Algoritmi | User | Joaquim Agostinho Barbosa Tinoco
Joaquim Agostinho Barbosa Tinoco
Joaquim Agostinho Barbosa Tinoco
At LASI
Other with PhD
Member of the CALG R&D Unit
Academic Degree
PhD
Current Position
Other at Escola de Engenharia da Universidade do Minho
Personal Webpage
Personal Email
jtinoco@civil.uminho.ptOrcid
0000-0001-6824-5221Researcher ID
C-2925-2013FCT Public Key
J519613624U9
Ciência ID
1,26E+15Google Scholar
About Me 
Joaquim Tinoco (PhD) is Assistance Researcher at the Institute for Sustainability and Innovation in Structural Engineering (ISISE) with interests in the fields of: Geotechnical Engineering: Transportation Geotechnics, Soft Soils, Soil Improvement, Slopes Stability, Maritime Slopes, Scour Prediction and Behaviour, Sustainability, Circular Economy; Machine Learning; Artificial Intelligence (AI); Decision Support Systems; Neural Networks; Evolutionary Algorithms, Digital Image Processing, and Engineering Applications of the above. In 2013 he integrated the research team of SustIMS project, having work in the development of degradation models for rock and soil cutting slopes as well as retaining walls, following a Markov chain approach. Later, in 2014, he embraced a new project aiming the development of a decision support system for engineered slopes maintenance and repair, by combining soft computing algorithms and optimizations techniques, which involved the cooperation with Durham University as well as with Network Rail Company. In 2016 he integrated the organizing committee of the 3rd International Conference on Transportation Geotechnics (3rd ICTG 2016). Besides that, in the framework of the 3rd ICTG 2016, he led the creation of the Young Transportations Geotechnics Engineers (YTGE) network and was the Chairman of the 1st meeting of the Young Transportations Geotechnics Engineers. In 2019, he was member of the organizing committee of the 3rd International Conference on Information Technologies in Geo-Engineering (3rd ICITG 2019). Since 2020, he integrates the organizing committee of the 3rd International Conference of the International Society for Intelligent Construction (ISIC 2022), that will be hold in Guimarães in 2022. Also, in 2020 he was the responsible teacher of ”Slope Stability, Excavation and Retaining Structures“ course unit on STREMUM master’s degree course. At the same year he integrated the core researchers’ team of the newly created Infrastructure subgroup of ISISE research centre, where has been developed experience in the field of transportation geotechnics, with particular emphasis on railways. He is author of more than 60 indexed (e.g., ISI, Scopus) publications in international peer reviewed journals (e.g., Journal of Computing in Civil Engineering, Engineering Geology, Computers and Geotechnics, International Journal of Rock Mechanics and Mining Sciences) and international conferences (e.g., ECSMGE, TRA, EPIA), with a total of 916 Google Scholar citations (h-index of 15) and 590 Scopus citations (h-index of 14). He has also supervised 6 PhD thesis (5 of them ongoing) and 3 MSc Dissertation (one of them in the area of Transportation Geotechnics) and have been jury of academic degrees including Master and Doctoral. He is also member of national and international associations (e.g., Portuguese Commission for Transportation Geotechnics (CPGT), Portuguese Commission for Soil Improvement (CPMT), Portuguese Railways Platform (PFP) and IABSE TG5.2 Group - International Association for Bridge and Structures Engineering, IABSE TG5.9 Group – Remote Inspections of Bridges), as well as member of journal scientific committees (Applied Sciences and Infrastructures). He has also edited two special issues in recognised international journals related to transportation geotechnics. Since 2023, He integrates the strategic council of the RalCoLAB (Collaborative Laboratory for the Modernization of the Railway System). Als since 2023, He is member (Secretary) of the TMOB-HUB (Transportation and Mobility Research Hub), a platform developed as a School of Engineering level, that associates the skills of researchers, R&D units, and interface institutes from the School of Engineering of the University of Minho.
