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Jou nal o In o ma ion Sys ems Enginee ing and Managemen
2023, 8(1), 18894
e-ISSN: 2468-4376
h ps://www.jisem-jou nal.com/
Resea ch A icle
In e ne o Things - IoT esea ch ends om a
bibliome ic analysis
Luis Ga cés-Gi aldo1, Juan Pa iño-Vanegas2, Regina Espinosa3, Ma ha Benjumea-A ias2,
Alejand o Valencia-A ias1 *, Manuel Cáce es Lampen5
1 Ame ican Uni e si y Co po a ion, Colombia
2 Me opoli an Ins i u e o Technology, Colombia
3 Uni e si y o San iago de Chile, Chile
4 Rica do Palma Uni e si y, Colombia
5 Uni e si y o San Ma in de Po es, Pe u
*
Co esponding Au ho :
j alencia@ame icana.edu.co
Ci a ion: Ga cés-Gi aldo, L., Pa iño-Vanegas, J., Espinosa, R., Benjumea-A ias, M., Valencia-A ias, A., & Lampen, M. C. (2023). In e ne o Things -
IoT esea ch ends om a bibliome ic analysis. Jou nal o In o ma ion Sys ems Enginee ing and Managemen , 8(1), 18894.
.h ps://doi.o g/10.55267/iad .07.12739
ARTICLE INFO
ABSTRACT
Recei ed: 10 No 2022
Accep ed: 23 Dec 2022
This bibliome ic s udy aims o analyze he scien i ic li e a u e on in o ma ion sys ems and IoT using he Scopus
da abase, which has he la ges numbe o indexed jou nals, h ough quan i y, quali y, and s uc u e bibliome ic
indica o s, o iden i y he
mos ele an esea ch ac o s. Pape s we e selec ed ha had in o ma ion sys ems and IoT
in hei i le. The analyses we e pe o med in Rs usio, VosViewe and Excel. The esul s a e classi ied by au ho s,
jou nals, coun ies o publica ion, and keywo ds. W
i h he aim o iden i ying esea ch ends in he subjec . Among
he main indings, i is a opic o in e es due o he g ow h in he las ew yea s. The collabo a i e wo ks a e e lec ed
among coun ies such as he Uni ed S a es, China, Uni ed Kingdom, a
nd au ho s om he same coun ies dispe sing
he publica ions in impo an jou nals o In o ma ion echnologies, such as he IEEE. Addi ionally, he main opics
a e ela ed o educing isks in in o ma ion sys ems, logis ics sys ems, heal h, sma ci ies, eal-
ime in o ma ion, and
decision making.
Keywo ds: IoT, In o ma ion sys ems, Indus y 4.0, Digi al T ans o ma ion, Bibliome ics, T ends
INTRODUCTION
In o ma ion sys ems a e one o he o ganiza ions' mos
signi ican a eas o s udy wo ldwide (He nández T asoba es,
2003). I s unc ions aim o collec , s o e, p ocess, ansmi and
p oduce quan i iable da a (Li, 2022). The e o e, unde s anding
i s na u e and app oaches o IoT h ough a bibliome ic
discipline p o ides ele an s a is ical da a o es ablish he
le el o scien i ic g ow h o he subjec (Lopez, 1972; P i cha d,
1969).
Acco ding o P i cha d (1969), bibliome ics is a
subdiscipline o scien ome ics ha uses ma hema ical and
s a is ical me hods o analyze he cou se o w i en
communica ion o li e a u e o a scien i ic na u e, as well as he
au ho s who p oduce i . Simila ly, Bo nmann (2005) indica es
ha he ma hema ical and s a is ical me hods used in his
discipline make i possible o analyze he impac caused by a
scien i ic s udy. On he o he hand, hei use is suppo ed by he
impo an ole o publica ions in dissemina ing new knowledge
o achie e conc e e explana ions, ela e hem o science and
de e mine he g ow h o any scien i ic a ea (Du ieux e al., 2010;
Ka z, 1999).
This a icle aims o show he esul s o a bibliome ic analysis
o in o ma ion sys ems and IoT as a echnology ha has become
ele an in ecen yea s. Acco ding o Li (2022), he IoT is
changing i s o all he cou se o people's li es by o e ing
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com o o hei daily li es and also o companies a an
ala ming a e, gi en i s high le el o impac by allowing hem
o sa e p oduc ion ime and acili a ing he collec ion o
in o ma ion in eal- ime.
