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Dr. Manuel Mucientes
Intelligent Systems Group
University of Santiago de Compostela
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I am a Ramón
y Cajal
Research
Fellow in Computer Science and Artificial Intelligence within the Information Technologies
Research Center
(CITIUS). My current research interests are
evolutionary algorithms, genetic fuzzy systems, motion planning and
control in robotics, visual SLAM (Simultaneous Localization and
Mapping), web services and process mining.
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Projects
- SoftLearn: Soft computing for process mining
in e-learning
- New scheduling models of production processes
in the naval industry
- PROMARES - VACCA: environmental protection of
the
coast and the marine environment - development of an autonomous
vehicle for the control of the quality of waters
- Intelligent and social platform for the
integration,
management and diffusion of e-learning contents
- DARBO: automated non-conventional fuzzy rules
discovery: fuzzy temporal and TSK of variable structure knowledge bases
- Learning of self-adaptive behaviors in
robotics
using 3D perception in non-structured and populated environments
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Publications
Journals
- J.C. Vidal, M. Mucientes, A.
Bugarín, and M. Lama. Machine Scheduling
in Custom Furniture Industry through Neuro-Evolutionary Hybridization.
Applied
Soft
Computing,
11:1600-1613,
2011.
[Bibtex]
- P. Rodríguez-Mier, M. Mucientes, M.
Lama and M.I. Couto. Composition of web
services through genetic programming. Evolutionary Intelligence,
3:171-186, 2010. [Bibtex]
- C. Gamallo, C.V. Regueiro, P. Quintía,
and M.
Mucientes. Omnivision
based
KLD-Monte
Carlo
localization. Robotics and
Autonomous Systems, 58:295-305, 2010. [Bibtex]
- M. Mucientes and A. Bugarín. People
detection
through
quantified
fuzzy
temporal
rules. Pattern Recognition, 43:1441-1453, 2010.
[Bibtex]
- M. Mucientes, J. Alcalá-Fdez, R.
Alcalá, and J. Casillas. A
case study for learning behaviors in
mobile robotics by evolutionary fuzzy systems. Expert Systems With
Applications, 37:1471–1493, 2010. [Bibtex]
[Videos: simulated
robot, real
robot]
- F. Díaz-Hermida, A. Bugarín, P.
Cariñena, M. Mucientes, and D.E. Losada. Fuzzy quantification in
two real scenarios: information retrieval and mobile robotics.
International Journal of Intelligent Systems, 24:572–586, 2009. [Bibtex]
- M. Mucientes, R. Alcalá, J.
Alcalá-Fdez, and J. Casillas. Learning weighted linguistic rules
to control an autonomous robot. International Journal of
Intelligent
Systems, 24:226–251, 2009. [Bibtex]
- M. Mucientes, J.C. Vidal, A. Bugarín,
and M.
Lama. Processing
time estimations by
variable structure TSK rules
learned through genetic programming. Soft Computing, 13:497–509,
2009. [Bibtex]
- C. Gamallo, P. Quintía, C.V. Regueiro,
and M.
Mucientes. Localization
through
omnivision
for
a
tour-guide
robot.
Journal of Physical Agents, 3:25–34, 2009. [Bibtex]
- M. Mucientes and J. Casillas. Quick design of fuzzy
controllers with good interpretability in mobile robotics. IEEE
Transactions on Fuzzy Systems, 15(4):636–651, 2007. [Bibtex]
- M. Mucientes, D.L. Moreno, A. Bugarín,
and S.
Barro. Design of a
fuzzy controller
in mobile robotics using genetic
algorithms. Applied Soft Computing, 7:540–546, 2007. [Bibtex]
- M. Mucientes, D.L. Moreno, A. Bugarín,
and S.
Barro. Evolutionary
learning of a
fuzzy controller for wall-following
behavior in mobile robotics. Soft Computing, 10(10):881–889, 2006. [Bibtex]
- M. Mucientes, R. Iglesias, C.V. Regueiro, A.
Bugarín, and S. Barro. A
fuzzy temporal rule-based velocity
controller for mobile robotics. Fuzzy Sets and Systems, 134:83–99,
2003. [Bibtex]
- M. Mucientes, R. Iglesias, C.V. Regueiro, A.
Bugarín, P.Cariñena, and S. Barro. Fuzzy temporal rules
for mobile robot guidance in dynamic environments. IEEE
Transactions on
Systems, Man and Cybernetics-Part C: Applications and Reviews,
31(3):391–398, 2001. [Bibtex]
- P. Cariñena, A. Bugarín, M.
