQVWDQWV N FRQGLWLRQV N 2E DQG N 2 N E EHFRPH 6LQFH WKH SXUSRVH RI WKH SURFHVV LV WR SURGXFH R R N N
  • 27. E2 H[S42 57
  • 28. KLJK²RFWDQH JDVROLQH WKH PDLQ LPSRUWDQW FRPSRQHQWV R R N N
  • 30. E2 H[S42 57
  • 31. DUH DURPDWLFV Q²SDUDIILQV L²SDUDIILQV QDSKWKHQHV DQG JDV 1HYHUWKHOHVV IURP WKH SRLQW RI YLHZ RI SURFHVV ZKHUH 42 LV WKH KHDW RI DGVRUSWLRQ GHYHORSPHQW LW LV UDWKHU LPSRUWDQW WR NQRZ WKH RQVHTXHQWO RQH PD H[SHFW WKDW WKH DSSDUHQW D FRQFHQWUDWLRQV RI WKH ROHILQV DQG ROLJRPHUV EHFDXVH RI DFWLYDWLRQ HQHUJLHV ZLOO EH ORZ EHFDXVH RI ( ( ² D WKHLU HIIHFW RQ FDWDOVW GHDFWLYDWLRQ E FRNLQJ 42 ( ( ² 42 DQG WKDW WKH UHDFWLRQ UDWHV DQG ZLOO EH ZHDNO GHSHQGHQW RQ WHPSHUDWXUH /DWHU RQ LW .,1(7, 02'(/ VKDOO EH FRQILUPHG E DQDOVLV RI WKH H[SHULPHQWV 7KH PDVV EDODQFH HTXDWLRQ LQ D ODERUDWRU UHDFWRU %DVHG RQ WKH SURFHVVLQJ IHDWXUHV DYDLODEOH LV QHFHVVDU IRU WKH GHWHUPLQDWLRQ RI WKH NLQHWLF H[SHULPHQWV DQG DVVXPHG UHDFWLRQV RQ WKH ]HROLWH DFLG SDUDPHWHUV ,Q WKH FDVH RI DQ LVRWKHUPDO LQWHJUDO UHDFWRU FHQWHUV WKH IROORZLQJ VFKHPH ZDV SURSRVHG LW KDV WKH IRUP GL G σ σ + L = ZL
  • 32. G τ G τ σ 1 5 G Gτ = ∑ ZL ZL = ∑ LMU Y M
  • 33. ,9
  • 34. L= = M R ZKHUH σ ΣQL ΣQL LV WKH FRHIILFLHQW RI WRWDO QXPEHU RI PROHV GLPHQVLRQOHVV
  • 35. ZL ² WKH UDWH RI IRUPDWLRQ RI WKH L²WK FRPSRQHQW P L P FDW K
  • 36. UM ² UHDFWLRQ UDWH P L P ZKHUH $ 2 * Q²3 L²31 DUH WKH OXPSHG FRPSRQHQWV FDW K
  • 37. νLM ² WKH VWRLFKLRPHWULF FRHIILFLHQW RI WKH L²WK FRP RI DURPDWLFV ROHILQV JDVHV Q²SDUDIILQV L²SDUDIILQV DQG SRQHQW LQ WKH M²WK UHDFWLRQ τ ² WKH FRQWDFW WLPH P FDW K P
  • 38. L ² WKH PRODU RU YROXPH IUDFWLRQ RI WKH FRPSRQHQW QDSKWKHQHV UM ² WKH UDWH RI UHDFWLRQ M ,Q DFFRUGDQFH ZLWK VFKHPH ,9
  • 39. WKH UDWHV RI 7KH DJJUHJDWLRQ RI L²SDUDIILQV DQG QDSKWKHQHV LQ FRPSRQHQW IRUPDWLRQ VKRXOG EH ZULWWHQ DV OXPSHG FRPSRQHQWV LV UDWKHU FRQYHQLHQW IRU WHFKQRORJ DQG DQDOWLFDO FRQWURO 0RUHRYHU LW KDV GHILQLWHO EHHQ Z Q²3 ² U ² U Z L²31 ² U U VKRZQ WKDW WKH QDSKWKHQHVL²SDUDIILQV UDWLR LV SUDFWLFDOO Z 2 U U ² U ² U Z $ U
  • 40. FRQVWDQW XQGHU WKH FRQGLWLRQV RI WKH SURFHVV [] 7KH UHDFWLRQ UDWH HTXDWLRQV IRU VFKHPH ,9
  • 41. ZHUH Z * U U U Z + U ² U ZULWWHQ DVVXPSWLQJ WKH PDVV DFWLRQ ODZ G σ = U + U + U ² U U N Q²3 U N L²31 G τ 7KH H[SHULPHQWDO UHVXOWV SUHVHQWHG LQ )LJV ² U N Q²3 ² L²31 .3 Q²3
  • 42.