Publications (65)
Adaptation of traditional risk-based methodology for slopes to probabilistic-based approach integrating surrogate models
Computers and Geotechnics
2023 | journal-article
An Evolutionary Neural Network Approach for Slopes Stability Assessment
Applied Sciences
2023 | journal-article
A Decision Tree for Rockburst Conditions Prediction
Applied Sciences
2023 | journal-article
Scour Detection with Monitoring Methods and Machine Learning Algorithms—A Critical Review
Applied Sciences
2023 | journal-article
Prediction of Elastic Modulus for Fibre-Reinforced Soil-Cement Mixtures: A Machine Learning Approach
Applied Sciences
2022 | journal-article
Viability Study of the Application of Bi-Block Concrete Sleepers as a Solution for Technical Landfills
Applied Sciences
2022 | journal-article
Effect of climate change on railway maintenance: a systematic review
31st European Safety and Reliability Conference (ESREL 2021)
2021 | conference-paper
Predictive and prescriptive analytics in transportation geotechnics: Three case studies
Transportation Engineering
2021 | journal-article
Time history analysis of an existing structure in accordance with turkish and european standards
IABSE Congress Ghent 2021 - Structural Engineering for Future Societal Needs
2021 | conference-paper
Uso de algoritmos genéticos e redes neurais artificiais na identificação do nível de estabilidade de taludes rochosos
17ºCongresso Nacional de Geotecnia - A Geo, as ciências e a tecnologia (17CNG 2020)
2021 | conference-paper
Soil-Cement Mixtures Reinforced with Fibers: A Data-Driven Approach for Mechanical Properties Prediction
Applied Sciences
2021 | journal-article
Maintenance Planning Framework for Rock Slope Management
4th International Conference on Transportation Geotechnics (ICTG): Advances in Transportation Geotechnics IV
2021 | conference-paper
Rockburst risk assessment based on soft computing algorithms
International Probabilistic Workshop (IPW2020)
2021 | conference-paper
A novel approach based on soft computing techniques for unconfined compression strength prediction of soil cement mixtures
Neural Computing and Applications
2020 | journal-article
Piezometric level prediction based on data mining techniques
Neural Computing and Applications
2020 | journal-article
Combining Artificial Neural Networks and Genetic Algorithms for Rock Cuttings Slopes Stability Condition Identification
2020 | book-chapter
Data mining approach for unconfined compression strength prediction of laboratory soil cement mixtures
Geotecnia
2019 | journal-article
Artificial neural networks for soil embankments stability condition identification
2019 | conference-paper
Data-driven approach to predict unconfined compression strength of laboratory soil stabilized with cementitious binders
2019 | conference-paper
Deep Underground Engineering and The Use of Artificial Intelligence Techniques
International Journal of Earth & Environmental Sciences
2018 | journal-article
Data-Driven Model for Stability Condition Prediction of Soil Embankments Based on Visual Data Features
Journal of Computing in Civil Engineering
2018 | journal-article
An application of Markov chains to predict the evolution of performance indicators based on pavement historical data
International Journal of Pavement Engineering
2018 | journal-article
Artificial neural networks for rock and soil cutting slopes stability condition prediction
2018 | conference-paper
Geomechanical characterization of volcanic rocks using empirical systems and data mining techniques
Journal of Rock Mechanics and Geotechnical Engineering
2018 | journal-article
Jet grouting column diameter prediction based on a data-driven approach
European Journal of Environmental and Civil Engineering
2018 | journal-article
Machine learning algorithms for rock cutting slopes stability condition identification
2018 | conference-paper
Rock and soil cutting slopes stability condition identification based on soft computing algorithms
2018 | conference-paper
Stability Condition Identification of Rock and Soil Cutting Slopes Based on Soft Computing
Journal of Computing in Civil Engineering
2018 | journal-article
Using soft computing tools for piezometric level prediction
2018 | conference-paper
Uso de ferramentas de Data Mining na identificação do nível de estabilidade de taludes em aterro
2018 | conference-paper
Advanced tools and techniques to add value to soil stabilization practice
Innovative Infrastructure Solutions
2017 | journal-article
Advanced tools and techniques to add value to soil stabilization practice
2017 | journal-article
Data-driven classification approaches for stability condition prediction of soil cutting slopes
ICSMGE 2017 - 19th International Conference on Soil Mechanics and Geotechnical Engineering
2017 | conference-paper
The Use of Data Mining Techniques in Rockburst Risk Assessment
Engineering
2017 | journal-article
The Use of Data Mining Techniques in Rockburst Risk Assessment
Engineering
2017 | journal-article
A Data-driven Approach for q
Procedia Engineering
