Chen, Weiwei; Choi, Tsan-Ming; Dolgui, Alexand e; I ano , Dmi y; Pesch, E win
A icle — Published Ve sion
Digi al manu ac u ing and supply chain: c ea ing bene i s
h ough ope a ions esea ch and a i icial in elligence
Annals o Ope a ions Resea ch
P o ided in Coope a ion wi h:
Sp inge Na u e
Sugges ed Ci a ion: Chen, Weiwei; Choi, Tsan-Ming; Dolgui, Alexand e; I ano , Dmi y; Pesch, E win
(2025) : Digi al manu ac u ing and supply chain: c ea ing bene i s h ough ope a ions esea ch and
a i icial in elligence, Annals o Ope a ions Resea ch, ISSN 1572-9338, Sp inge US, New Yo k, NY,
Vol. 344, Iss. 2, pp. 569-574,
h ps://doi.o g/10.1007/s10479-024-06450-2
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EDITORIAL
Published online: 3 Janua y 2025
© The Au ho (s) 2024
E win Pesch
[email p o ec ed]
Weiwei Chen
[email p o ec ed]
Tsan-Ming Choi
T[email p o ec ed]
Alexand e Dolgui
[email p o ec ed]
Dmi y I ano
[email p o ec ed]
1 Depa men o Supply Chain Managemen , Ru ge s Uni e si y, New B unswick, USA
2 Cen e o Supply Chain Resea ch, Managemen School, Uni e si y o Li e pool,
Li e pool L69 7ZH, UK
3 IMT A lan ique, LS2N-CNRS, Nan es, F ance
4 Supply Chain and Ope a ions Managemen , Be lin School o Economics and Law, Be lin,
Ge many
5 Facul y III, Uni e si y o Siegen, Siegen, Ge many
Digi al manu ac u ing and supply chain: c ea ing bene i s
h ough ope a ions esea ch and a i icial in elligence
WeiweiChen1· Tsan-MingChoi2· Alexand eDolgui3· Dmi yI ano 4· E winPesch5
Annals o Ope a ions Resea ch (2025) 344:569–574
h ps://doi.o g/10.1007/s10479-024-06450-2
Wi h Indus y 4.0, a ansi ion om au oma ed and in elligen o digi al has been coined.
This ansi ion co e s bo h ne wo k and plan le els. A he plan le el, digi al manu ac u -
ing is based on he collabo a ion o machines, machines wi h p oduc s, and humans wi h
machines. F om he applica ion pe spec i e, hese ea u es ha e ma e ialized h ough addi-
i e manu ac u ing, obo ics, digi al wins, i ual and augmen ed eali y, and collabo a-
ion ools in c ea ing p oduc s and se ices. A he ne wo k le el, he digi al supply chain
has been c ea ed u ilizing Blockchain, he In e ne o Things, e-comme ce pla o ms, and
collabo a i e supplie po als o achie e seamless end- o-end isibili y. F om he solu ion
me hodology pe spec i e, inno a i e app oaches ha e been de eloped combining in e dis-
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Annals o Ope a ions Resea ch (2025) 344:569–574
ciplina y me hods om ope a ions esea ch (OR), machine lea ning (ML), and a i icial
in elligence (AI).
The special issue “Digi al Manu ac u ing and Supply Chain: C ea ing Bene i s Th ough
Ope a ions Resea ch and A i icial In elligence” is a ge ed owa ds, bu no es ic ed o he
10 h IFAC Con e ence MIM 2022 ha ook place on June 22–24, 2022, in Nan es (F ance)
and a ac ed 767 pa icipan s om 59 coun ies: h ps://hub.im -a lan ique. /mim2022/.
The special issue ea u es pape s demons a ing how Au oma ion Technology (Addi i e
Manu ac u ing, D ones, AGVs), Collabo a ion Technology (Digi al Pla o ms), Iden i i-
ca ion and Communica ion Technology (Blockchain, Senso s, Sma P oduc s), and Da a
P ocessing Technology (Big Da a Analy ics) can gene a e bene i s o manu ac u ing and
supply chains.
