Internet of Things - IoT research trends from a bibliometric analysis

Copy igh © 2023 by Au ho /s and Licensed by IADITI. This is an open access a icle dis ibu ed unde he C ea i e Commons A ibu ion License which pe mi s un es ic ed use, dis ibu ion, and ep oduc ion in any medium, p o ided he o iginal wo k is p ope ly ci ed. 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 Ga cés-Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8(1), 18894 2 / 8 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 3 / 8 Ga cés - Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8 (1), 1 8894 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. Ga cés-Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8(1), 18894 4 / 8 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 5 / 8 Ga cés - Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8 (1), 1 8894 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. Ga cés-Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8(1), 18894 6 / 8 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. REFERENCES A ias-Ci o, J. (2020). Es udio bibliomé ico de la e iciencia del gas o público en educación. Re is a CEA, 6(11), 127– 144. h ps://doi.o g/10.22430/24223182.1588 Bu, F., Huang, C., Cai, H., Li, Y., Du, J., Jiang, L. (2017). A P ocess Mining Based Se ice Composi ion App oach o Mobile In o ma ion Sys ems. Mobile In o ma ion Sys ems, 17. doi: 10.1155/2017/3254908 Camps, D. (2008). Limi aciones de los indicado es bibliomé icos en la e aluación de la ac i idad cien í ica biomédica. Colombia Médica, 56(1). h p://www.scielo.o g.co/scielo.php?sc ip =sci_a ex &p id=S1657-95342008000100009 Din, Z., Jamba i, D. I., Yuso , M. M., Yahaya, J. (2021). In o ma ion Sys ems Secu i y Managemen o IoT Adop ion in Sma Ci ies: A Re iew. 9 h In e na ional Con e ence on Sma Ci ies and G een ICT Sys ems, 1475, 66-92. h ps://link.sp inge .com/chap e /10.1007/978-3-030- 89170-1_4 Du ieux, V., Ge enois, P. A. (2010). Bibliome ic Indica o s: Quali y Measu emen s o Scien i ic Publica ion. Fo es ie o, A., Papuzzo, G. Algo i mo basado en agen es pa a un sis ema de in o mación dis ibuida en In e ne de las cosas. IEEE In e ne o Things Jou nal , 8,(22), págs. 16548- 16558. doi: 10.1109/JIOT.2021.3074830 Gallego González, N., Molina Cas illo, F. J., Acos a So o, P., Va ajao, J., T igo, A. (2012). Using in eg a ed in o ma ion sys ems in supply chain managemen . En e p ise In o ma ion Sys ems, 9(2). h ps://doi.o g/10.1080/17517575.2013.879209 Gau a , A., Gup a, B. B., Panig ahi, P. K. (2022). A comp ehensi e su ey on machine lea ning app oaches o malwa e de ec ion in IoT-based en e p ise in o ma ion sys em. En e p ise in o ma ion sys ems. DOI: 10.1080/17517575.2021.2023764 Geo gios, L., Ke s in, S., Theo ylak os, A. (2019). In e ne o Things in he Con ex o Indus y 4.0: An O e iew. In e na ional Jou nal o En ep eneu ial Knowledge, 7(1), 4-19. DOI: 10.2478/ijek-2019-0001 Guoqiang, S., Fan, Y., Xing Yun, L., Yan, W., Hongpu, H. (2016). Resea ch on mobile in elligen medical in o ma ion sys em based on he In e ne o hings echnology. 