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Titlebook: Lasso-MPC – Predictive Control with ?1-Regularised Least Squares; Marco Gallieri Book 2016 Springer International Publishing Switzerland 2

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發(fā)表于 2025-3-21 18:13:30 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Lasso-MPC – Predictive Control with ?1-Regularised Least Squares
編輯Marco Gallieri
視頻videohttp://file.papertrans.cn/582/581744/581744.mp4
概述Proposes a novel Model Predictive Control (MPC) strategy.Presents a straightforward and systematic approach to obtaining asynchronous actuator interventions.Outperforms more common MPC strategies when
叢書名稱Springer Theses
圖書封面Titlebook: Lasso-MPC – Predictive Control with ?1-Regularised Least Squares;  Marco Gallieri Book 2016 Springer International Publishing Switzerland 2
描述This thesis proposes a novel Model Predictive Control (MPC) strategy, which modifies the usual MPC cost function in order to achieve a desirable sparse actuation. It features an ?1-regularised least squares loss function, in which the control error variance competes with the sum of input channels magnitude (or slew rate) over the whole horizon length. While standard control techniques lead to continuous movements of all actuators, this approach enables a selected subset of actuators to be used, the others being brought into play in exceptional circumstances. The same approach can also be used to obtain asynchronous actuator interventions, so that control actions are only taken in response to large disturbances. This thesis presents a straightforward and systematic approach to achieving these practical properties, which are ignored by mainstream control theory.
出版日期Book 2016
關(guān)鍵詞Asychronous actuator interventions; LASSO Model Predictive Control; LASSO cost function; Least Absolute
版次1
doihttps://doi.org/10.1007/978-3-319-27963-3
isbn_softcover978-3-319-80247-3
isbn_ebook978-3-319-27963-3Series ISSN 2190-5053 Series E-ISSN 2190-5061
issn_series 2190-5053
copyrightSpringer International Publishing Switzerland 2016
The information of publication is updating

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Version 1: ,-Input Regularised Quadratic MPC,addition of a 1-norm penalty on the input channels. Similar to LASSO regression and the elastic-net, it is shown that this cost function can produce (for LTI systems) sparse input predictions under certain conditions. This characteristic is then shown to result in a control law that is nonlinear, ev
板凳
發(fā)表于 2025-3-22 01:37:33 | 只看該作者
Version 2: LASSO MPC with Stabilising Terminal Cost,is based on a new terminal cost and terminal constraint. Appropriate scalings are computed to adjust the proposed former according to the stage cost matrices. In particular, two strategies are presented to compute the required ingredients. The first one makes use of norm inequalities and linear matr
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Ship Roll Reduction with Rudder and Fins,ddressed in the control literature as surveyed in Perez, Ship motion control: course keeping and roll stabilization using rudder and fins (.). The considered set-up is shown in Fig.?.. The system, controlled by rudder and fins, is ..
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Marco Gallierilation, the volume discusses the relation of Hinduism with other religions of Indian origin and with religions which did not originate in India but have been a major feature of its religious landscape. These latter religions include Islam and Christianity and, to a lesser extent, Zoroastrianism and
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Marco Gallierimodern Indian and global environment.Takes into account the .This volume offers an overview of Hinduism as found in India and the diaspora. Exploring Hinduism in India in dynamic interaction, rather than in isolation, the volume discusses the relation of Hinduism with other religions of Indian origi
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發(fā)表于 2025-3-23 07:19:52 | 只看該作者
Marco Gallierilation, the volume discusses the relation of Hinduism with other religions of Indian origin and with religions which did not originate in India but have been a major feature of its religious landscape. These latter religions include Islam and Christianity and, to a lesser extent, Zoroastrianism and
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