This special issue o ANOR epo s on ecen de elopmen s, building upon me hods and
applica ions o OR and analy ics o digi al, esilien , and sus ainable manu ac u ing and sup-
ply chains 4.0. I con ains 17 pape s which a e de ailed below.
Reza Lo i, Mohsen Rajabzadeh, Abol azl Zamani, and Mohammad Sad a Rajabi p o-
pose in hei pape “Viable supply chain wi h endo -managed in en o y app oach by con-
side ing blockchain, isk and obus ness” a case s udy-based model o compa e issues in
and excluding Blockchain Technology (BCT) using Mixed-In ege Linea P og amming
and GAMS-Bonmin in he Pha macy Indus y. The esul s indica e a 0.61% g ea e cos
unc ion o he co e p oblem wi hou using BCT compa ed o he iden ical p oblem wi h he
usage o BCT. The au ho s s a e ha dec easing he esiliency coe icien and inc easing he
conse a i e coe icien will inc ease he cos unc ion. In addi ion, he analysis examines
an inc easing con idence le el ha esul s in a educ ion o he cos unc ion. As he au ho s
conclude, an expansion in he scale o he p oblem leads o a longe p oblem-sol ing ime
(Lo i e al., 2022).
Bin Shen, Jianing Zhang, Ming Cheng, Shu Guo, and Renlong He explo e in hei pape
“Supply chain in eg a ion in mass cus omiza ion” he in luence o wai ing ime and sel -
design en e ainmen om he acquisi ion o mass cus omiza ion (MC) p oduc s on supply
chain in eg a ion. The s udy uses a supply chain con aining one manu ac u e , one e aile ,
and one cus omize . S anda dized p oduc s a e p oduced and sold by he manu ac u e
h ough he e aile . The cus omize is able o choose o sell hei p oduc s be ween a manu-
ac u e –cus omize in eg a ion o e aile –cus omize in eg a ion. Fi s ly, he au ho s iden-
i y ha a win-win-win ou come is c ea ed o all supply chain pa icipan s whene e he
wai ing ime o MC is wi hin an a e age ange and a high cus ome sa is ac ion a e wi h
he p oduc quali y in manu ac u e -cus omize in eg a ion. Secondly, hey s a e a di e en
ou come o e aile -cus omize in eg a ion in case he manu ac u e is no engaging in he
in eg a ion. The au ho s conclude he compe i ion mi iga ion e ec can compensa e o a
low le el o sel -design en e ainmen in he supply chain in eg a ion and he achie abili y
o a win-win-win e ec o e e y supply chain membe in he manu ac u e -cus omize
in eg a ion is unchanged wi h endogenized sel -design en e ainmen (Shen e al., 2023).
Jing Peng, Jianghua Zhang, and Teng ei Nie in es iga e in hei pape “Social in luence
and channel compe i ion in he li e-s eaming ma ke ” he e ec on s akeholde s in he li e-
s eaming ma ke by making use o a one- o- wo channel in which wo di e se in luence s
compe e o sales o a popula p oduce . By implemen ing a mul iuni bila e al ba gaining
amewo k, he au ho s ocus on de e mining an equilib ium wi h a ional expec a ions by
analyzing pa allel nego ia ions wi h he in luence s and he ab ica o . The au ho s conclude
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ha , since he Ma hew e ec is obse ed, he manu ac u e should ocus on using he mos
success ul in luence and ha li e s eaming inc eases consume su plus (Peng e al., 2023).
Ping Xie, Ruixia Shi, and Di Xu iden i y he op imal li e s eam plan o e aile s
ha p o ide complimen a y ides be ween he e aile ’s s o e b and and a manu ac u e ’s
na ional b and using a game- heo e ic amewo k in hei pape “Re aile se ice s a egy
on li es eaming pla o ms conside ing ee iding beha io ”. In case he e a e limi ed
esou ces on he li e s eaming channel, he e aile should ei he no p omo e p oduc s
wi h low demand o o e he se ice o a na ional b and hemsel es. I no , assign i o he
manu ac u e . Co espondingly, in case he e a e unlimi ed asse s, p omo ing bo h b ands
may no be manda o y i he s o e b and has a high demand (Xie e al., 2023).