THEORETICAL CONTEXTUALIZATION
The e m "In e ne o Things" (IoT) was ini ially coined in
1999 by he Englishman Ke in Ash on, who p oposed a
echnology in which a a ie y o objec s in he physical wo ld
could es ablish a connec ion o he In e ne h ough sensing
de ices (Thou am, 2021).
The In e ne o Things (IoT) allows he in e connec ion o
objec s o acili a e cons an communica ion o any place,
pe son, o ime (Khan e al., 2021). Gau ay e al. (2022) men ion
ha he connec ion be ween objec s is h ough a ne wo k,
whose main unc ion is exchanging da a wi h he cen al
s o age. Youness (2022) also explains ha he main
cha ac e is ic o such da a is hei quan i y, i.e., hey a e
massi e da a in eal- ime, usually be ween di e en en i ies a
high speed. As Geo gios e al. (2019) explain in hei s udy o
IoT in he con ex o Indus y 4.0, Indus y 4.0 aims o
ans o m adi ional indus ies in o sma ones by
inco po a ing inno a i e echnologies, and one such
echnology is IoT. IoT seeks o pe mea e he e e yday
en i onmen and i s objec s, linking he physical wo ld wi h
he digi al wo ld and allowing people and " hings" o be
connec ed any ime, anywhe e, wi h any hing and anyone.
The ields o applica ion a e a ied, he mos ep esen a i e
being he heal h sec o , cons uc ion, logis ics, su eillance,
ag icul u e, and sma ci y (Youness, 2022). As Youness (2022)
s a es, he e is a combina ion be ween IoT and o he
echnologies, such as Cloud Compu a ion, Sma G id, and
Sma Building, whe e he usion o hese echnologies allows
o acking la ge amoun s o in o ma ion.
In o ma ion sys ems wo k oge he wi h IoT; i is a c ucial
componen since i acili a es he p ocu emen o esou ces and
he selec ion o a ailable se ices (Fo es ie o & Papuzzo, 2021).
Fo example, his ela ionship can be obse ed in he logis ics
sec o because hey impac p oduc aceabili y sys ems, isual
managemen sys ems o he logis ics p ocess, and in elligen
supply chain o companies, among o he s (Zhang, 2021).
Technology such as IoT and in o ma ion sys ems a e also
ele an o he cons uc ion ield. In a esea ch conduc ed by
Lei and Zhang (2021), he au ho s s udy he concep o a sma
ci y based on cloud compu ing and IoT.
METHODOLOGY
An explo a o y s udy was ca ied ou employing he
bibliome ic echnique, using Scopus as a sou ce o
in o ma ion. This da abase is ecognized wo ldwide o i s
ajec o y in he scien i ic ield, compiling in o ma ion on he
main a eas o knowledge and in eg a ing mo e han eigh een
housand publica ions and i e housand publishe s (A ias-
Ci o, 2020). Addi ionally, i has mo e han o y million eco ds
ela ed o publica ions, web pages, con e ences, and pa en s
(Velandia Pache o & Escoba Cas illo, 2018). The sea ch e ms
(IoT and In o ma ion sys ems) a e ini ially es ablished o
s uc u e he ollowing sea ch equa ion.
( TITLE ( "In o ma ion sys ems" ) AND TITLE ( "In e ne o
hings" OR io ) ).
Gene al aspec s o he eco ds ob ained a e desc ibed in
Table 1. Subsequen ly, he bibliome ic indica o s o quali y,
quan i y, and s uc u e we e de ined, which, as Camps (2008)
s a es, make i possible o highligh he scien i ic ac i i y, i s
igo , and he in luence (o impac ) o bo h he esea ch and he
sou ces.
Table 1. Gene al aspec s. Sou ce: Own elabo a ion based on
Scopus
Gene al aspec s Quan i y
Reco ds 166
Au ho s 437
Keywo ds 461
Re e ences 4001
Con e ence pape 90
A icles 58
The in o ma ion was analyzed and p ocessed h ough he
Mic oso Excel® o ice au oma ion ool, which, acco ding o
Teng e al. (2019), is an ideal echnological ool o da a analysis.
The e, he da a we e o ganized, and he espec i e igu es we e
gene a ed. As a second so wa e, Vos iewe was used o c ea e a
isualiza ion map o cooccu ence (keywo ds), whe e he size o
he ec angle indica es he ela ionship wi h he o al numbe o
a icles, and he colo is he clus e g ouping. Twen y-nine
keywo ds we e selec ed, each wi h a minimum occu ence o 6
imes.