  • 43. ZHUH DQDO]HG XVLQJ WKH PRGHO ²
  • 44. 7KH VLPSOH[ U N 2 U N 2 + PHWKRG RI 1HOGHU²0HHG [] ZDV XVHG WR FDOFXODWH WKH UHDFWLRQ UDWH FRQVWDQWV 7KH VVWHP RI GLIIHUHQWLDO ZKHUH L LV WKH PRODU IUDFWLRQ RI WKH L²WK FRPSRQHQW + ² HTXDWLRQV
  • 45. ZDV VROYHG XVLQJ WKH 1RYLNRY SURFHGXUH WKH PRODU IUDFWLRQ RI KGURJHQ NM ² WKH UHDFWLRQ UDWH FRQ [] VWDQW .3 ² WKH HTXLOLEULXP FRQVWDQW 7KH YDOXHV RI WKH UHDFWLRQ UDWH FRQVWDQWV IRU WKH ,W LV QDWXUDO WR VXSSRVH WKDW ROHILQV OLJKW RQHV DQG H[SHULPHQWV LQ )LJ DUH SUHVHQWHG LQ 7DEOH HVSHFLDOO ROLJRPHUV
  • 46. DUH VWURQJO DGVRUEHG RQ WKH 7DEOH 9DOXHV RI WKH UHDFWLRQ UDWH FRQVWDQWV IRU WKH FRQYHU DFWLYH VLWHV RI WKH FDWDOVW 5HDFWLRQV DQG FDQ WKHQ VLRQ RI JDV FRQGHQVDWH ²R
  • 47. EH SUHVHQWHG DV 3 03D 7 R [2] 2 → $ + U N Θ 2 1R 5HDFWLRQ 5HDFWLRQ UDWH FRQVWDQW NM K² DW 7 R
  • 48. DGV 2 [2] →*U Θ DGV + N 2 + Q²3 → 2 * ± ZKHUH Θ2 LV WKH IUDFWLRQ RI DFWLYH FHQWHUV RFFXSLHG E L²31 → 2 * ± ROHILQV GLPHQVLRQOHVV
  • 49. Q²3 ↔ L²31 ± 6LQFH Θ2 LV SURSRUWLRQDO WR WKH PRODU IUDFWLRQ RI 2 → $ + ± Θ2 ∼ E22 WKH ROHILQV LQ WKH UHDFWLRQ PL[WXUH WKHQ U 2 + → * ± N 2 2 E DQG U N 2 2 + E ZKHUH E 2 LV WKH DGVRUSWLRQ HTXLOLEULXP FRQVWDQW +HQFH WKH WHPSHUDWXUH 0HDQ HUURU
  • 50. 6$ 529(16.$-$ HW DO $520$7,=$7,21 2) /,*+7 KHP ,QG
  • 51. )LJXUH 'HSHQGHQFH RI WKH SURGXFW FRPSRVLWLRQ RQ FRQWDFW )LJXUH 'HSHQGHQFH RI WKH SURGXFW FRPSRVLWLRQ RQ WHPSHUD WLPH RQYHUVLRQ RI WKH OLJKW IUDFWLRQ ²4
  • 52. 3 03D 7 WXUH RQYHUVLRQ RI PRGHO IHHG Q²RFWDQH L²RFWDQH FFORKH[ 4 3RLQWV ² H[SHULPHQW [] OLQHV ² PRGHO SUHGLFWLRQ DQH
  • 53. 3RLQWV ² H[SHULPHQW [] OLQHV ² PRGHO SUHGLFWLRQ 7KH YDOXHV RI WKH DFWLYDWLRQ HQHUJLHV DUH SUHVHQWHG LQ 7DEOH 7KH H[SHULPHQWDO UHVXOWV LQ )LJV DQG ZHUH XVHG WR GHWHUPLQH (, ,W PD EHH VHHQ IURP WKH WDEOH WKDW WKH KLJKHVW DFWLYDWLRQ HQHUJ ZDV REVHUYHG IRU WKH SDUDIILQ FUDFNLQJ UHDFWLRQ ,W LV FKDUDFWHULVWLF WKDW WKH UDWHV RI UHDFWLRQV DQG SUDFWLFDOO GXR QRW GHSHQG RQ WHPSHUDWXUH 7DEOH