Nail Tahi o , Najmaddin Akhundo , Simon Emde, and Ch is oph H. Glock p opose in
hei pape “Con igu a ion o las -mile dis ibu ion ne wo ks o an enc oaching manu ac-
u e ” an in eg a ed op imiza ion model aimed a examining a ious dis ibu ion app oaches
o a manu ac u e e ailing bo h s anda d and cus omized p oduc s o di e se cus ome sec-
ions wi h changing p e e ences. By esol ing a loca ion- ou ing p oblem, a wide- anging
e alua ion o he e ec s on he o al logis ics cos s and cus ome app oachabili y is gene -
a ed. The au ho s conclude ha o se ing a a ie y o cus ome di isions while educing
handling cos s a he same ime, an omnichannel dis ibu ion sys em is a iable me hod
(Tahi o e al., 2024).
In hei pape “Con ac ing unde in o ma ion supe io i y in a supply chain o subsc ip-
ion-based apps: a compa a i e analysis”, Tal A inada and P iel Le y use a game- heo e ic
app oach o analyze a supply chain o subsc ip ion-based apps ha con ain a pla o m and
a designe . Two scena ios conce ning he pla o m’s da a s a us o each s a ic ee and com-
mission a e a e e alua ed. The s udy concludes ha i is bene icial o he pla o m o
make ixed- ee con ac s which esul in highe quali y and p ice o he subsc ip ion. Las ly,
es ima ed e enues o he pla o m and designe a e highe wi h bigge demand ola ili y
(A inada & Le y, 2023).
Kuo-Ching Ying, Pou ya Pou hejazy, and Po-Jui Fu explo e p oduc ion planning o a
h ee-s age dis ibu ed manu ac u ing sys em including he p oduc ion o subcomponen s,
assembling componen s in O iginal Equipmen Manu ac u e (OEM) ac o ies as well as
ab ica ing p oduc s a he p oduc manu ac u e ’s acili y. In hei pape “N-lis -enhanced
heu is ic o dis ibu ed h ee-s age assembly pe mu a ion low shop scheduling” using Dis-
ibu ed Th ee S age Assembly Pe mu a ion Flowshop Scheduling P oblems (DT SAPFSP)
models, he au ho s a gue ha a signi ican ly be e algo i hm pe o mance can be c ea ed
by using an N-lis -enhanced Cons uc i e Heu is ic algo i hm (Ying e al., 2023).
Long ei He, Xiao Zhang, Bao eng Huo, and Yang Zhang analyze he in luence o c oss-
ne wo k ex e nali y as well as supply isk o he wo-sided ma ke on he Accep ance Deci-
sions o P icing and Blockchain by olume dis ibu ion pla o ms in hei pape “Pla o m
p icing and blockchain adop ion o capaci y sha ing wi h c oss-ne wo k ex e nali y and
supply isk”. By using he mean- a iance model and blockchain echnology, he au ho s
s a e ha pla o ms p e e using blockchain echnology whene e ixed cos s o implemen-
a ion a e lowe han he expec ed p o i , adding mo e alue o he blockchain echnology.
To conclude, he au ho s p o ide a heo e ical ounda ion o p icing policies o pla o ms
and manage ial insigh s o u ilizing blockchain echnology (He e al., 2024).
Feng Liu, Mingjie Fang, Shu eng Xiao, and Yangyan Shi explo e he e ec o he digi al
e olu ion on he bullwhip e ec a he i m le el and he ela ionship o cus ome concen-
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Annals o Ope a ions Resea ch (2025) 344:569–574
a ion using he o ganiza ional p ocessing heo y in hei pape “Mi iga ing bullwhip e ec
in supply chains by engaging in digi al ans o ma ion: he mode a ing ole o cus ome
concen a ion”. Hie a chical linea modeling wi h 2,159 Chinese manu ac u ing i ms om
2016 o 2020 is used o hypo hesis es ing. The au ho s conclude ha a se e e mi iga ion
o he bullwhip e ec in i ms when using digi al ans o ma ion and a less di use cus ome
base (Liu e al., 2024).
