Capacity optimization under uncertainty: The impact of operational time lags

•Time lags are typically neglected in most real options models with capacity sizing.•The inclusion of time lags with sizing weakens standard results about hysteresis.•Time lags directly speed up the resumption decision but delay suspension.•Time lags increase capacity, which delays resumption but fa...

Full description

Saved in:
Bibliographic Details
Published inEuropean journal of operational research Vol. 262; no. 2; pp. 660 - 672
Main Authors Boonman, Hettie J., Siddiqui, Afzal S.
Format Journal Article
LanguageEnglish
Published Elsevier B.V 16.10.2017
Subjects
Online AccessGet full text
ISSN0377-2217
1872-6860
1872-6860
DOI10.1016/j.ejor.2017.04.006

Cover

Loading…
Abstract •Time lags are typically neglected in most real options models with capacity sizing.•The inclusion of time lags with sizing weakens standard results about hysteresis.•Time lags directly speed up the resumption decision but delay suspension.•Time lags increase capacity, which delays resumption but facilitates suspension.•The overall impact of time lags with capacity sizing depends on uncertainty. Time lags in switching operational modes are typical in the manufacturing and power sectors but are not treated in most real options models. In this paper, we consider a firm that has the opportunity to suspend and to resume production infinitely many times subject to a time lag after each startup decision. We contribute to the literature by allowing the firm to determine its level of installed capacity in conjunction with its optimal investment timing. We find that an increase in the length of the time lag results in an increase in the optimal capacity level. Capacity optimization also interacts with the length of the time lag to affect investment timing and the triggers to suspend and resume production, thereby weakening the result about hysteresis from a standard real options model. Under the assumption of a fixed level of capacity, a longer lag speeds up the decision to resume operations due to a positive upside to the revenue but delays the suspension of operations. By contrast, with capacity optimization, a longer time lag results in a larger capacity choice, which can indirectly delay the investment decision and the timing to resume operations. This indirect effect dominates when the level of market uncertainty is low and the time lag is initially small.
AbstractList •Time lags are typically neglected in most real options models with capacity sizing.•The inclusion of time lags with sizing weakens standard results about hysteresis.•Time lags directly speed up the resumption decision but delay suspension.•Time lags increase capacity, which delays resumption but facilitates suspension.•The overall impact of time lags with capacity sizing depends on uncertainty. Time lags in switching operational modes are typical in the manufacturing and power sectors but are not treated in most real options models. In this paper, we consider a firm that has the opportunity to suspend and to resume production infinitely many times subject to a time lag after each startup decision. We contribute to the literature by allowing the firm to determine its level of installed capacity in conjunction with its optimal investment timing. We find that an increase in the length of the time lag results in an increase in the optimal capacity level. Capacity optimization also interacts with the length of the time lag to affect investment timing and the triggers to suspend and resume production, thereby weakening the result about hysteresis from a standard real options model. Under the assumption of a fixed level of capacity, a longer lag speeds up the decision to resume operations due to a positive upside to the revenue but delays the suspension of operations. By contrast, with capacity optimization, a longer time lag results in a larger capacity choice, which can indirectly delay the investment decision and the timing to resume operations. This indirect effect dominates when the level of market uncertainty is low and the time lag is initially small.
Time lags in switching operational modes are typical in the manufacturing and power sectors but are not treated in most real options models. In this paper, we consider a firm that has the opportunity to suspend and to resume production infinitely many times subject to a time lag after each startup decision. We contribute to the literature by allowing the firm to determine its level of installed capacity in conjunction with its optimal investment timing. We find that an increase in the length of the time lag results in an increase in the optimal capacity level. Capacity optimization also interacts with the length of the time lag to affect investment timing and the triggers to suspend and resume production, thereby weakening the result about hysteresis from a standard real options model. Under the assumption of a fixed level of capacity, a longer lag speeds up the decision to resume operations due to a positive upside to the revenue but delays the suspension of operations. By contrast, with capacity optimization, a longer time lag results in a larger capacity choice, which can indirectly delay the investment decision and the timing to resume operations. This indirect effect dominates when the level of market uncertainty is low and the time lag is initially small.