  • 54. 7KH UHDVRQ ZDV GLVFXVVHG SUHYLRXVO DQG KDV QRZ EHHQ FRQILUPHG E WKH FDOFXODWLRQV 7R GHPRQVWUDWH WKH SUHGLFWLYH DELOLW RI WKH PRGHO WKH H[SHULPHQWDO GDWD IRU WZR WSHV RI IHHG DUH SUHVHQWHG LQ )LJ WRJHWKHU ZLWK WKH VLPXODWHG FXUYHV 7DEOH 9DOXHV RI WKH DFWLYDWLRQ HQHUJLHV IRU WKH FRQYHUVLRQ RI FDVLQJ²KHDG JDVROLQH RI WKH 1L]KQHYDUWRYVN JDV²SURFHVV LQJ SODQW D
  • 55. DQG WKH JDV FRQGHQVDWH RI WKH .KHUVRQ UHILQHU E
  • 56. $FWLYDWLRQ HQHUJ 1R 5HDFWLRQ ( N-PRO M )HHG D
  • 58. Q²3 → 2 * ± ± L²31 → 2 * ± ± Q²3 ↔ L²31 ± ± 2 → $ + ∼ ∼ 2 + → * ± ± 0HDQ HUURU ,W LV QHFHVVDU WR QRWH WKDW WKH IHHG FRQWHQW GHPRQVWUDWH DQ DPELJXRXV HIIHFW RQ WKH UHDFWLRQ NLQHWLFV SDUWLFXODUO RQ WKH UHDFWLRQ UDWH FRQVWDQWV DQG DFWLYDWLRQ HQHUJLHV 7KXV WKH DFWLYDWLRQ HQHUJLHV IRU GLIIHUHQW FUXGH IUDFWLRQV 7DEOH
  • 59. DUH VLPLODU EXW GLIIHU IURP WKH YDOXHV IRU WKH PRGHO IHHGVWRFN 7DEOH
  • 60. 7KH )LJXUH 'HSHQGHQFH RI WKH SURGXFW FRPSRVLWLRQ RQ WHPSHUD GLIIHUHQFHV LQ WKH FRQVWDQWV RI WKH ²WK DQG ²WK WXUH D
  • 61. ² FDVLQJ²KHDG JDVROLQH RI WKH 1L]KQHYDUWRYVN JDV²SURF UHDFWLRQV VHH 7DEOHV DQG
  • 63. ² JDV FRQGHQVDWH RI WKH .KHUVRQ UHILQHU RQVHTXHQWO WKH IHHG FRQWHQW LQIOXQHFHV WKH LHOG DQG [] 3RLQWV ² H[SHULPHQW OLQHV ² PRGHO SUHGLFWLRQ SURSHUWLHV RI WKH =HRIRUPLQJ JDVROLQH
  • 64. 6$ 529(16.$-$ HW DO $520$7,=$7,21 2) /,*+7 KHP ,QG
  • 65. 7DEOH 9DOXHV RI WKH NLQHWLF SDUDPHWHUV IRU WKH FRQYHUVLRQ LQYHVWLJDWLRQV RI WKH FRQGHQVDWLRQ SURGXFWV FRNH RI WKH PRGHO IHHG L²RFWDQHQ²RFWDQHFFORKH[DQH
  • 67. LQ ]HROLWH FDWDOVWV RI WKLV SURFHVV [] ,W 3 03D ZDV VKRZQ WKDW WKHVH SURGXFWV ILOO WKH ]HROLWH FDYLW LQ 5HDFWLRQ UDWH DPRUSKRXV FRQGLWLRQ [] 7KXV WKH DFWLYH VLWHV DUH FRQVWDQW $FWLYDWLRQ SHUPDQHQWO FRYHUHG E LQWHUPHGLDWH ROLJRPHUV 7KH 1R 5HDFWLRQ N K² R HQHUJ FRQVLGHUDWLRQ RI VXFK D IHDWXUH RI WKH =HRIRUPLQJ DW 7