2016 | conference-paper
Multiobjective Optimization of Maintenance Scheduling: Application to Slopes and Retaining Walls
Procedia Engineering
2016 | conference-paper
Use of data mining tools for cut soil slope condition state identification
2016 | conference-paper
A new empirical system for rock slope stability analysis in exploitation stage
International Journal of Rock Mechanics and Mining Sciences
2015 | journal-article
Application of Markov chains in the prediction of rock slopes degradation
Geotechnical Engineering for Infrastructure and Development - Proceedings of the XVI European Conference on Soil Mechanics and Geotechnical Engineering, ECSMGE 2015
2015 | conference-paper
Modelling Tyre-Road Noise with Data Mining Techniques
Archives of Acoustics
2015 | journal-article
SQI - A quality assessment index for rock slopes
Geotechnical Engineering for Infrastructure and Development - Proceedings of the XVI European Conference on Soil Mechanics and Geotechnical Engineering, ECSMGE 2015
2015 | conference-paper
A novel approach to predicting Young's modulus of jet grouting laboratory formulations over time using data mining techniques
Engineering Geology
2014 | journal-article
Prediction of soil-cement mechanical properties by EC2 modified approach based on early age test results
Geotechnical Special Publication
2014 | conference-paper
Support vector machines applied to uniaxial compressive strength prediction of jet grouting columns
Computers and Geotechnics
2014 | journal-article
Update of Data Mining Models for the Prediction of Laboratory Soil-Cement Mechanical Properties
Second International Conference on Information Technology in Geo-Engineering (ICITG 2014)
2014 | conference-paper
Updating of the hierarchical rock mass rating (HRMR) system and a new subsystem developed for weathered granite formations
International Journal of Mining Science and Technology
2014 | journal-article
Use of Data Mining in Design of Soil Improvement by Jet Grouting
Second International Conference on Information Technology in Geo-Engineering (ICITG 2014)
2014 | conference-paper
An Anchored Retaining Wall in CSM
Proceedings of the 18th International Conference on Soil Mechanics and Geotechnical Engineering
2013 | conference-paper
Artificial intelligence applications in transportation geotechnics
Geotechnical and Geological Engineering
2013 | journal-article
Data-driven models for Uniaxial Compressive Strength prediction applied to unseen data
Modelling and Simulation 2013 - European Simulation and Modelling Conference, ESM 2013
2013 | conference-paper
Prediction of Soil-Cement Mechanical Properties Using EC2 Approach
2013 | journal-article
Application of a Sensitivity Analysis Procedure to Interpret Uniaxial Compressive Strength Prediction of Jet Grouting Laboratory Formulations Performed by SVM Model
Proceedings of the International Symposium and Short Courses (IS-GI Brussels 2012)
2012 | conference-paper
Previsão do comportamento mecânico de formulações laboratoriais de solo-cimento para colunas de jet grouting com recurso a máquina de vetores de suporte.
Civil Engineering Journal
2012 | journal-article
Jet grouting deformability modulus prediction using data mining tools
Advances in Transportation Geotechnics II - Proceedings of the 2nd International Conference on Transportation Geotechnics, ICTG 2012
2012 | conference-paper
Jet grouting mechanicals properties prediction using data mining techniques
Geotechnical Special Publication
2012 | conference-paper
A data mining approach for predicting jet grouting geomechanical parameters
Geotechnical Special Publication
2011 | conference-paper
Application of data mining techniques in the estimation of mechanical properties of Jet Grouting laboratory formulations over time
Advances in Intelligent and Soft Computing
2011 | book
Application of data mining techniques in the estimation of the uniaxial compressive strength of jet grouting columns over time
Construction and Building Materials
2011 | journal-article
UNI-AXIAL compressive strength prediction of jet grouting columns using support vector machines
ESM 2011 - 2011 European Simulation and Modelling Conference: Modelling and Simulation 2011
2011 | conference-paper
Using data mining techniques to predict deformability properties of jet grouting laboratory formulations over time
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2011 | book
Application of Data Mining Techniques to Estimate Elastic Young Modulus Over Time of Jet Grouting Laboratory Formulations
{1st International Conference on Information Technology in Geo-Engineering (ICITG-Shanghai 2010)
2010 | conference-paper
Evaluation of mechanical properties of jet-grouting columns using different test methods
Proceedings of the 17th International Conference on Soil Mechanics and Geotechnical Engineering: The Academia and Practice of Geotechnical Engineering
2009 | conference-paper
A data mining approach for Jet Grouting Uniaxial Compressive Strength prediction
| conference-paper
Application of Data Mining in Transportation Geotechnics
| conference-paper