8 h In e na ional Con e ence on In o ma ion Technology in Medicine and Educa ion, ITME 2016, 260-266. doi: 10.1109/ITME.2016.0066. He nádez T asoba es, A. (2003). Los sis emas de in o mación: e olución y desa ollo. Re is a de elaciones labo ales, (10), 149-165. h ps://dialne .uni ioja.es/se le /a iculo?codigo=793097 Hong, H. (2021). Resea ch on Campus Educa ion In o ma ion Sys em Based on In e ne o Things and A i icial In elligence Decision. Wi eless Communica ions and Mobile Compu ing, 2021. Doi: 10.1155/2021/8626890 Hu, J., Jiang, L., Li, L., Cai, H., Liu, H., Xie, C. (2014). A linked da a-based app oach o clinical ea men selec ing suppo . Jou nal o Managemen Analy ics, 1(4), 301-316. 7 / 8 Ga cés - Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8 (1), 1 8894 doi: 10.1080/23270012.2014.988762 Lei, Y., Zhang, Lu. (2021). Cons uc ion o Sma Ci y In o ma ion Sys em Based on Cloud Compu ing and In e ne o Things Technology. 2021 IEEE 4 h In e na ional Con e ence on In o ma ion Sys ems and Compu e Aided Educa ion, ICISCAE 2021, 567-570. Doi: 10.1109/ICISCAE52414.2021.9590807 Li, N., Sun, M., Bi, Z. (2014). A new me hodology o suppo g oup decision-making o IoT-based eme gency esponse sys ems. In Sys F on , 16, 953-977. h ps://doi.o g/10.1007/s10796-013-9407-z Li, S., Iqbal, M., Saxena, N. (2022). Fu u e Indus y In e ne o Things wi h Ze o- us Secu i y. In Sys F on . h ps://doi.o g/10.1007/s10796-021-10199-5 Liao, R., Wang, L. (2014). Ci y pa king guidance in o ma ion sys em based on in e ne o hings. ICLEM 2014: Sys em Planning, Supply Chain Managemen , and Sa e y - P oceedings o he 2014 In e na ional Con e ence o Logis ics Enginee ing and Managemen , 1122-1128. doi: 10.1061/9780784413753.170. Luo, J., Kai, T., Yulu, C., Junwen L. (2009). Remo e moni o ing in o ma ion sys em and i s applica ions based on he in e ne o hings. In e na ional Con e ence on Fu u e BioMedical In o ma ion Enginee ing, 482-485. h ps://ieeexplo e.ieee.o g/abs ac /documen /5405813/ ci a ions#ci a ions Mihai, H., O idiu, R., Radu, M., Adina, A. (2018). Pha maceu ical cold chain managemen : Pla o m based on a dis ibu ed ledge . 2018 IEEE In e na ional Con e ence on Au oma ion, Quali y and Tes ing, Robo ics (AQTR), 1-6. doi: 1109/AQTR.2018.8402709. Pe ei a, D. A., Muñoz, R. R. (2021). In o ma ion sys em o in eg a ed medical eco ds wi h access ia IOT echnology. In e na ional jou nal o eme ging echnology and ad anced enginee ing, 11(4),6-17. doi: 10.46338/ije ae0421_02 Raki, Y., Ma zak, A., Mamouni, A. (2022). IoT and clud compu ing echnologies o suppo in o ma ion sys em: A sys ema ic e iew. Jou nal o Theo e ical and Applied In o ma ion Technology, 100(2). h p://www.ja i .o g/ olumes/Vol100No2/1Vol100No2. pd Sa ukynas, R. (2020). In e ne o Things In o ma ion Sys em - Secu i y o Sma De ices Iden i ica ion and Au hen ica ion. 2020 9 h Medi e anean Con e ence on Embedded Compu ing, MECO 2020. doi: 10.1109/MECO49872.2020.9134343 Sequei os, H., Oli ei a, T. Thomas, M.A. (2011). The Impac o IoT Sma Home Se ices on Psychological Well-Being. In Sys F on . h ps://doi.o g/10.1007/s10796-021-10118- 8 S obel, G. Pe l, J. (2020). Heal h in he e a o he in e ne o hings - A sma heal h in o ma ion sys em a chi ec u e P oceedings o he 24 h Paci ic Asia Con e ence on In o ma ion Sys ems: In o ma ion Sys ems (IS) o he Fu u e, PACIS 2020. h ps://aisel.aisne .o g/pacis2020/196/ Sun, Q., Kong, F., Zhang, L., Dang, X. (2012). Cons