Publications
Find here some of the latest EPFL research papers and conference papers on the various fields related to intelligent systems.
Please note that (1) these lists show the five latest publications in each category, and that (2) neither the categories nor the lists are exhaustive. For more articles, please visit the portal EPFL InfoScience or contact our team at [email protected]
Artificial Intelligence
Exploring quantum perceptron and quantum neural network structures with a teacher-student scheme
A. Gratsea; P. Huembeli
Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 2. DOI : 10.1007/s42484-021-00058-6. A 3D indicator for guiding AI applications in the energy sector
H. Quest; M. Cauz; F. Heymann; C. Rod; L. Perret et al.
Energy and AI. 2022-05-20. Vol. 9, p. 1-13, 100167. DOI : 10.1016/j.egyai.2022.100167.
Computer Vision
MASCDB, a database of images, descriptors and microphysical properties of individual snowflakes in free fall
J. Grazioli; G. Ghiggi; A-C. Billault-Roux; A. Berne
Scientific Data. 2022-05-03. Vol. 9, num. 1, p. 186. DOI : 10.1038/s41597-022-01269-7. Augmented-reality-assisted timber drilling with smart retrofitted tools
A. Settimi; J. Gamerro; Y. Weinand
Automation in Construction. 2022-04-29. Vol. 139, p. 104272. DOI : 10.1016/j.autcon.2022.104272.
Digital Twin
Development of a road bridge digital twin for simulating traffic loadings
P. Cattin
2022-02-21. Zero-defect manufacturing the approach for higher manufacturing sustainability in the era of industry 4.0: a position paper
F. Psarommatis; J. Sousa; J. P. Mendonca; D. Kiritsis
International Journal Of Production Research. 2022. Vol. 60, num. 1, p. 73-91. DOI : 10.1080/00207543.2021.1987551. The emergence of cognitive digital twin: vision, challenges and opportunities
X. Zheng; J. Lu; D. Kiritsis
International Journal Of Production Research. 2021-12-22. DOI : 10.1080/00207543.2021.2014591. Scalable Bayesian optimization for model calibration: Case study on coupled building and HVAC dynamics
A. Chakrabarty; E. Maddalena; H. Qiao; C. Laughman
Energy And Buildings. 2021-12-15. Vol. 253, p. 111460. DOI : 10.1016/j.enbuild.2021.111460.
Intelligent Systems
Bayesian Automatic Relevance Determination for Utility Function Specification in Discrete Choice Models
F. Rodrigues; N. Ortelli; M. Bierlaire; F. C. Pereira
Ieee Transactions On Intelligent Transportation Systems. 2022-04-01. Vol. 23, num. 4, p. 3126-3136. DOI : 10.1109/TITS.2020.3031965. Hybrid Wireless-Local Communication via Information Propagation for Modular Robotic Synchronization Applications
K. Holdcroft; C. Belke; A. Sigrist; S. Bennani; J. Paik
Advanced Intelligent Systems. 2022-03-19. p. 2100226. DOI : 10.1002/aisy.202100226. Locomotion of Sensor‐Integrated Soft Robotic Devices Inside Sub‐Millimeter Arteries with Impaired Flow Conditions
L. Pancaldi; L. Noseda; A. Dolev; A. Fanelli; D. Ghezzi et al.
Advanced Intelligent Systems. 2022-02-25. p. 2100247. DOI : 10.1002/aisy.202100247.
Machine Learning
Fast Quench Detection in SFCL Pancake Using Optical Fibre Sensing and Machine Learning
A. Akbar; B. Dutoit
Ieee Transactions On Applied Superconductivity. 2022-09-01. Vol. 32, num. 6, p. 4701805. DOI : 10.1109/TASC.2022.3162175. Discovery of Slow Variables in a Class Of Multiscale Stochastic Systems Via Neural Networks
P. Zielinski; J. S. Hesthaven
Journal of Nonlinear Science. 2022-08-01. Vol. 32, num. 4. DOI : 10.1007/s00332-022-09808-7. Auto-tuning ensemble models for estimating shear resistance of headed studs in concrete
X. Wang; Y. Liu; A. Chen; X. Ruan
Journal Of Building Engineering. 2022-07-15. Vol. 52, p. 104470. DOI : 10.1016/j.jobe.2022.104470. Exploring quantum perceptron and quantum neural network structures with a teacher-student scheme
A. Gratsea; P. Huembeli
Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 2. DOI : 10.1007/s42484-021-00058-6.
Robotics
Implicit Distance Functions: Learning and Applications in Control
M. Koptev; N. B. Figueroa Fernandez; A. Billard
International Conference on Robotics and Automation (ICRA 2022), Philadelphia (PA), USA, May 23-27, 2022. A Collaborative Workflow to Automate the Design, Analysis, and Construction of Integrally-Attached Timber Plate Structures
N. Rogeau; A. Rezaei Rad; P. Vestartas; P. Latteur; Y. Weinand
2022-05-23. 27th International Conference of the Association for Computer-Aided Architectural Design Research in Asia (CAADRIA 2022), Sydney, Australia, April 9-15, 2022. p. 151-160. Unfreezing Social Navigation: Dynamical Systems based Compliance for Contact Control in Robot Navigation
D. F. Paez Granados; V. Gupta; A. Billard
2022-05-23. IEEE International Conference on Robotics and Automation (ICRA), Philadelphia, PA, USA, May 23-27, 2022. p. 1-7. Swarms of flying robots in unknown environments
E. Soria
Science Robotics. 2022-05-04. Vol. 7, num. 66, p. eabq2215. DOI : 10.1126/scirobotics.abq2215.