  • 68. M (M N-PRO PHFKDQLVP HQDEOHV WKH FRPSOHWLRQ RI WKLV PRGHO E D Q²3 → 2 * ± ± PRGHO RI FDWDOVW GHDFWLYDWLRQ ZKLFK LV WKH VXEMHFW RI D L²31 → 2 * ± ± VXEVHTXHQW SXEOLFDWLRQ. Q²3 ↔ L²31 ± ± ##$ 2 → $ + ± ∼ [1] $JDEDODQ /* .KDG]KLHY 61 5RJRYVNDD 1.K HW DO 2 + → * ± ± ² .KLPLD L 7HKQRORJLD 7RSOLY L 0DVHO
  • 69. ² LQ 5XVVLDQ
  • 70. 0HDQ HUURU [2] 6WHSDQRY 9* *HWLQJHU $D 6QWQLNRYD *3 HW DO ² 1HIWHSHUHUDERWND L 1HIWHKLPLD
  • 71. ² LQ 1HYHUWKHOHVV VXFK DQ LQIOXHQFH LV WSLFDO IRU 5XVVLDQ
  • 72. [3] 6WHSDQRY 9* /LWYLQHQNR 1* ,RQH .* ² 1HIWH FDWDOWLF KGURFDUERQ SURFHVVHV ZKHQ QRW RQO WKH IHHG SHUHUDERWND L 1HIWHKLPLD
  • 74. FRPSRVLWLRQ EXW DOVR WKH PHDQ FDUERQ QXPEHU RI WKH [4] 6WHSDQRY 9* ,RQH .* ² ,Q 3URF UG ,QW RQI RQ IHHG YDU 7KHUHIRUH WKH PDLQ DGYDQWDJH RI WKH 3HWUROHXP KHPLVWU 7RPVN
  • 75. SS ² SURSRVHG PRGHO LV WKDW WKH OXPSHG UHDFWLRQ VFKHPH [5] 6WHSDQRY 9* ,RQH .* 6QWQLNRYD *3 ² ,Q 666 Y DQG UHDFWLRQ HTXDWLRQV DUH YDOLG IRU GLIIHUHQW IHHG WSHV DWDO LQ 5HILQ DQG 3HWURFKHP $PVWHUGDP (OVHYLHU +RZHYHU WKH YDOXHV RI WKH NLQHWLF SDUDPHWHUV DV XVXDO
  • 76. SS ² VKRXOG EH HYDOXDWHG IRU HDFK WSH RI IHHGVWRFN DQG [6] 6QWQLNRYD *3 5DGFKHQNR 01 6WHSDQRY 9* ,RQH FDWDOVW .* ² *D]RYDD 3URPLVKOHQQRVW
  • 77. ² LQ 5XVVLDQ
  • 78. $QDOVLV RI WKH UHVXOWV LQGLFDWHV WKDW VFKHPH ,9
  • 79. [7] 6WHSDQRY 9* .DSWHUHY 6: ² ,Q (XU RQJU DWDO DQG WKH SURSRVHG PRGHO SURYLGH JRRG SUHGLFWLRQ RI WKH (8523$$7² .UDNRZ
  • 80. SURGXFW FRPSRVLWLRQ GHSHQGHQFLHV RQ WHPSHUDWXUH DQG [8] 0DUWLQGDOH ' .FKDU 3- 2OVRQ 5. ² $URPDWLFV IURP FRQWDFW WLPH 7KH NLQHWLF SDUDPHWHU YDOXHV ZHDNO /3* ² /$5 823 7HFKQRORJ RQIHUHQFH 0RVFRZ GHSHQG RQ WKH IHHG FRPSRVLWLRQ IRU LQGXVWULDO WSHV RI FUXGH IUDFWLRQV 1HYHUWKHOHVV LQ WKH FDVH RI SULQFLSDO [9] $KPHWRY $) .DUDWXQ 21 ² 1HIWHSHUHUDERWND L FKDQJHV RI WKH IHHG WKH NLQHWLF SDUDPHWHUV PXVW EH 1HIWHKLPLD
