A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters

Parametric resonance is a dynamic instability due to the internal transfer of energy between degrees of freedom. Parametric resonance is known to cause large unstable pitch and/or roll motions in floating bodies, and has been observed in wave energy converters (WECs). The occurrence of parametric re...

Full description

Bibliographic Details
Main Authors: Josh Davidson, Tamás Kalmár-Nagy
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Journal of Marine Science and Engineering
Subjects:
Online Access:https://www.mdpi.com/2077-1312/8/10/819
id doaj-77653fd42a8f4d6da3b946d2bca0afdf
record_format Article
spelling doaj-77653fd42a8f4d6da3b946d2bca0afdf2021-04-02T11:07:42ZengMDPI AGJournal of Marine Science and Engineering2077-13122020-10-01881981910.3390/jmse8100819A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy ConvertersJosh Davidson0Tamás Kalmár-Nagy1Department of Fluid Mechanics, Faculty of Mechanical Engineering, Budapest Univeristy of Technology and Economics, 1111 Budapest, HungaryDepartment of Fluid Mechanics, Faculty of Mechanical Engineering, Budapest Univeristy of Technology and Economics, 1111 Budapest, HungaryParametric resonance is a dynamic instability due to the internal transfer of energy between degrees of freedom. Parametric resonance is known to cause large unstable pitch and/or roll motions in floating bodies, and has been observed in wave energy converters (WECs). The occurrence of parametric resonance can be highly detrimental to the performance of a WEC, since the energy in the primary mode of motion is parasitically transferred into other modes, reducing the available energy for conversion. In addition, the large unstable oscillations produce increased loading on the WEC structure and mooring system, accelerating fatigue and damage to the system. To remedy the negative effects of parametric resonance on WECs, control systems can be designed to mitigate the onset of parametric resonance. A key element of such a control system is a real-time detection system, which can provide an early warning of the likely occurrence of parametric resonance, enabling the control system sufficient time to respond and take action to avert the impending exponential increase in oscillation amplitude. This paper presents the first application of a real-time detection system for the onset of parametric resonance in WECs. The method is based on periodically assessing the stability of a mathematical model for the WEC dynamics, whose parameters are adapted online, via a recursive least squares algorithm, based on online measurements of the WEC motion. The performance of the detection system is demonstrated through a case study, considering a generic cylinder type spar-buoy, a representative of a heaving point absorber WEC, in both monochromatic and polychromatic sea states. The detection system achieved 95% accuracy across nearly 7000 sea states, producing 0.4% false negatives and 4.6% false positives. For the monochromatic waves more than 99% of the detections occurred while the pitch amplitude was less than 1/6 of its maximum amplitude, whereas for the polychromatic waves 63% of the detections occurred while the pitch amplitude was less than 1/6 of its maximum amplitude and 91% while it was less than 1/3 of its maximum amplitude.https://www.mdpi.com/2077-1312/8/10/819paramertic resonancewave energy conversionreal-time detectionrecursive least squares
collection DOAJ
language English
format Article
sources DOAJ
author Josh Davidson
Tamás Kalmár-Nagy
spellingShingle Josh Davidson
Tamás Kalmár-Nagy
A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters
Journal of Marine Science and Engineering
paramertic resonance
wave energy conversion
real-time detection
recursive least squares
author_facet Josh Davidson
Tamás Kalmár-Nagy
author_sort Josh Davidson
title A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters
title_short A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters
title_full A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters
title_fullStr A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters
title_full_unstemmed A Real-Time Detection System for the Onset of Parametric Resonance in Wave Energy Converters
title_sort real-time detection system for the onset of parametric resonance in wave energy converters
publisher MDPI AG
series Journal of Marine Science and Engineering
issn 2077-1312
publishDate 2020-10-01
description Parametric resonance is a dynamic instability due to the internal transfer of energy between degrees of freedom. Parametric resonance is known to cause large unstable pitch and/or roll motions in floating bodies, and has been observed in wave energy converters (WECs). The occurrence of parametric resonance can be highly detrimental to the performance of a WEC, since the energy in the primary mode of motion is parasitically transferred into other modes, reducing the available energy for conversion. In addition, the large unstable oscillations produce increased loading on the WEC structure and mooring system, accelerating fatigue and damage to the system. To remedy the negative effects of parametric resonance on WECs, control systems can be designed to mitigate the onset of parametric resonance. A key element of such a control system is a real-time detection system, which can provide an early warning of the likely occurrence of parametric resonance, enabling the control system sufficient time to respond and take action to avert the impending exponential increase in oscillation amplitude. This paper presents the first application of a real-time detection system for the onset of parametric resonance in WECs. The method is based on periodically assessing the stability of a mathematical model for the WEC dynamics, whose parameters are adapted online, via a recursive least squares algorithm, based on online measurements of the WEC motion. The performance of the detection system is demonstrated through a case study, considering a generic cylinder type spar-buoy, a representative of a heaving point absorber WEC, in both monochromatic and polychromatic sea states. The detection system achieved 95% accuracy across nearly 7000 sea states, producing 0.4% false negatives and 4.6% false positives. For the monochromatic waves more than 99% of the detections occurred while the pitch amplitude was less than 1/6 of its maximum amplitude, whereas for the polychromatic waves 63% of the detections occurred while the pitch amplitude was less than 1/6 of its maximum amplitude and 91% while it was less than 1/3 of its maximum amplitude.
topic paramertic resonance
wave energy conversion
real-time detection
recursive least squares
url https://www.mdpi.com/2077-1312/8/10/819
work_keys_str_mv AT joshdavidson arealtimedetectionsystemfortheonsetofparametricresonanceinwaveenergyconverters
AT tamaskalmarnagy arealtimedetectionsystemfortheonsetofparametricresonanceinwaveenergyconverters
AT joshdavidson realtimedetectionsystemfortheonsetofparametricresonanceinwaveenergyconverters
AT tamaskalmarnagy realtimedetectionsystemfortheonsetofparametricresonanceinwaveenergyconverters
_version_ 1724165563215773696