Adaptation of traditional risk-based methodology for slopes to probabilistic-based approach integrating surrogate models
Computers and Geotechnics
2023 | journal-article
An Evolutionary Neural Network Approach for Slopes Stability Assessment
Applied Sciences
2023 | journal-article
A Decision Tree for Rockburst Conditions Prediction
Applied Sciences
2023 | journal-article
Scour Detection with Monitoring Methods and Machine Learning Algorithms—A Critical Review
Applied Sciences
2023 | journal-article
Prediction of Elastic Modulus for Fibre-Reinforced Soil-Cement Mixtures: A Machine Learning Approach
Applied Sciences
2022 | journal-article
Viability Study of the Application of Bi-Block Concrete Sleepers as a Solution for Technical Landfills
Applied Sciences
2022 | journal-article
Effect of climate change on railway maintenance: a systematic review
31st European Safety and Reliability Conference (ESREL 2021)
2021 | conference-paper
Predictive and prescriptive analytics in transportation geotechnics: Three case studies
Transportation Engineering
2021 | journal-article
Time history analysis of an existing structure in accordance with turkish and european standards
IABSE Congress Ghent 2021 - Structural Engineering for Future Societal Needs
2021 | conference-paper
Uso de algoritmos genéticos e redes neurais artificiais na identificação do nível de estabilidade de taludes rochosos
17ºCongresso Nacional de Geotecnia - A Geo, as ciências e a tecnologia (17CNG 2020)
2021 | conference-paper
Soil-Cement Mixtures Reinforced with Fibers: A Data-Driven Approach for Mechanical Properties Prediction
Applied Sciences
2021 | journal-article
Maintenance Planning Framework for Rock Slope Management
4th International Conference on Transportation Geotechnics (ICTG): Advances in Transportation Geotechnics IV
2021 | conference-paper
Rockburst risk assessment based on soft computing algorithms
International Probabilistic Workshop (IPW2020)
2021 | conference-paper
A novel approach based on soft computing techniques for unconfined compression strength prediction of soil cement mixtures
Neural Computing and Applications
2020 | journal-article
Piezometric level prediction based on data mining techniques
Neural Computing and Applications
2020 | journal-article
Combining Artificial Neural Networks and Genetic Algorithms for Rock Cuttings Slopes Stability Condition Identification
2020 | book-chapter
Data mining approach for unconfined compression strength prediction of laboratory soil cement mixtures
Geotecnia
2019 | journal-article
Artificial neural networks for soil embankments stability condition identification
2019 | conference-paper
Data-driven approach to predict unconfined compression strength of laboratory soil stabilized with cementitious binders
2019 | conference-paper
Deep Underground Engineering and The Use of Artificial Intelligence Techniques
International Journal of Earth & Environmental Sciences
2018 | journal-article
Data-Driven Model for Stability Condition Prediction of Soil Embankments Based on Visual Data Features
Journal of Computing in Civil Engineering
2018 | journal-article
An application of Markov chains to predict the evolution of performance indicators based on pavement historical data
International Journal of Pavement Engineering
2018 | journal-article
Artificial neural networks for rock and soil cutting slopes stability condition prediction
2018 | conference-paper
Geomechanical characterization of volcanic rocks using empirical systems and data mining techniques
Journal of Rock Mechanics and Geotechnical Engineering
2018 | journal-article
Jet grouting column diameter prediction based on a data-driven approach
European Journal of Environmental and Civil Engineering
2018 | journal-article
Machine learning algorithms for rock cutting slopes stability condition identification
2018 | conference-paper
Rock and soil cutting slopes stability condition identification based on soft computing algorithms
2018 | conference-paper
Stability Condition Identification of Rock and Soil Cutting Slopes Based on Soft Computing
Journal of Computing in Civil Engineering
2018 | journal-article
Using soft computing tools for piezometric level prediction
2018 | conference-paper
Uso de ferramentas de Data Mining na identificação do nível de estabilidade de taludes em aterro
2018 | conference-paper
Advanced tools and techniques to add value to soil stabilization practice
Innovative Infrastructure Solutions
2017 | journal-article
Advanced tools and techniques to add value to soil stabilization practice
2017 | journal-article
Data-driven classification approaches for stability condition prediction of soil cutting slopes
ICSMGE 2017 - 19th International Conference on Soil Mechanics and Geotechnical Engineering
2017 | conference-paper
The Use of Data Mining Techniques in Rockburst Risk Assessment
Engineering
2017 | journal-article
The Use of Data Mining Techniques in Rockburst Risk Assessment
Engineering
2017 | journal-article
A Data-driven Approach for q
Procedia Engineering
2016 | conference-paper