Mucientes,
and S. Barro. A
language for
expressing fuzzy temporal rules. Mathware
and Soft Computing, 7(2-3):213–227, 2000. [Bibtex]
Conferences
- M. Mucientes, M. Lama, and M.I. Couto. A genetic
programming-based algorithm for composing web services. In
Proceedings
of the 2009
Ninth International Conference on Intelligent Systems Design and
Applications, pages 379–384, Pisa (Italy), 2009. [Bibtex]
- C. Gamallo, M. Mucientes, and C.V. Regueiro. Visual
FastSLAM through omnivision. In Proceedings of TAROS, pages
128–135,
Londonderry (UK), 2009. [Bibtex] [Video]
- M. Mucientes, I. Rodríguez-Fdez, and A.
Bugarín. Evolutionary
learning
of
quantified
fuzzy
rules
for
hierarchical
grouping
of
laser
sensor
data
in
intelligent
control.
In
Proceedings of the IFSA-EUSFLAT 2009 conference, pages 1559–1564,
Lisbon (Portugal), 2009. [Bibtex]
- S. Barro, A. Bugarín, P.
Cariñena, F.
Díaz-Hermida, and M. Mucientes. Fuzzy temporal rule-based
systems: New challenges. In Actas del XIV Congreso Español
sobre
Tecnologías y Lógica Fuzzy (ESTYLF), pages 507–514,
Langreo (Spain), 2008. [Bibtex]
- C. Gamallo, P. Quintía, C.V. Regueiro,
and M.
Mucientes. Global
localization based
on omnivision sensor for a guide
mobile robot. In Proceedings of IX Workshop en Agentes
Físicos
(WAF), pages 61–68, Vigo (Spain), 2008. [Bibtex]
- J.C. Vidal, M. Mucientes, A. Bugarín,
M. Lama,
and R.S. Balay. Hybrid
approach for
machine scheduling optimization in
custom furniture industry. In Proceedings of the 8th International
Conference on Hybrid Intelligent Systems (HIS), pages 849–854,
Barcelona (Spain), 2008. [Bibtex]
- Industry
best paper application award
- C. Gamallo, C.V. Regueiro, P.
Quintía,
and M.
Mucientes. MonteCarlo
localization
for
a
guide
mobile
robot
in
a
crowded
environment
based
on
omnivision. In Proceedings of TAROS,
pages
1–8, Edinburgh (UK), 2008. [Bibtex]
- M. Mucientes, J.C. Vidal, A. Bugarín,
and M.
Lama. Processing
times estimation
in a manufacturing industry through
genetic programming. In Proceedings of the 3rd International
Workshop
on Genetic and Evolving Fuzzy Systems (GEFS), pages 95–100,
Witten-Bommerholz (Germany), 2008. [Bibtex]
- M. Mucientes and A. Bugarín. People detection
with quantified fuzzy temporal rules. In Proceedings of the IEEE
International Conference on Fuzzy Systems (FUZZ-IEEE), pages 1149–1154,
London (UK), 2007. [Bibtex]
- M. Mucientes and W. Burgard. Multiple hypothesis
tracking of clusters of people. In Proceedings of the IEEE/RSJ
International Conference on Intelligent Robots and Systems (IROS),
pages 692–697, Beijing (China), 2006. [Bibtex]
- J.C. Vidal, M. Mucientes, M. Lama, and
A.
Bugarín. A
fuzzy evolutionary
algorithm for scheduling in
wood-based furniture manufacturing. In XIII Congreso Español
sobre Tecnologías y Lógica Fuzzy (ESTYLF), pages 217–222,
Ciudad Real (Spain), 2006. [Bibtex]
- J.C. Vidal, M. Mucientes, A. Bugarín,
and M.
Lama. An adaptive
evolutionary
algorithm for production planning in
wood furniture industry. In Proceedings of the International
Symposium
on Evolving Fuzzy Systems (EFS), pages 267–273, Ambleside (UK), 2006. [Bibtex]
- Runner-up
best industry-oriented paper award
- M. Mucientes and J. Casillas. Learning fuzzy robot
controllers to follow a mobile object. In Proceedings of the 2nd
International Conference on Machine Intelligence (ACIDCA-ICMI), pages
566–573, Tozeur (Tunisia), 2005. [Bibtex]
- M. Mucientes, R. Alcalá, J.
Alcalá-Fdez, and J. Casillas. Learning weighted linguistic rules
for mobile robotics. In Proceedings of the 11th IFSA World
Congress,
pages 1279–1285, Beijing (China), 2005. [Bibtex]
- M. Mucientes, A. Bugarín, and S.
Barro. Online
tuning
of
a fuzzy controller in mobile robotics. In Proceedings of
the
First International Workshop on Genetic Fuzzy Systems, pages 30–36,
Granada (Spain), 2005. [Bibtex]
- M. Mucientes and J. Casillas. Generación
eficiente de un controlador difuso con alta interpretabilidad para la
navegación de robots móviles. In Actas del XII
Congreso
Español de Tecnologías y Lógica Fuzzy (ESTYLF),
pages 401–406, Jaén (Spain), 2004. [Bibtex]
- M. Mucientes and J. Casillas. Obtaining a
fuzzy
controller with high interpretability in mobile robots navigation.