Author Siddiqui, Afzal S.
Boonman, Hettie J.
Author_xml – sequence: 1
  givenname: Hettie J.
  surname: Boonman
  fullname: Boonman, Hettie J.
  organization: The Netherlands Organization for Applied Scientific Research (TNO), The Hague, The Netherlands
– sequence: 2
  givenname: Afzal S.
  orcidid: 0000-0003-1841-1310
  surname: Siddiqui
  fullname: Siddiqui, Afzal S.
  email: afzal.siddiqui@ucl.ac.uk
  organization: Department of Statistical Science, University College London, London, UK
BackLink https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-144898$$DView record from Swedish Publication Index
BookMark eNp9kD1PwzAQQC0EEm3hDzDlB5BwTtzYQSxV-ZQqsRRWy4nt4iiNK9sFlV-P0yIGhi53y3sn3Ruj0972CqErDBkGXN60mWqty3LANAOSAZQnaIQZzdOSlXCKRlBQmuY5pudo7H0LAHiKpyO0mIuNaEzYJXYTzNp8i2Bsn2x7qVycjXJBmD7sbpPlh0rMOsIhsTrSyu1R0SXRU0knVv4CnWnReXX5uyfo7fFhOX9OF69PL_PZIm0IJSGttZaskiCV1iWtGaWaVlDnIMuaQFNLImReThmWFEQhahynJixXUElZlKyYoOvDXf-lNtuab5xZC7fjVhh-b95n3LoV91uOCWHVgOcHvHHWe6f0n4CBD_l4y4d8fMjHgfCYL0rsnxQr7T8OTpjuuHp3UFVs8GmU474xKraUxqkmcGnNMf0HhCKPmQ
CitedBy_id crossref_primary_10_1007_s11192_018_2977_2
crossref_primary_10_2139_ssrn_4747939
crossref_primary_10_1016_j_irfa_2024_103741
crossref_primary_10_1007_s10479_023_05413_3
Cites_doi 10.1016/S0377-2217(98)00274-4
10.1086/261619
10.1287/mnsc.45.12.1631
10.1287/mnsc.1060.0655
10.1007/s10479-015-2010-6
10.1016/j.ijpe.2016.05.007
10.1016/j.eneco.2012.02.015
10.1016/j.ejor.2016.06.027
10.2307/3439310
10.1016/j.jedc.2009.10.015
10.1016/j.ejor.2015.01.007
10.1287/opre.1040.0191
10.1086/296288
10.1017/S0021900200004964
10.1016/j.jedc.2005.06.011
10.1142/S0217595910002685
ContentType Journal Article
Copyright 2017 Elsevier B.V.
Copyright_xml – notice: 2017 Elsevier B.V.
DBID AAYXX
CITATION
ADTPV
AOWAS
DG7
DOI 10.1016/j.ejor.2017.04.006
DatabaseName CrossRef
SwePub
SwePub Articles
SWEPUB Stockholms universitet
DatabaseTitle CrossRef
DatabaseTitleList

DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
Business
EISSN 1872-6860
EndPage 672
ExternalDocumentID oai_DiVA_org_su_144898
10_1016_j_ejor_2017_04_006
S0377221717303399
GroupedDBID --K
--M
-~X
.DC
.~1
0R~
1B1
1RT
1~.
1~5
4.4
457
4G.