Sami a Eb ahimi, Mohammad Fa hian, and Seyyed-Mahdi Hosseini-Mo lagh analyze
in hei pape “Dynamic e ec s o pa allel selling channels on he elec onic ma ke place
epu a ion and pe o mance” he dynamic e ec o he pa allel selling channels on he cos -
e ec i eness and s anding o he elec onic ma ke place. Using a dynamic game heo y
app oach, p ice ma kdown and deli e y lead ime decisions a e compu ed. P ice discoun s
and deli e y ime choices can be con empla ed as simul aneous dynamic esul s o enhanc-
ing ma ke sha e. Fu he mo e, commission ees can in luence he se ice le el and ime
leads o imp o ing he ma ke place epu a ion o e ime. To conclude, he au ho s s a e
ha he pe o mance o e aile s and he ma ke inc eases signi ican ly wi h coo dina ion
con ac s (Eb ahimi e al., 2024).
In he pape “A queueing-in en o y sys em wi h a epea ed-o bi policy du ing he se -
ice”, Gabi Hanuko in es iga es a se ice sys em whe e cus ome s a e no equi ed o be
p esen du ing he p ocessing o hei o de . Using he ma ix geome ic me hod, analysis o
he queueing-in en o y- epea ed-o bi (QIRO) is execu ed in case cus ome s need o lea e
again be o e hei se ice is comple ed. Fo op imal sendo ime calcula ion, a maximiza-
ion o he cus ome ’s an icipa ed e icacy is conside ed. Co espondingly, he au ho s a es
o an inc eased demand and maximiza ion o he p o i an op imal inished se ice s o age
capaci y and in es men in p ese a ion echnologies a e equi ed (Hanuko , 2023).
Seyed Amin Sey i, İhsan Yanıkoğlu, and Gö kem Yılmaz analyze a combined lo siz-
ing and wo k o ce scheduling issue unde demand insecu i y using a mul i-s age s ochas ic
manu ac u e planning me hod as a case s udy a Ves el in hei pape “Mul i-s age scena io-
based s ochas ic p og amming o managing lo sizing and wo k o ce scheduling a Ves el”.
Fo modeling unce ain y in demand, scena io ees a e used, and a mul i-s age scena io-
based s ochas ic linea p og am is es ablished o enhance he o al e icacy o p oduc ion
planning and o egula e p oduc ion quan i ies acco dingly. To conclude, he au ho s s a e
ha almos ideal solu ions in easible compu a ion imes a e gene a ed h ough a me a-
heu is ic o la ge-sized cases, and a no ewo hy enhancemen in cos s as well as CPU ime
pe o mance o benchma k me hods is obse ed (Sey i e al., 2023).
Xue Yan, Ting Wang, and Xue ei Shi explo e he usage o he combina o ial auc ion in
echnician obliga ion and subcon ac ing ameni y p ocu emen using so wa e en e p ises
o educing he o e all expenses o so wa e de elopmen in hei pape “Op imal schedul-
ing on un ela ed pa allel machines wi h combina o ial auc ion”. The au ho s p opose using
an un ela ed pa allel machine scheduling p oblem inco po a ing combina o ial auc ion
(UPMSCA) o in es iga e whe he o plan wo ks on pa allel machines o selec he o e
wi h he lowes a e. An a c- low model and a se -pa i ioning o mula ion wi h column-
based cons ain s a e sugges ed o esol e he issue. The algo i hm’s pe o mance is ali-
da ed by ou comes om widesp ead compu a ional es s on 100 se ies o andomly c ea ed
examples (Yan e al., 2024).
Na Liu and Shuyun Ren analyze p oduc ion dis up ion isks by in es iga ing he e ec s
on he consume , supply chain agen s, and socie y in hei pape “P oduc ion dis up ion in
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Annals o Ope a ions Resea ch (2025) 344:569–574
supply chain sys ems: impac s on consume s, supply chain agen s and he socie y”. A a i-
e y o pa ame e s a e used o explo e he in luence on he ideal decisions o selling p ice and
he e enue o supply chain agen s as well as he p o i al e a ion. The au ho s highligh ha
wholesale p ice is i ele an o unbiased supply chain agen s bu becomes impo an o
isk-seeking supply chain agen s (Liu & Ren, 2024).