In
Proceedings of the IEEE International Conference on Fuzzy Systems
(FUZZ-IEEE), pages 1637–1642, Budapest (Hungary), 2004. [Bibtex]
- M. Mucientes, D.L. Moreno, C.V. Regueiro, A.
Bugarín, and S.Barro. Design
of
a
fuzzy
controller
for the
wall-following behavior in mobile robotics with evolutionary
algorithms. In Proceedings of the International Conference of
Information Processing and Management of Uncertainty in Knowledge-based
Systems (IPMU), pages 175–182, Perugia (Italy), 2004. [Bibtex]
- F. Díaz-Hermida, A. Bugarín,
P.
Cariñena, M. Mucientes, D.E. Losada, and S. Barro. Modelling
fuzzy quantified statements under a voting model interpretation of
fuzzy sets. In Fuzzy Sets and Systems -IFSA 2003, pages 151–158,
Istanbul (Turkey), 2003. [Bibtex]
- M. Mucientes, M. Rodríguez, C.V.
Regueiro, R.
Iglesias, A. Bugarín, and S. Barro. Avoidance of mobile
obstacles in real environments. In D. Fox and A. Saffiotti,
editors,
Proceedings of the IJCAI Workshop on Reasoning with Uncertainty in
Robotics, pages 69–76, Seattle (USA), 2001. [Bibtex]
- E. Sánchez, M. Mucientes, and S.
Barro. A
cuneate-based network and its application as a spatio-temporal filter
in mobile robotics. In J. Mira and A. Prieto, editors, Bio-Inspired
Applications of Connectionism. Proceedings of the 6th International
Conference on Artificial and Natural Neural Networks (IWANN), number
2085 in Lecture notes in computer science, pages 418–425, Granada
(Spain), 2001. Springer-Verlag. [Bibtex]
- S. Fraga, D. Castro, A. Bugarín, M.
Mucientes,
S. Barro, F. Seoane, and T. Lucas. Entorno
basado
en
tecnologías
web
para
el manejo de la información técnica en centrales
térmicas. In Actas del Simposio Español de
Informática Distribuida (SEID), pages 171–177, Ourense (Spain),
2000. [Bibtex]
- M. Mucientes, R. Iglesias, C.V. Regueiro, A.
Bugarín, and S. Barro. Control
de
la
velocidad
de
un robot
móvil mediante reglas temporales borrosas. In Actas del X
Congreso Español sobre Tecnologías y Lógica Fuzzy
(ESTYLF), pages 127–132, Sevilla (Spain), 2000. [Bibtex]
- P. Cariñena, A. Bugarín, M.
Mucientes,
F. Díaz-Hermida, and S. Barro. A model of fuzzy temporal rules
for knowledge representation and reasoning. In Proceedings of the
Eighth International Conference of Information Processing and
Management of Uncertainty in Knowledge-based Systems (IPMU), volume 2,
pages 1239–1246, Madrid (Spain), 2000. [Bibtex]
- M. Mucientes, R. Iglesias, C.V. Regueiro, A.
Bugarín, P. Cariñena, and S. Barro. Use of fuzzy temporal
rules for avoidance of moving obstacles in mobile robotics. In
Proceedings of the Eusflat-Estylf Joint Conference, pages 167–170,
Palma de Mallorca (Spain), 1999. [Bibtex]
- P. Cariñena, A. Bugarín, M.
Mucientes,
and S. Barro. A
language for
expressing expert knowledge using fuzzy
temporal rules. In Proceedings of the Eusflat-Estylf Joint
Conference,
pages 171–174, Palma de Mallorca (Spain), 1999. [Bibtex]
Book chapters
- M. Mucientes, D.L. Moreno, A.
Bugarín,
and S.
Barro. Soft Computing: Methodologies and Applications, chapter Evolutionary
learning of a fuzzy controller for mobile robotics, pages
311–321. Advances in Soft Computing. Springer-Verlag, 2005. [Bibtex]
- M. Mucientes, R. Iglesias, C.V. Regueiro, A.
Bugarín, and S. Barro. Intelligent Systems: Technology and
Applications, volume 2. Fuzzy Systems, Neural Networks and Expert
Systems of CRC Press International Volumes on Intelligent Systems
Techniques and Applications, chapter A
fuzzy
temporal
rule-based
approach
for
the design of behaviors in mobile robotics, pages
373–408.
CRC Press, 2003. [Bibtex]
- P. Cariñena, A. Bugarín, M.
Mucientes,
F. Díaz-Hermida, and S. Barro. Technologies for Constructing
Intelligent Systems 2: Tools, volume 90 of Studies in Fuzziness and
Soft Computing, chapter Fuzzy
Temporal Rules: A Rule-based Approach for
Fuzzy Temporal Knowledge Representation and Reasoning, pages
237–250.
Physica-Verlag, 2002. [Bibtex]
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