  • 82. FRUUHFWHG )LUVW RI DOO VHSDUDWH PHDVXUHPHQW RI [10] %DQG % 2SWLPL]DWLRQ 0HWKRGV 0RVNYD 5DGLR L VYD] L²SDUDIILQV DQG QDSKWKHQHV LV QHFHVVDU 3UREDEO WKH S LQ 5XVVLDQ
  • 83. UHDFWLRQ VFKHPH LQ WKLV FDVH PD EH VLPLODU WR ,,,
  • 84. [11] 1RYLNRY 9$ 1RYLNRY ($ 7ZR HIIHFWLYH DOJRULWKPV IRU QXPHULFDO VROXWLRQ RI DXFK SUREOHP IRU D VVWHP RI 7KH SUDFWLFDOO ]HUR YDOXHV RI WKH DFWLYDWLRQ RUGLQDU GLIIHUHQWLDO HTXDWLRQV 3UHSULQW ² 1RYRVLELUVN HQHUJLHV RI ROHILQ FRQYHUVLRQ LQWR DURPDWLFV DQG JDV LQ 5XVVLDQ
  • 85. LQGLFDWH WKDW WKHLU UHDFWLYLW LV UHODWHG GLUHFWO WR WKHLU [12] (FKHYVNLL *9 .DOLQLQD 1* $QXIULHQNR 9) 3ROXERMDURY DGVRUSWLRQ LH ( ≈ 42 7KLV ZDV FRQILUPHG E 9$ ² 5HDFW .LQHW DWDO /HWW
  • 86. ² ,=92' $520$7,=$,-$ /$.,+ %(1=,16.,+ )5$.,-$ 1$ =(2/,7,0$ .,1(7,ÿ., 02'(/ 1DX QL UDG
  • 87. 6YHWODQD $ 5RYHQVNDMD 1LNRODM 0 2VWURYVNL 2PVN 6WDWH 8QLYHUVLW 2PVN 5XVVLD 2PVN 'HSDUWPHQW RI %RUHVNRY ,QVWLWXWH RI DWDOVLV 2PVN 5XVVLD =HRIRUPLQJ SURFHV MH UD]YLMHQ ]D SURL]YRGQMX YLVRNRRNWDQVNRJ EHQ]LQD L] .OMX QH UH L 3URFHV =HRIRUPLQJ • ODNLK EHQ]LQVNLK IUDNFLMD QD ]HROLWQLP NDWDOL]DWRULPD EH] NRULåþHQMD YRGRQLND 2VQRYQH UHDNFLMH • .LQHWL NL PRGHO 1D ED]L DQDOL]H HNVSHULPHQWDOQLK SRGDWDND NRMH VX XUDHQH X ODERUDWRULMVNLP • .LQHWL NL SDUDPHWUL • LQWHJUDOQLP UHDNWRULPD SRVWDYOMHQ MH L UD]YLMHQ NLQHWL NL PRGHO SURFHVD .H ZRUGV =HRIRUPLQJ SURFHVV • 3UHGORçHQD MH VKHPD RVQRYQLK UHDNFLMD PHX ]ELUQLP NRPSRQHQWDPD UHDN 0DLQ UHDFWLRQV • .LQHWLF PRGHO • FLRQH VPHåH Q²SDUDILQL L²SDUDILQL QDIWHQL ROHILQL JDV
  • 88. NRMD MH SULODJRHQD .LQHWLF SDUDPHWHUV • WHKQRORåNLP ]DKWHYLPD SURFHVD 2GUHHQL VX NLQHWL NL SDUDPHWUL NRQVWDQWH EU]LQD UHDNFLMD HQHUJLMH DNWLYDFLMH
  • 89. NRML YDçH ]D UD]OL LWH YUVWH VLURYLQD SRJRGQLK ]D RYDM SURFHV 0RGHO MH QDPHQMHQ ]D SULPHQX X PRGHORYDQMX L ]D RSWLPL]DFLMX SURFHVD åWR þH ELWL SUREOHPDWLND EXGXþLK LVWUDçLYDQMD
  • 90. 6$ 529(16.$-$ HW DO $520$7,=$7,21 2) /,*+7 KHP ,QG