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System Identification I

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The article was published on 2012-12-11. It has received 1704 citations till now. The article focuses on the topics: Nonlinear system identification & System identification.

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Inside sales agent’s sales activities influence on work outcomes and sales agent tenure through autonomous motivation

TL;DR: In this article, the authors assess the effect of sales activities on sales performance and sales agent engagement on sales agent tenure through the lens of autonomous motivation to better understand sales activities as an overall sales process antecedent.
Proceedings ArticleDOI

Low-complexity, high frequency parametric system identification method for switched-mode power converters

TL;DR: In this paper, a concept for fast, efficient and accurate coefficient estimation of time-discrete transfer functions is introduced, which approximates least squares and, compared to well established algorithms, drastically reduces computational complexity, while maintaining sufficient accuracy.
Proceedings ArticleDOI

Distributed calibration for sensor networks under communication errors and measurement noise

TL;DR: It is proved using stochastic approximation arguments that in this case the proposed algorithm achieves asymptotic consensus in the mean square sense and with probability one.
Journal ArticleDOI

Optimal experimental design for an enzymatic biodiesel production system

TL;DR: In this paper, two optimal experimental design (OED) problems for an enzymatic biodiesel production system were investigated to improve parameter estimation quality, where an orthogonalized sensitivity analysis method was firstly implemented to select important parameters.
Proceedings ArticleDOI

Time Series modelling for solar irradiance estimation in northeast Brazil

TL;DR: The process of pre-filtering of the data for finally obtaining the monthly models and the generated synthetic series for hourly solar irradiation might be used in the planning phase of a solar farm by generating stochastic data for solar irradiance estimation.
References
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Book

System Identification: Theory for the User

Lennart Ljung
TL;DR: Das Buch behandelt die Systemidentifizierung in dem theoretischen Bereich, der direkte Auswirkungen auf Verstaendnis and praktische Anwendung der verschiedenen Verfahren zur IdentifIZierung hat.
Journal ArticleDOI

Deep learning in neural networks

TL;DR: This historical survey compactly summarizes relevant work, much of it from the previous millennium, review deep supervised learning, unsupervised learning, reinforcement learning & evolutionary computation, and indirect search for short programs encoding deep and large networks.
Journal ArticleDOI

Linear predictors for nonlinear dynamical systems: Koopman operator meets model predictive control

TL;DR: This work extends the Koopman operator to controlled dynamical systems and applies the Extended Dynamic Mode Decomposition (EDMD) to compute a finite-dimensional approximation of the operator in such a way that this approximation has the form of a linearcontrolled dynamical system.
Journal ArticleDOI

A Tour of Reinforcement Learning: The View from Continuous Control

TL;DR: The authors surveys reinforcement learning from the perspective of optimization and control, with a focus on continuous control applications, and reviews the general formulation, terminology, and techniques for reinforcement learning for continuous control.
Journal ArticleDOI

SPICE: A Sparse Covariance-Based Estimation Method for Array Processing

TL;DR: This paper presents a novel SParse Iterative Covariance-based Estimation approach, abbreviated as SPICE, to array processing, obtained by the minimization of a covariance matrix fitting criterion and is particularly useful in many- snapshot cases but can be used even in single-snapshot situations.