5GY
5VS
6OB
7-5
71M
8P~
9JN
9JO
AAAKF
AABNK
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AARIN
AAXUO
AAYFN
ABAOU
ABBOA
ABFNM
ABFRF
ABJNI
ABMAC
ABUCO
ABYKQ
ACAZW
ACDAQ
ACGFO
ACGFS
ACIWK
ACNCT
ACRLP
ACZNC
ADBBV
ADEZE
ADGUI
AEBSH
AEFWE
AEKER
AENEX
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHZHX
AIALX
AIEXJ
AIGVJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
APLSM
ARUGR
AXJTR
BKOJK
BKOMP
BLXMC
CS3
DU5
EBS
EFJIC
EFLBG
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
GBOLZ
HAMUX
IHE
J1W
KOM
LY1
M41
MHUIS
MO0
MS~
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PQQKQ
Q38
RIG
ROL
RPZ
RXW
SCC
SDF
SDG
SDP
SDS
SES
SPC
SPCBC
SSB
SSD
SSV
SSW
SSZ
T5K
TAE
TN5
U5U
XPP
ZMT
~02
~G-
1OL
29G
41~
AAAKG
AAQXK
AATTM
AAXKI
AAYOK
AAYWO
AAYXX
ABWVN
ABXDB
ACNNM
ACRPL
ACVFH
ADCNI
ADIYS
ADJOM
ADMUD
ADNMO
ADXHL
AEIPS
AEUPX
AFFNX
AFJKZ
AFPUW
AFXIZ
AGCQF
AGQPQ
AGRNS
AI.
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
BNPGV
CITATION
FEDTE
FGOYB
HVGLF
HZ~
R2-
SEW
SSH
VH1
WUQ
ADTPV
AOWAS
DG7
EFKBS
ID FETCH-LOGICAL-c474t-bffd89d0deff67b877f790b20d6b40cbd4ad26581d70a3ab10a3f482e09dd3683
IEDL.DBID .~1
ISSN 0377-2217
1872-6860
IngestDate Thu Aug 21 06:55:57 EDT 2025
Thu Apr 24 23:10:12 EDT 2025
Tue Jul 01 03:27:53 EDT 2025
Fri Feb 23 02:27:36 EST 2024
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Investment analysis
Capacity optimization
Real options
Time lag
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c474t-bffd89d0deff67b877f790b20d6b40cbd4ad26581d70a3ab10a3f482e09dd3683
ORCID 0000-0003-1841-1310
PageCount 13
ParticipantIDs swepub_primary_oai_DiVA_org_su_144898
crossref_primary_10_1016_j_ejor_2017_04_006
crossref_citationtrail_10_1016_j_ejor_2017_04_006
elsevier_sciencedirect_doi_10_1016_j_ejor_2017_04_006
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2017-10-16
PublicationDateYYYYMMDD 2017-10-16
PublicationDate_xml – month: 10
  year: 2017
  text: 2017-10-16
  day: 16
PublicationDecade 2010
PublicationTitle European journal of operational research
PublicationYear 2017
Publisher Elsevier B.V
Publisher_xml – name: Elsevier B.V
References Gauthier, Morellec (bib0015) 2000
Hagspiel, Huisman, Kort (bib0016) 2016; 178
Anand, Girotra (bib0001) 2007; 53
Takashima, Goto, Tsujimura (bib0020) 2010; 27
Chod, Rudi (bib0006) 2005; 53
Mossin (bib0018) 1968; 70
Van Mieghem, Dada (bib0022) 1999; 45
Sødal (bib0019) 2006; 30
Brennan, Schwartz (bib0005) 1985; 58
Costeniuc, Schnetzer, Taschini (bib0009) 2008; 45
Dangl (bib0010) 1999; 117
Tsekrekos (bib0021) 2010; 34
McDonald (bib0017) 2002
Deneckere, Marvel, Peck (bib0011) 1997; 87
Bar-Ilan, Strange (bib0002) 1996; 86
Dixit, Pindyck (bib0013) 1994
Boonman, Hagspiel (bib0003) 2014
Chronopoulos, Lumbreras (bib0007) 2016; 256
Dixit (bib0012) 1989; 97
Etheridge (bib0014) 2002
van der Weijde, Hobbs (bib0023) 2012; 34
Chronopoulos, Siddiqui (bib0008) 2015; 235
Boonman, Hagspiel, Kort (bib0004) 2015; 244
Gauthier (10.1016/j.ejor.2017.04.006_bib0015) 2000
Hagspiel (10.1016/j.ejor.2017.04.006_bib0016) 2016; 178
Sødal (10.1016/j.ejor.2017.04.006_bib0019) 2006; 30
Chronopoulos (10.1016/j.ejor.2017.04.006_bib0007) 2016; 256
Tsekrekos (10.1016/j.ejor.2017.04.006_bib0021) 2010; 34
Dixit (10.1016/j.ejor.2017.04.006_bib0013) 1994
van der Weijde (10.1016/j.ejor.2017.04.006_bib0023) 2012; 34
Chronopoulos (10.1016/j.ejor.2017.04.006_bib0008) 2015; 235
Anand (10.1016/j.ejor.2017.04.006_bib0001) 2007; 53
Takashima (10.1016/j.ejor.2017.04.006_bib0020) 2010; 27