Amina An i , Amel Jaoua, Sa a Bha Layeb, and Che i T iki p opose a new mechanism
o handling he ange o common cus ome s o a logis ics company in hei pape “P e-
auc ion op imiza ion o he selec ion o sha ed cus ome s in he las -mile deli e y”. The
no el app oach uses he auc ion as an ins umen o handle he asso men o common cli-
en s h ough he coali ion pool which ou sou ces en i ely nonp o i sha ed cus ome s o
o he coope a ing ca ie s. Fi s ly, o explain he de e minis ic o m o he issue, a mixed
in ege linea p og amming model is used. Secondly, a simula ion-based op imiza ion
model is es ablished o e icien ly esol e he s ochas ic o m o he issue and is aimed a
sol ing a case s udy o a pa cel deli e y company. To conclude, he au ho s s a e ha he
s udy disco e ed an inc ease o 22.65% in e enues o he deli e y company using an auc-
ion app oach o handling he common cus ome s (An i e al., 2023).
Wenping Liu, Bangyi Li, Guoqing Zhang, Zhe Wang, and Yongbo Cheng sugges in hei
pape “Quali y disclosu e pa e n op ions o compe ing e u bishe s: blockchain s online
pla o m”, a duopoly model o analyze he execu ion ci cums ances o a ious quali y dis-
closu e designs o e u bishe s and equilib ium disclosu e pa e ns in he i al ma ke using
game heo y. Online e aile sales o di ec blockchain adop ion a e measu ed as quali y
pa e ns wi h compe ing e u bishe s wi h he e ogeneous le els o quali y. The au ho s con-
clude ha he coun e pa y’s pa e n is c ucial o he e u bishe s’ will o di e se disclo-
su e pa e ns and he p oduc quali y gap a ec s he high-g ade e u bishe (Liu e al., 2023).
Huini Zhou, Guo Li, Yong Tan, and Xu Guan p opose an app oach o dynamic in es -
men ac ics o online ad e ising o mul i-oligopoly businesses by con empla ing he spill-
o e e ec o online p omo ion in hei pape “Dynamic in es men in online ad e ising o
mul i-oligopoly compe i i e en e p ises wi h spillo e e ec ”. Fo examina ion, he au ho s
use he Hamil on-Jacobi-Bellman unc ion o iden i y he Nash equilib ium solu ions o he
online p omo ion quan i y and e enues accomplished in symme ical, semisymme ic, and
asymme ic e en s o analyzing ma ke sha e and sp eading he model o n-dimensional
space. Fi s ly, o conclude, he au ho s s a e ha in es men in ixed-loca ion online ma ke -
ing is in e sely p opo ional o he spillo e e ec al hough pay-pe -click is di ec ly p opo -
ional. Addi ionally, leading companies a e ouched by he spillo e e ec in semisymme ic
and asymme ic e en s. Secondly, he o al in es men in online ad e ising is con a y o
ex e nal es ic ion aspec s, and nega i e e enue in he case o mo e han h ee companies
in he ma ke (Zhou e al., 2023).
We hank Edi o -in-Chie End e Bo os o suppo ing his impo an special issue. We
also wan o hank all au ho s and e iewe s o hei kind con ibu ion. Enjoy eading!
Funding Open Access unding enabled and o ganized by P ojek DEAL.
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Re e ences
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2 3 - 0 5 7 1 1 - w
A inada , T., & Le y, P. (2023). Con ac ing unde in o ma ion supe io i y in a supply chain o subsc ip ion-
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Eb ahimi, S., Fa hian, M., & Hosseini-Mo lagh, S. M. (2024). Dynamic e ec s o pa allel selling channels
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Publishe ’s no e Sp inge Na u e emains neu al wi h ega d o ju isdic ional claims in published maps and
ins i u ional a ilia ions.
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