RESULTS
Figu e 1 con ains in o ma ion on he scien i ic p oduc ion o
in o ma ion sys ems and IoT. The a iables in ol ed a e he
numbe o publica ions and yea s. In global e ms, he igu e
shows he beha io o publica ions pe yea in a pe iod o 14
yea s (2009-2022) in which highs and lows ha e been
expe ienced, being he yea 2021 wi h he highes p oduc ion
wi h 23 a icles; which ep esen s 14% o he o al o he pe iod.
Among he opics add essed his yea , he ou h indus ial
e olu ion and i s applica ion s and ou , as men ioned by Zhang
and Hao (2021), who p opose a de elopmen in he sa e y
managemen o cons uc ion wo ke s based on he In e ne o
Things. On he o he hand, Pe ei a and Muñoz (2021) es ablished
an in o ma ion sys em o medical eco ds wi h in eg a ed access
ia he In e ne o Things.
In 2020, 21 publica ions can be seen, ep esen ing 8.18% o he
pe iod's o al, ha ing as main opics ela ed o in elligen
in o ma ion sys ems and cybe secu i y. This is consis en wi h
he indings o Sa ukynas (2020) in his a icle abou in o ma ion
sys em secu i y o iden i ica ion and au hen ica ion o sma
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de ices, whe e he au ho discusses he ulne abili y o he
da a ha a e daily p ocessed be ween de ices, how o educe
his isk and, de ec mo e easily he exis ing anomalies a he
le el o he in o ma ion sys em o he equipmen ela ed o IoT.
Figu e 1. Publica ions pe yea .
Sou ce: Own elabo a ion based on Scopus
Based on he abo e, i is e iden ha his is a g owing
subjec ha con ibu es o de eloping he wo ld's in o ma ion
sys ems. In his ega d, i can be iden i ied ha he coun ies
whe e he la ges numbe o publica ions is concen a ed a e:
In i s place is China, wi h 77 publica ions, ep esen ing 43%
o he o al. Thei app oaches a e a ied, bu opics such as
sma ci ies and cloud compu ing a e ep esen a i e. Lei and
Zhang (2021) p opose he cons uc ion o a sma ci y, i s
cha ac e is ics, applicabili y, and i s in eg a ion wi h IoT. In he
educa ional ield, he e a e also con ibu ions, such as he s udy
by Hong (2021), whe e he p oposes an in o ma ion and
educa ional sys em ha inc eases s uden pe o mance and
accessibili y o educa ional esou ces a he compu e le el.
In second place is India, wi h 18 publica ions, ep esen ing
14% o he o al. This coun y's main opics a e machine
lea ning and business managemen . Gau a e al. (2022)
con ibu ed o mi iga ing he e ec s o compu e i uses ha
a ec he unc ionali y o en e p ise sys ems.
Figu e 2 shows he en au ho s wi h he mos publica ions
in in o ma ion sys ems and he In e ne o Things, whose la es
s udies ha e add essed issues ela ed o in o ma ion logis ics
managemen (Wei, 2014) and IoT-based in o ma ion sys ems
(Zhang, 2012). Conce ning hese au ho s om China, i should
be no ed ha Wei Y, despi e ha ing i e publica ions, is no a
cu en au ho since his esea ch was be ween 2011 and 2014.
On he con a y, he au ho Zhang Lin has been p esen on he
subjec om 2011 o 2020. A e wa d, Luo J ( he au ho who
s ands ou in his indica o since he i s publica ion on he
subjec was made by him, and a e yea s o absen eeism, he
made a new con ibu ion in 2022), Sun Qing eng and Kong
Fansen each wi h h ee publica ions, om China, hei
hema ic in e es is in emo e moni o ing in o ma ion sys ems
(Luo e al., 2009) and in o ma ion sys ems o eme gencies (Sun
e al., 2012).
Then we ha e Din, Za ina; Jamba i, Dian Ind ayani;
Yahaya, Jamaiah Haji, and Yuso , Ma ya i Mohd om
Malaysia wi h h ee publica ions each, who s udy secu i y
managemen wi h he in e ne o hings (Din e al., 2021) and
inally S obel (2020) wi h h ee publica ions, is in e es ed in
scien i ic p oduc ion ela ed o he in eg a ion o IoT in heal h
sys ems, o inc ease e iciency and p o i abili y while alle ia ing
he inc easingly hea y bu den o heal h sys ems wo ldwide.
