Projects per year
Personal profile
Research Interests
The collected publications reveal a cohesive program focused on applying Industry 4.0, IoT, and AI to improve manufacturing, energy, education, and healthcare. The core theme centers on integrating smart technologies (edge/fog computing, RAMI 4.0 alignment, MES, and predictive maintenance) with robust data-driven approaches to enhance reliability, efficiency, and safety in industrial and educational settings. Methodologies span from practical system integrations (MES deployments on modular production systems, fog/edge architectures, and RAMI 4.0 mappings) to advanced analytics and AI-driven monitoring (fault diagnosis in induction motors via Park transform, neural networks for fault detection, infrared thermography, and computer vision for part recognition). Several studies emphasize real-time or near-real-time decision support, latency reduction, and scalable architectures, often validated through experimental benches, lab deployments, or pilot implementations. Overall impact highlights improved load balancing, reduced latency, enhanced predictive maintenance, safer autonomous robotics, immersive learning tools, and non-invasive health monitoring, demonstrating a trajectory from theory to deployable IIoT solutions and intelligent systems in varied sectors.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
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Development of an Adaptive Control System for Industrial Processes Based on Reinforcement Learning Neural Networks and the IEC 61499 Standard
Caiza Guanochanga, G. J. (Col) & Oñate Amaguaña, W. P. (PI)
18/10/24 → …
Project: Research and Development
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Design of Environments Based on Immersive Reality and Digital Twin for Applications in Industry 4.0
Caiza Guanochanga, G. J. (PI), Rojas Urbano, J. A. (Col) & Oñate Amaguaña, W. P. (Col)
10/06/24 → …
Project: Research and Development
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Development of a Bidirectional Architecture Based on Digital Twin for the Control of Industrial Processes Using Virtual and Augmented Reality Environments – Phase II
Caiza Guanochanga, G. J. (PI), Rojas Urbano, J. A. (Col) & Oñate Amaguaña, W. P. (Col)
29/06/22 → 21/05/24
Project: Research and Development
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Design and Implementation of Prototypes and Virtual Environments Aimed at Disabled People Based on Social Inclusion Models
Perez Pineda, R. E. (Col), Caiza Guanochanga, G. J. (PI), Saeteros Ortiz, C. M. (Col), Oñate Amaguaña, W. P. (Col), Molina Andrade, J. C. (Col), Saavedra De La Cueva, M. E. (Student), Baldeon Estrella, K. E. (Student), Pailiacho Fierro, M. A. (Student), Molina Chavez, C. E. (Col), García Sánchez, M. V. (CoI), Ortiz Villalba, P. G. (CoI) & Zavala Calahorrano, A. M. (CoI)
11/06/20 → 30/12/20
Project: Research and Development
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Design of Methodologies for Fog Computing and Intelligent Controllers Based on IEC 61499
Perez Pineda, R. E. (Col), Caiza Guanochanga, G. J. (PI), Saeteros Ortiz, C. M. (Col), Paucar Paucar, W. F. (Student), Sigcha Tipan, D. S. (Col), Oñate Amaguaña, W. P. (Col), Arguero Tello, J. D. (Student), Ortiz Sosa, M. G. (Student), Molina Andrade, J. C. (Student), Chiliquinga Tierra, G. F. (Student), Calupiña Gálvez, L. R. (Student), Rivera Muñoz, M. D. (Student), Gallardo Cabezas, D. Y. (Student) & García Sánchez, M. V. (CoI)
24/03/19 → 23/04/21
Project: Research and Development
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AI Technology Resources for Online Education
Farias, A., Granda, F., Calero, A. & Oñate, W., 2026, Lecture Notes in Networks and Systems. Springer Science and Business Media Deutschland GmbH, p. 161-173 13 p. (Lecture Notes in Networks and Systems; vol. 1512).Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
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Comparative Analysis of Voltage Output and Physico-Chemical Effects of Four Membranes in Microbial Fuel Cells Using Domestic Wastewater
González, A., Bustamante, A., Oñate, W. & Criollo, E., 2026, Lecture Notes in Networks and Systems. Springer Science and Business Media Deutschland GmbH, p. 225-241 17 p. (Lecture Notes in Networks and Systems; vol. 1512).Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
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Comparison of Machine Learning Algorithms for Engine Failure Prediction with Local and Cloud Monitoring
Troya, M., Oñate, W., Molina, J. C. & Criollo, E., 2026, Lecture Notes in Networks and Systems. Springer Science and Business Media Deutschland GmbH, p. 267-281 15 p. (Lecture Notes in Networks and Systems; vol. 1512).Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
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Conversational AI for Metahumans Projected from Holographic Fans
Borja, P., Torres, A., Criollo, E. & Oñate, W., 2026, Lecture Notes in Networks and Systems. Springer Science and Business Media Deutschland GmbH, p. 175-187 13 p. (Lecture Notes in Networks and Systems; vol. 1512).Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
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Evaluation of Control Strategies in Biofuel Production: A Comparative Study of PI, PID Versus Self-Tuning Controller
Calero, L., Castillo, C., Jara, M. J. & Oñate, W., 2026, Lecture Notes in Networks and Systems. Springer Science and Business Media Deutschland GmbH, p. 189-200 12 p. (Lecture Notes in Networks and Systems; vol. 1512).Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
Press/Media
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Polytechnic University Researchers Provide Details of New Studies and Findings in the Area of Applied Sciences (Immersive Haptic Technology to Support English Language Learning Based on Metacognitive Strategies)
12/02/25
1 item of Media coverage
Press/Media: Press / Media