Van Mieghem (10.1016/j.ejor.2017.04.006_bib0022) 1999; 45
Boonman (10.1016/j.ejor.2017.04.006_bib0004) 2015; 244
Boonman (10.1016/j.ejor.2017.04.006_sbref0003) 2014
Etheridge (10.1016/j.ejor.2017.04.006_bib0014) 2002
Dangl (10.1016/j.ejor.2017.04.006_bib0010) 1999; 117
McDonald (10.1016/j.ejor.2017.04.006_bib0017) 2002
Dixit (10.1016/j.ejor.2017.04.006_bib0012) 1989; 97
Bar-Ilan (10.1016/j.ejor.2017.04.006_bib0002) 1996; 86
Brennan (10.1016/j.ejor.2017.04.006_bib0005) 1985; 58
Costeniuc (10.1016/j.ejor.2017.04.006_bib0009) 2008; 45
Deneckere (10.1016/j.ejor.2017.04.006_bib0011) 1997; 87
Chod (10.1016/j.ejor.2017.04.006_bib0006) 2005; 53
Mossin (10.1016/j.ejor.2017.04.006_bib0018) 1968; 70
References_xml – volume: 30
  start-page: 1963
  year: 2006
  end-page: 1986
  ident: bib0019
  article-title: Entry and exit decisions based on a discount factor approach
  publication-title: Journal of Economic Dynamics and Control
– volume: 87
  start-page: 619
  year: 1997
  end-page: 641
  ident: bib0011
  article-title: Demand uncertainty and price maintenance: Markdowns as destructive competition
  publication-title: American Economic Review
– volume: 97
  start-page: 620
  year: 1989
  end-page: 638
  ident: bib0012
  article-title: Entry and exit decision under uncertainty
  publication-title: Journal of Political Economy
– year: 2014
  ident: bib0003
  article-title: Sensitivity of demand function choice in a strategic real options context
– volume: 117
  start-page: 415
  year: 1999
  end-page: 428
  ident: bib0010
  article-title: Investment and capacity choice under uncertain demand
  publication-title: European Journal of Operational Research
– volume: 34
  start-page: 725
  year: 2010
  end-page: 742
  ident: bib0021
  article-title: The effect of mean reversion on entry and exit decisions under uncertainty
  publication-title: Journal of Economic Dynamics and Control
– volume: 53
  start-page: 697
  year: 2007
  end-page: 712
  ident: bib0001
  article-title: The strategic perils of delayed differentiation
  publication-title: Management Science
– volume: 256
  start-page: 543
  year: 2016
  end-page: 555
  ident: bib0007
  article-title: Optimal regime switching under risk aversion and uncertainty
  publication-title: European Journal of Operational Research
– year: 2002
  ident: bib0014
  article-title: A course in financial calculus
– volume: 244
  start-page: 141
  year: 2015
  end-page: 152
  ident: bib0004
  article-title: Dedicated vs. product flexible production technology: Strategic capacity investment choice
  publication-title: European Journal of Operational Research
– volume: 58
  start-page: 135
  year: 1985
  end-page: 157
  ident: bib0005
  article-title: Evaluating natural resource investments
  publication-title: Journal of Business
– volume: 86
  start-page: 610
  year: 1996
  end-page: 622
  ident: bib0002
  article-title: Investment lags
  publication-title: American Economic Review
– year: 2002
  ident: bib0017
  article-title: Derivatives markets
– volume: 235
  start-page: 177
  year: 2015
  end-page: 201
  ident: bib0008
  article-title: When is it better to wait for a new version? Optimal replacement of an emerging technology under uncertainty
  publication-title: Annals of Operations Research
– volume: 70
  start-page: 170
  year: 1968
  end-page: 177
  ident: bib0018
  article-title: An optimal policy for lay-up decisions
  publication-title: Swedish Journal of Economics