Figu e 2. Au ho s' p oduc ion o e ime.
Sou ce: Own elabo a ion based on Bibliome ix
Figu e 3 shows he indica o o he mos ci ed au ho s abou
in o ma ion sys ems and IoT. The au ho Cheng Xie has 457
associa ed ci a ions in he i s place. The a icle wi h he highes
impac , en i led Ubiqui ous da a access me hod in IoT-based
in o ma ion sys em o eme gency medical se ices, p oposes
c ea ing a da a model o u he s o age and in e p e a ion
(Cheng e al., 2014). Au ho s Hu Jingyuan, Bu Fenglin, Xu Li Da,
Cai Hongming, and Xu Boyi ha e 421 ci a ions. On he o he
hand, Hu Jingyuan e al. (2014) p opose esea ch on he
in eg a ion o in o ma ion sys ems and medical eco ds, whe e
he au ho wan s o make a con ibu ion o imp o e access o
in o ma ion by ea ing physicians o gi e mo e app op ia e
diagnoses in less amoun o ime. On he o he hand, Bu Fenglin
e al. (2017) in es iga e issues ela ed o p ocessing mining o
mobile in o ma ion sys ems, whe e hey highligh he
impo ance o p ope ly managing he connec ion be ween la ge-
scale da a and business p ocesses wi h IoT. Xu and Li (2021)
ocus hei esea ch on highligh ing he ele ance o he opic,
challenges, and ends.
Figu e 3. Top 10 Mos ci ed au ho s.
Sou ce: Own elabo a ion based on Scopus
The indica o o a numbe o publica ions pe jou nal shows
he jou nals wi h he highes p oduc i i y and published a icles
ela ed o IoT, as shown in Figu e 4. The le column shows he
coun ies whe e he publica ions a e om, he jou nals in he
middle column, and he ela ed keywo ds in he le column.
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Figu e 4. Highes p oduc i i y jou nals.
Sou ce: Own elabo a ion based on Bibliome ix]
In i s place is En e p ise In o ma ion Sys ems wi h en
publica ions in o al. This is a UK jou nal whose main opic o
in e es is decision science, which can be e idenced in s udies
such as he use o in eg a ed in o ma ion sys ems in supply
chain managemen , in which hey wan ed o es in an
empi ical way he e ec s o he applica ion and use o
in eg a ed in o ma ion sys ems in companies (Gallego
González e al., 2012) also cloud compu ing (Cloud
Compu ing) and sma ci y (Sma Ci y).
As shown in he Figu e 4, his jou nal publishes a icles
om di e en coun ies, mos ly om India and China,
ollowed by Ad anced Ma e ial Resea ch, a Ge man jou nal
wi h se en publica ions, all om China, which in es iga es
opics ela ed o enginee ing and echnology, a s udy ela ed o
he subjec is he Analysis o he de elopmen mode o he
applica ion o he In e ne o hings, in his esea ch seeks o
analyze and expose how IoT is applied om an ope a ional
poin o iew (Wen e al., 2013). Addi ionally, o he signi ican
opics a e logis ics and uni ied in o ma ion sys ems. The
emaining eigh jou nals ha e be ween 5 o 2 publica ions, and
hei main opics o in e es a e Enginee ing, compu e
applica ions, and compu e ne wo ks, among o he s.
In he case o his indica o , Pa e o's law is no ul illed since
72% o he jou nals published 80% o he a icles. Addi ionally,
he pe cen age was sepa a ed by qua iles. I was ound ha
9% o he jou nals publish 25% o he scien i ic a icles, 30% o
he jou nals publish 50% o he scien i ic a icles, 66% o he
jou nals publish 75% o he scien i ic a icles, and 72% o he
jou nals publish 80% o he a icles. This means ha knowledge
on he subjec is dis ibu ed in a small numbe o jou nals, so
he e may be la ge knowledge gaps.
Figu e 5 shows he jou nals wi h he highes impac
de e mined by he numbe o ci a ions. Among he op 10, he
IEEE T ansac ions On indus ial is iden i ied as he jou nal
wi h he highes impac , wi h 421 ci a ions. I s ocus is on
compu a ional in elligence, elec onics, and indus ial
applica ions, among o he s. An example is an a icle en i led
Pha maceu ical Cold Chain Managemen (Mihai e al., 2018),
whe e a model is p oposed o ensu e access o da a om he
en i e d ug chain, om he ime i lea es he labo a o y un il i
eaches dis ibu ion cen e s such as d ugs o es. Second place is
he Con e ence on In elligen Compu ing Technology and
Au oma ion, wi h 96 ela ed ci a ions. The opics discussed a
ha con e ence we e a i icial in elligence and compu a ional
science. The esea ch abo e by Yan (2011) was pa o he
con e ence, and he ela ion and ele ance wi h he exposed opic
a e obse ed.
