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Journal Article
Computers and Structures, ISSN 0045-7949, 01/2018, Volume 194, pp. 97 - 115
The so-called distance-minimizing data-driven computing method is extended to deal with boundary-value problems of continuum mechanics within the finite strain... 
Data science | Model-free | Data-driven computational mechanics | Geometrical nonlinearity | Optimization method | IMPLEMENTATION | EXTENSION | MODEL | FORMULATION | STRAIN-ENERGY | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | ENGINEERING, CIVIL | ROTATIONS | DEFORMATIONS | HYPERELASTIC MATERIAL | FINITE-ELEMENT-ANALYSIS
Journal Article
Control Engineering Practice, ISSN 0967-0661, 10/2017, Volume 67, pp. 1 - 12
This paper deals with vehicle sideslip angle estimation. The paper introduces an industrially amenable kinematic-based approach that does not need tire–road... 
Automotive estimation | Four-wheeled vehicles | Model free estimation | Sideslip angle estimation | Vehicle stability control | DYNAMICS CONTROL | LONGITUDINAL VELOCITY | WHEEL SLIP | GPS | SENSORS | EXTENDED KALMAN FILTER | ENGINEERING, ELECTRICAL & ELECTRONIC | SLIP-ANGLE ESTIMATION | STABILITY CONTROL | SYSTEMS | OBSERVER | AUTOMATION & CONTROL SYSTEMS
Journal Article
BBA - Proteins and Proteomics, ISSN 1570-9639, 2011, Volume 1814, Issue 8, pp. 942 - 968
Journal Article
AIChE Journal, ISSN 0001-1541, 10/2019, Volume 65, Issue 10, p. n/a
Advanced model‐based controllers are well established in process industries. However, such controllers require regular maintenance to maintain acceptable... 
model‐free learning | deep learning | actor–critic networks | process control | reinforcement learning | MPC | DESIGN | BAYESIAN IDENTIFICATION | STRATEGY | model-free learning | STATE | ADAPTIVE-CONTROL | MODEL-PREDICTIVE CONTROL | ENGINEERING, CHEMICAL | actor-critic networks | Learning | Controllers | Reinforcement | Computer simulation | Performance degradation | Machine learning
Journal Article
IEEE Transactions on Automatic Control, ISSN 0018-9286, 10/2017, Volume 62, Issue 10, pp. 4949 - 4964
Journal Article
IEEE Transactions on Automatic Control, ISSN 0018-9286, 10/2016, Volume 61, Issue 10, pp. 3203 - 3208
This paper presents a hybrid adaptive dynamic programming (hybrid-ADP) approach for determining the optimal continuous and discrete control laws of a switched... 
Switched systems | model-free control | hybrid systems | Adaptive dynamic programming | Switches | Artificial neural networks | learning | Dynamic programming | Function approximation | Learning | Hybrid systems | Model-free control | switched systems | TIME | AUTOMATION & CONTROL SYSTEMS | ENGINEERING, ELECTRICAL & ELECTRONIC | Nonlinear theories | Usage | Research
Journal Article
Renewable Energy, ISSN 0960-1481, 11/2015, Volume 83, pp. 931 - 941
This paper investigates the application of model free control (MFC) strategy to optimally control the oscillation of single body heaving waves energy converter... 
Wave energy converter | Wave energy | Permanent magnet linear generator | Model free control | Power take-off | GREEN & SUSTAINABLE SCIENCE & TECHNOLOGY | ENERGY & FUELS
Journal Article
Neurocomputing, ISSN 0925-2312, 09/2019, Volume 360, pp. 97 - 106
In this paper, we propose an extensible framework for model-free reinforcement learning (RL) for real-time bidding (RTB) in display advertising. This framework... 
Deep reinforcement learning | Model-free | Extensible approach | Real-time bidding | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Journal of the Royal Statistical Society: Series C (Applied Statistics), ISSN 0035-9254, 02/2019, Volume 68, Issue 2, pp. 309 - 329
Journal Article