– volume: 53
  start-page: 532
  year: 2005
  end-page: 548
  ident: bib0006
  article-title: Resource flexibility with responsive pricing
  publication-title: Operations Research
– volume: 34
  start-page: 2089
  year: 2012
  end-page: 2101
  ident: bib0023
  article-title: The economics of planning electricity transmission to accommodate renewables: Using two-stage optimisation to evaluate flexibility and the cost of disregarding uncertainty
  publication-title: Energy Economics
– volume: 178
  start-page: 95
  year: 2016
  end-page: 108
  ident: bib0016
  article-title: Volume flexibility and capacity investment under uncertainty
  publication-title: International Journal of Production Economics
– volume: 27
  start-page: 271
  year: 2010
  end-page: 286
  ident: bib0020
  article-title: Irreversible investment, operating flexibility, and time lags
  publication-title: Asia-Pacific Journal of Operational Research
– year: 1994
  ident: bib0013
  article-title: Investment under uncertainty
– volume: 45
  start-page: 1631
  year: 1999
  end-page: 1649
  ident: bib0022
  article-title: Price versus production postponement: Capacity and competition
  publication-title: Management Science
– volume: 45
  start-page: 1039
  year: 2008
  end-page: 1059
  ident: bib0009
  article-title: Entry and exit decision problem with implementation delay
  publication-title: Journal of Applied Probability
– year: 2000
  ident: bib0015
  article-title: Investment under uncertainty with implementation delay
  publication-title: Innovation and strategy: New developments and applications in real options
– volume: 117
  start-page: 415
  year: 1999
  ident: 10.1016/j.ejor.2017.04.006_bib0010
  article-title: Investment and capacity choice under uncertain demand
  publication-title: European Journal of Operational Research
  doi: 10.1016/S0377-2217(98)00274-4
– volume: 97
  start-page: 620
  issue: 3
  year: 1989
  ident: 10.1016/j.ejor.2017.04.006_bib0012
  article-title: Entry and exit decision under uncertainty
  publication-title: Journal of Political Economy
  doi: 10.1086/261619
– volume: 45
  start-page: 1631
  issue: 12
  year: 1999
  ident: 10.1016/j.ejor.2017.04.006_bib0022
  article-title: Price versus production postponement: Capacity and competition
  publication-title: Management Science
  doi: 10.1287/mnsc.45.12.1631
– volume: 53
  start-page: 697
  issue: 5
  year: 2007
  ident: 10.1016/j.ejor.2017.04.006_bib0001
  article-title: The strategic perils of delayed differentiation
  publication-title: Management Science
  doi: 10.1287/mnsc.1060.0655
– year: 2000
  ident: 10.1016/j.ejor.2017.04.006_bib0015
  article-title: Investment under uncertainty with implementation delay
– year: 1994
  ident: 10.1016/j.ejor.2017.04.006_bib0013
– volume: 86
  start-page: 610
  issue: 3
  year: 1996
  ident: 10.1016/j.ejor.2017.04.006_bib0002
  article-title: Investment lags
  publication-title: American Economic Review
– volume: 235
  start-page: 177
  issue: 1
  year: 2015
  ident: 10.1016/j.ejor.2017.04.006_bib0008
  article-title: When is it better to wait for a new version? Optimal replacement of an emerging technology under uncertainty
  publication-title: Annals of Operations Research
  doi: 10.1007/s10479-015-2010-6
– year: 2002
  ident: 10.1016/j.ejor.2017.04.006_bib0014
– year: 2014
  ident: 10.1016/j.ejor.2017.04.006_sbref0003
– volume: 178
  start-page: 95
  year: 2016
  ident: 10.1016/j.ejor.2017.04.006_bib0016