Finally, he jou nal In o ma ion sys ems F on ie s is in hi d
place wi h 90 ela ed ci a ions. This jou nal is om he
Ne he lands, and i s mos ep esen a i e esea ch opics a e
ela ed o in o ma ion sys ems, so wa e, and compu e and
communica ion ne wo ks (Sequei os e al., 2011; Li e al., 2022; Li
e al., 2014).
Figu e 5. Mos ci ed jou nals.
Sou ce: Own elabo a ion based on Scopus
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Figu e 6. Lis o au ho s wi h coun ies and a ilia ion. Sou ce: Own elabo a ion based on Bibliome ix
Figu e 7. Keywo ds.
Sou ce: Own elabo a ion based on VosViewe
Figu e 6 shows he mos p oduc i e au ho s wi h hei
espec i e coun ies and he ins i u ions hey belong o. The le
column shows he coun ies, in he cen e he mos p oduc i e
au ho s, and in he igh column he ins i u ions o which hese
au ho s belong. As ep esen a i e da a, i is e iden ha he
h ee mos p oduc i e au ho s a e om China, ollowed by
Malaysia, wi h ou au ho s in he op 10. Wi h espec o
a ilia ion, i is e iden ha Jilin Uni e si y has he mos au ho s
esea ching in o ma ion sys ems and IoT.

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Figu e 7 shows he keywo d ne wo k be ween IoT and
in o ma ion sys ems, esul ing in 3 clus e s. The wo ds
in o ma ion use, decision making, medical in o ma ion
sys ems, heal h in o ma ion sys em, heal h ca e, hospi als, R id
( adio equency iden i ica ion), and managemen sys em
in o ma ion a e ela ed o he ed clus e . The e i can be
obse ed ha hey ha e an a ini y wi h he a icula ion o he
heal h sec o and in o ma ion sys ems. An example o his is
he esea ch conduc ed by au ho s Guoqiang e al. (2016),
whe e hey p opose an in elligen medical in o ma ion sys em
wi h he aim o dec easing wai ing imes and inc easing he
e iciency o hospi al managemen .
Fo he g een clus e , wo ds such as sma ci y, cloud
compu ing, dis ibu ed compu e sys ems, in o ma ion
se ices, and in o ma ion managemen a e ela ed, deno ing
he in e es in s udying hese opics, as e idenced by Raki e al.
(2022), whose app oach gi en by de ining he ela ionship
be ween IoT, cloud compu ing and M2M. Addi ionally,
Xiaoguang (2022) p oposes op imizing he en e p ise inancial
in o ma ion sys em by in eg a ing IoT, in o ma ion sys ems,
and sma ci ies.
The blue clus e , composed o he applica ion
p og amming in e ace, elecommunica ion ne wo k, eal-
ime, compu e sys ems p og amming, and adio equency
iden i ica ion, is mos ly ocused on p og amming applica ions,
such as an in o ma ion sys em as a Py hon se ice (Anca e al.,
2016), eal- ime applied o pa king guidance wi h he in e ne
o hings (Liao & Wang, 2014) and inally objec -o ien ed adio
equency (Tamo su, 2017).
CONCLUSIONS
Acco ding o he esul s ound, esea ch app oaches in
ecen yea s add ess how o p opose solu ions ha mi iga e he
ulne abili y o he da a ha a e daily ansac ed be ween
de ices, how o educe his isk and how o mo e easily de ec
exis ing anomalies a he equipmen 's in o ma ion sys em
le el.
Gi en hei na u e o handling la ge olumes o
in o ma ion, in o ma ion sys ems ha e qui e signi ican isks,
so an e alua ion o secu i y managemen o adop ing IoT
echnology mus be cons an ly ca ied ou . These opics ma k
he cu en esea ch ends in he ield o in o ma ion sys ems
and IoT.
In bibliome ic esul s, quan i y is no synonymous wi h
quali y since he au ho s who publish he mos do no coincide
wi h hose who ha e he g ea es impac in e ms o ci a ions.
The e o e i is sugges ed o expand he numbe o esea ches
on he subjec so ha knowledge is no in a small numbe o
au ho s.
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