uc ion o eme gency e acua ion in o ma ion sys em based on he in e ne o hings. In o ma ion (Japan), 15(12), 5363-5370. h ps://ieeexplo e.ieee.o g/abs ac /documen /5405813/ci a ions#ci a ions Tamo su, K. (2017). Objec -o ien ed RFID wi h IoT: A design concep o in o ma ion sys ems in manu ac u ing. Elec onics, 6(1). doi: 10.3390/elec onics6010014. Teng, C., Re eles, K. R., Obodozie-O oegbu, O. O., F ei, C. R. (2019). Clos idium di icile in ec ion isk wi h impo an an ibio ic classes: an analysis o he FDA ad e se e en epo ing sys em. In e na ional jou nal o medical sciences, 16(5), 630. h ps://dx.doi.o g/10.7150%2Fijms.30739. Thou am, V. (2021). Physical Design, O iginsAnd Applica ionsO Io . Jou nal o mul idisciplina y Cases, 1(1), 26-33. h p://jou nal.hmjou nals.com/index.php/JMC Velandia Pacheco, G. J., Escoba Cas illo, A. E. (2018). In es igación en audi o ía o en e: Re isión de publicaciones SCOPUS 1976-2018. Re is a C iminalidad, 61(3), 279-298. h p://www.scielo.o g.co/scielo.php?sc ip =sci_a ex &p id=S1794-31082019000300279 Wei, Y. (2014). Coali ion in o ma ion pe cep ion mode o logis ic In e ne o hings uni ied in o ma ion sys em. WIT T ansac ions on In o ma ion and Communica ion Technologies, 46, 1731-1738. h ps://scopus.biblio ecai m.elogim.com/ eco d/display.u i?eid=2-s2.0- 84887913088&o igin= esul slis &zone=con ex Box& ea u eToggles=FEATURE_NEW_DOC_DETAILS_EXPORT:1 Wen, J. X, Fei, Z. Z., Han, X. H. (2013) De elopmen Mode Analysis o In e ne o Things Applica ion. Ad anced Ma e ials Resea ch, 718, 2383-2389. h ps://doi.o g/10.4028/www.scien i ic.ne /AMR.718- 720.2383 Xiaoguang, L. (2022). Op imiza ion o Accoun ing In o ma ion Sys em o En e p ises in Sma Ci y by In elligen Senso unde he In e ne o Things. Wi eless Communica ions and Mobile Compu ing, 2022(6205940). doi: 10.1155/2022/6205940. Xu, Boyi., Xu, L. D., Cai, H., Xie, C., Xie, C. (2014). Ubiqui ous da a accessing me hod in io -based in o ma ion sys em o eme gency medical se ices. IEEE T ansac ions on Indus ial In o ma ics, 10(2), 1578-1586. doi: 10.1109/TII.2014.2306382. Xu, L. D. (2021). A Re iew o In e ne o Things - Resou ce Alloca ion. IEEE In e ne o Things Jou nal, 8(11), 8657- 8666. doi: 10.1109/JIOT.2020.3035542 Yan-e, D. (2011). Design o In elligen Ag icul u e Managemen Ga cés-Gi aldo L. e al. / J INFORM SYSTEMS ENG, 8(1), 18894 8 / 8 In o ma ion Sys em Based on IoT. Fou h In e na ional Con e ence on In elligen Compu a ion Technology and Au oma ion, 1045-1049, doi: 10.1109/ICICTA.2011.262. Youness, R.,Abdelaziz, M., Abdelaziz, M. (2022). IoT and cloud compu ing echnologies o suppo in o ma ion sys em: A sys emac ic e iew. Jou nal o heo e ical and Applied in o ma ion Technology, . 100, n, 2, 298-307. h p://www.ja i .o g/ olumes/Vol100No2/1Vol100No2. pd Zhang, T., Hao, Shengyue. (2021). De elopmen o a dynamic in o ma ion sys em o sa e y managemen o cons uc ion wo ke s based on IoT and BIM ools. IOP Con e ence Se ies: Ea h and En i onmen al Science, 791(1). doi: 10.1088/1755-1315/791/1/012073 Zhang, Z., Hu, Y. C., Zhang, C. C. (2014). Designing pa king guidance in o ma ion sys em based on in e ne o hings. Applied Mechanics and Ma e ials, 668-669, 1263-1268. 10.4028/www.scien i ic.ne /AMM.668- 669.1263