  article-title: Volume flexibility and capacity investment under uncertainty
  publication-title: International Journal of Production Economics
  doi: 10.1016/j.ijpe.2016.05.007
– volume: 34
  start-page: 2089
  issue: 6
  year: 2012
  ident: 10.1016/j.ejor.2017.04.006_bib0023
  article-title: The economics of planning electricity transmission to accommodate renewables: Using two-stage optimisation to evaluate flexibility and the cost of disregarding uncertainty
  publication-title: Energy Economics
  doi: 10.1016/j.eneco.2012.02.015
– volume: 256
  start-page: 543
  issue: 2
  year: 2016
  ident: 10.1016/j.ejor.2017.04.006_bib0007
  article-title: Optimal regime switching under risk aversion and uncertainty
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2016.06.027
– volume: 70
  start-page: 170
  year: 1968
  ident: 10.1016/j.ejor.2017.04.006_bib0018
  article-title: An optimal policy for lay-up decisions
  publication-title: Swedish Journal of Economics
  doi: 10.2307/3439310
– volume: 34
  start-page: 725
  issue: 4
  year: 2010
  ident: 10.1016/j.ejor.2017.04.006_bib0021
  article-title: The effect of mean reversion on entry and exit decisions under uncertainty
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2009.10.015
– volume: 244
  start-page: 141
  issue: 1
  year: 2015
  ident: 10.1016/j.ejor.2017.04.006_bib0004
  article-title: Dedicated vs. product flexible production technology: Strategic capacity investment choice
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2015.01.007
– volume: 53
  start-page: 532
  issue: 3
  year: 2005
  ident: 10.1016/j.ejor.2017.04.006_bib0006
  article-title: Resource flexibility with responsive pricing
  publication-title: Operations Research
  doi: 10.1287/opre.1040.0191
– volume: 58
  start-page: 135
  issue: 2
  year: 1985
  ident: 10.1016/j.ejor.2017.04.006_bib0005
  article-title: Evaluating natural resource investments
  publication-title: Journal of Business
  doi: 10.1086/296288
– volume: 87
  start-page: 619
  issue: 4
  year: 1997
  ident: 10.1016/j.ejor.2017.04.006_bib0011
  article-title: Demand uncertainty and price maintenance: Markdowns as destructive competition
  publication-title: American Economic Review
– volume: 45
  start-page: 1039
  issue: 4
  year: 2008
  ident: 10.1016/j.ejor.2017.04.006_bib0009
  article-title: Entry and exit decision problem with implementation delay
  publication-title: Journal of Applied Probability
  doi: 10.1017/S0021900200004964
– year: 2002
  ident: 10.1016/j.ejor.2017.04.006_bib0017
– volume: 30
  start-page: 1963
  issue: 11
  year: 2006
  ident: 10.1016/j.ejor.2017.04.006_bib0019
  article-title: Entry and exit decisions based on a discount factor approach
  publication-title: Journal of Economic Dynamics and Control
  doi: 10.1016/j.jedc.2005.06.011
– volume: 27
  start-page: 271
  issue: 2
  year: 2010
  ident: 10.1016/j.ejor.2017.04.006_bib0020
  article-title: Irreversible investment, operating flexibility, and time lags
  publication-title: Asia-Pacific Journal of Operational Research
  doi: 10.1142/S0217595910002685
SSID ssj0001515
Score 2.251795
Snippet •Time lags are typically neglected in most real options models with capacity sizing.•The inclusion of time lags with sizing weakens standard results about...
Time lags in switching operational modes are typical in the manufacturing and power sectors but are not treated in most real options models. In this paper, we...
