Artificial Intelligence in Complex Manufacturing Systems: A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance

Cesar Felipe Henao Villa; David Alberto Garcia Arango; Luis Fernando Garcés Giraldo; Rosana Alejandra Meleán Romero; Alejandro Valencia-Arias; José Alexander Velásquez Ochoa

doi:10.3390/info17050456

Artificial Intelligence in Complex Manufacturing Systems: A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance

Cesar Felipe Henao Villa
, David Alberto Garcia Arango
, Luis Fernando Garcés Giraldo
, Rosana Alejandra Meleán Romero
, Alejandro Valencia-Arias
, José Alexander Velásquez Ochoa

Research output: Contribution to journal › Review article › peer-review

Original language	English
Article number	456
Journal	Information (Switzerland)
Volume	17
Issue number	5
DOIs	https://doi.org/10.3390/info17050456
State	Published - 1 May 2026
Externally published	Yes

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10.3390/info17050456

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Henao Villa, C. F., Garcia Arango, D. A., Garcés Giraldo, L. F., Meleán Romero, R. A., Valencia-Arias, A., & Velásquez Ochoa, J. A. (2026). Artificial Intelligence in Complex Manufacturing Systems: A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance. Information (Switzerland), 17(5), Article 456. https://doi.org/10.3390/info17050456

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title = "Artificial Intelligence in Complex Manufacturing Systems: A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance",

keywords = "Artificial Intelligence, complex engineering systems, deployment readiness, Edge-AI, predictive maintenance, sensor fusion, smart manufacturing, validation rigor",

author = "\{Henao Villa\}, \{Cesar Felipe\} and \{Garcia Arango\}, \{David Alberto\} and \{Garc{\'e}s Giraldo\}, \{Luis Fernando\} and \{Mele{\'a}n Romero\}, \{Rosana Alejandra\} and Alejandro Valencia-Arias and \{Vel{\'a}squez Ochoa\}, \{Jos{\'e} Alexander\}",

note = "Publisher Copyright: {\textcopyright} 2026 by the authors.",

year = "2026",

month = may,

day = "1",

doi = "10.3390/info17050456",

language = "English",

volume = "17",

journal = "Information (Switzerland)",

issn = "2078-2489",

publisher = "Multidisciplinary Digital Publishing Institute (MDPI)",

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Artificial Intelligence in Complex Manufacturing Systems: A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance. / Henao Villa, Cesar Felipe; Garcia Arango, David Alberto; Garcés Giraldo, Luis Fernando et al.
In: Information (Switzerland), Vol. 17, No. 5, 456, 01.05.2026.

Research output: Contribution to journal › Review article › peer-review

TY - JOUR

T1 - Artificial Intelligence in Complex Manufacturing Systems

T2 - A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance

AU - Henao Villa, Cesar Felipe

AU - Garcia Arango, David Alberto

AU - Garcés Giraldo, Luis Fernando

AU - Meleán Romero, Rosana Alejandra

AU - Valencia-Arias, Alejandro

AU - Velásquez Ochoa, José Alexander

PY - 2026/5/1

Y1 - 2026/5/1

KW - Artificial Intelligence

KW - complex engineering systems

KW - deployment readiness

KW - Edge-AI

KW - predictive maintenance

KW - sensor fusion

KW - smart manufacturing

KW - validation rigor

UR - https://www.scopus.com/pages/publications/105040365226

U2 - 10.3390/info17050456

DO - 10.3390/info17050456

M3 - Review article

AN - SCOPUS:105040365226

SN - 2078-2489

VL - 17

JO - Information (Switzerland)

JF - Information (Switzerland)

IS - 5

M1 - 456

ER -

Artificial Intelligence in Complex Manufacturing Systems: A Systematic Review of Validation Rigor and Deployment Readiness in Predictive Maintenance

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