Multiobjective Optimization of Maintenance Scheduling: Application to Slopes and Retaining Walls
Procedia Engineering
2016 | conference-paper
Use of data mining tools for cut soil slope condition state identification
2016 | conference-paper
A new empirical system for rock slope stability analysis in exploitation stage
International Journal of Rock Mechanics and Mining Sciences
2015 | journal-article
Application of Markov chains in the prediction of rock slopes degradation
Geotechnical Engineering for Infrastructure and Development - Proceedings of the XVI European Conference on Soil Mechanics and Geotechnical Engineering, ECSMGE 2015
2015 | conference-paper
Modelling Tyre-Road Noise with Data Mining Techniques
Archives of Acoustics
2015 | journal-article
SQI - A quality assessment index for rock slopes
Geotechnical Engineering for Infrastructure and Development - Proceedings of the XVI European Conference on Soil Mechanics and Geotechnical Engineering, ECSMGE 2015
2015 | conference-paper
A novel approach to predicting Young's modulus of jet grouting laboratory formulations over time using data mining techniques
Engineering Geology
2014 | journal-article
Prediction of soil-cement mechanical properties by EC2 modified approach based on early age test results
Geotechnical Special Publication
2014 | conference-paper
Support vector machines applied to uniaxial compressive strength prediction of jet grouting columns
Computers and Geotechnics
2014 | journal-article
Update of Data Mining Models for the Prediction of Laboratory Soil-Cement Mechanical Properties
Second International Conference on Information Technology in Geo-Engineering (ICITG 2014)
2014 | conference-paper
Updating of the hierarchical rock mass rating (HRMR) system and a new subsystem developed for weathered granite formations
International Journal of Mining Science and Technology
2014 | journal-article
Use of Data Mining in Design of Soil Improvement by Jet Grouting
Second International Conference on Information Technology in Geo-Engineering (ICITG 2014)
2014 | conference-paper
An Anchored Retaining Wall in CSM
Proceedings of the 18th International Conference on Soil Mechanics and Geotechnical Engineering
2013 | conference-paper
Artificial intelligence applications in transportation geotechnics
Geotechnical and Geological Engineering
2013 | journal-article
Data-driven models for Uniaxial Compressive Strength prediction applied to unseen data
Modelling and Simulation 2013 - European Simulation and Modelling Conference, ESM 2013
2013 | conference-paper
Prediction of Soil-Cement Mechanical Properties Using EC2 Approach
2013 | journal-article
Application of a Sensitivity Analysis Procedure to Interpret Uniaxial Compressive Strength Prediction of Jet Grouting Laboratory Formulations Performed by SVM Model
Proceedings of the International Symposium and Short Courses (IS-GI Brussels 2012)
2012 | conference-paper
Previsão do comportamento mecânico de formulações laboratoriais de solo-cimento para colunas de jet grouting com recurso a máquina de vetores de suporte.
Civil Engineering Journal
2012 | journal-article
Jet grouting deformability modulus prediction using data mining tools
Advances in Transportation Geotechnics II - Proceedings of the 2nd International Conference on Transportation Geotechnics, ICTG 2012
2012 | conference-paper
Jet grouting mechanicals properties prediction using data mining techniques
Geotechnical Special Publication
2012 | conference-paper
A data mining approach for predicting jet grouting geomechanical parameters
Geotechnical Special Publication
2011 | conference-paper
Application of data mining techniques in the estimation of mechanical properties of Jet Grouting laboratory formulations over time
Advances in Intelligent and Soft Computing
2011 | book
Application of data mining techniques in the estimation of the uniaxial compressive strength of jet grouting columns over time
Construction and Building Materials
2011 | journal-article
UNI-AXIAL compressive strength prediction of jet grouting columns using support vector machines
ESM 2011 - 2011 European Simulation and Modelling Conference: Modelling and Simulation 2011
2011 | conference-paper
Using data mining techniques to predict deformability properties of jet grouting laboratory formulations over time
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2011 | book
Application of Data Mining Techniques to Estimate Elastic Young Modulus Over Time of Jet Grouting Laboratory Formulations
{1st International Conference on Information Technology in Geo-Engineering (ICITG-Shanghai 2010)
2010 | conference-paper
Evaluation of mechanical properties of jet-grouting columns using different test methods
Proceedings of the 17th International Conference on Soil Mechanics and Geotechnical Engineering: The Academia and Practice of Geotechnical Engineering
2009 | conference-paper
A data mining approach for Jet Grouting Uniaxial Compressive Strength prediction
| conference-paper
Application of Data Mining in Transportation Geotechnics
| conference-paper