SourceID swepub
crossref
elsevier
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 660
SubjectTerms Capacity optimization
Computer and Systems Sciences
data- och systemvetenskap
Investment analysis
Real options
Time lag
Title Capacity optimization under uncertainty: The impact of operational time lags
URI https://dx.doi.org/10.1016/j.ejor.2017.04.006
https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-144898
Volume 262
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwEB4hkFA5FFiKeMsHekLpOok3Tritlq62LeVStuJmxa_VrugGLcuBC7-dmcShcCiHXiwlspNoPJ5v7Mx8A3BaeOG4cToyPSphRmuuyKyIiGkkcYlHUKejgZ9X2Wgsvt_0blZg0ObCUFhlsP2NTa-tdbjTDdLs3k2n3V88Rc8QPeoYlTRFnKUMdiFJy788_Q3zIMCu_yRIGVHvkDjTxHi5WUWcoLGs6U6p6tE_wOk1i2iNPMMt-BhcRtZvvmobVty8A-ttxHoHNtvKDCws1A5svKIZ3IHLASKiQXebVWgg_oTMS0bpYwtsTRMVsHw8Z6g0rMmbZJXH3m4RzgoZ1aBnt-Xk_hOMh1-vB6MoVFGIjJBiGWnvbV5Ybp33mdS5lF4WXCfcZlpwo60obYJ-SGwlL9NSx9h6kSeOF9amWZ7uwuq8mrs9YM6W3qA_kxk6h-S61EZ7hxYjz_KeKeN9iFvxKRMoxqnSxa1qY8lmikSuSOSKC4Ui34ezlzF3DcHGu7177ayoN2qiEAHeHfe5mcKXdxCt9sX0d19Vi4m6f8AtkMiL_OA_n38IH-iKQC3OjmB1uXhwx-itLPVJrY4nsNb_9mN09Qyqt-pp
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1NT9wwEB3BIhV6oO0CgkKLD-0JReskTpz0tlqKFlj2Uqi4WfEXWgQbtCwH_n1nNs4KDuXAxYfETqLxeN7YmXkD8KP0wnHjdGQyKmFGa67MrYiIaSRxiUdQp6OBi3E-vBJn19n1CgzaXBgKqwy2v7HpC2sdrvSCNHsPk0nvD0_RM0SPOkYlTRFnV2GN2KmyDqz1T8-H46VBJsxe_EyQMqIBIXemCfNytzXRgsZywXhKhY_-g08viUQX4HPyGTaD18j6zYd9gRU37cKHNmi9C5_a4gwsrNUufHzBNLgFowGCokGPm9VoI-5D8iWjDLIZtqYJDJg__2KoN6xJnWS1x95uFo4LGZWhZ3fVzeM2XJ38vhwMo1BIITJCinmkvbdFabl13udSF1J6WXKdcJtrwY22orIJuiKxlbxKKx1j60WROF5am-ZFugOdaT11u8CcrbxBlyY3dBTJdaWN9g6NRpEXmaniPYhb8SkTWMap2MWdasPJbhWJXJHIFRcKRb4HR8sxDw3Hxpu9s3ZW1CtNUQgCb4772Uzh8h3ErH08-dtX9exGPT7hLkgUZfH1nc8_hPXh5cVIjU7H5_uwQXcI4-L8ADrz2ZP7hs7LXH8PyvkPtArtGg
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Capacity+optimization+under+uncertainty%3A+The+impact+of+operational+time+lags&rft.jtitle=European+journal+of+operational+research&rft.au=Boonman%2C+Hettie+J.&rft.au=Siddiqui%2C+Afzal+S.&rft.date=2017-10-16&rft.issn=0377-2217&rft.volume=262&rft.issue=2&rft.spage=660&rft.epage=672&rft_id=info:doi/10.1016%2Fj.ejor.2017.04.006&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_ejor_2017_04_006
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0377-2217&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0377-2217&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0377-2217&client=summon