Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems

Efficient photovoltaic installations require control systems that detect small signal variations over large measurement ranges. High measurement accuracy requires data acquisition systems with high-resolution analogue-to-digital converters; however, high resolutions and operational speeds generally...

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Main Authors: Philippa Hazell, Peter Mather, Andrew Longstaff, Simon Fletcher
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/9/9/1554
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author Philippa Hazell
Peter Mather
Andrew Longstaff
Simon Fletcher
author_facet Philippa Hazell
Peter Mather
Andrew Longstaff
Simon Fletcher
author_sort Philippa Hazell
collection DOAJ
description Efficient photovoltaic installations require control systems that detect small signal variations over large measurement ranges. High measurement accuracy requires data acquisition systems with high-resolution analogue-to-digital converters; however, high resolutions and operational speeds generally increase costs. Research has proven low-cost prototyping of non-linear chaotic Tent Map-based analogue-to-digital converters (which fold and amplify the input signal, emphasizing small signal variations) is feasible, but inherent non-ideal Tent Map gains reduce the output accuracy and restrict adoption within data acquisition systems. This paper demonstrates a novel compensation algorithm, developed as a digital electronic system, for non-ideal Tent Map gain, enabling high accuracy estimation of the analogue-to-digital converter analogue input signal. Approximation of the gain difference compensation values (reducing digital hardware requirements, enabling efficient real-time compensation), were also investigated via simulation. The algorithm improved the effective resolution of a 16, 20 and 24 Tent Map-stage analogue-to-digital converter model from an average of 5 to 15.5, 19.2, and 23 bits, respectively, over the Tent Map gain range of 1.9 to 1.99. The simulated digital compensation system for a seven Tent Map-stage analogue-to-digital converter enhanced the accuracy from 4 to 7 bits, confirming real-time compensation for non-ideal gain in Tent Map-based analogue-to-digital converters was achievable.
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spelling doaj.art-4cde89e1139646babc96666cccd196012023-11-20T14:40:53ZengMDPI AGElectronics2079-92922020-09-0199155410.3390/electronics9091554Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic SystemsPhilippa Hazell0Peter Mather1Andrew Longstaff2Simon Fletcher3Department of Engineering & Technology, University of Huddersfield, Huddersfield HD1 3DH, UKDepartment of Engineering & Technology, University of Huddersfield, Huddersfield HD1 3DH, UKDepartment of Engineering & Technology, University of Huddersfield, Huddersfield HD1 3DH, UKDepartment of Engineering & Technology, University of Huddersfield, Huddersfield HD1 3DH, UKEfficient photovoltaic installations require control systems that detect small signal variations over large measurement ranges. High measurement accuracy requires data acquisition systems with high-resolution analogue-to-digital converters; however, high resolutions and operational speeds generally increase costs. Research has proven low-cost prototyping of non-linear chaotic Tent Map-based analogue-to-digital converters (which fold and amplify the input signal, emphasizing small signal variations) is feasible, but inherent non-ideal Tent Map gains reduce the output accuracy and restrict adoption within data acquisition systems. This paper demonstrates a novel compensation algorithm, developed as a digital electronic system, for non-ideal Tent Map gain, enabling high accuracy estimation of the analogue-to-digital converter analogue input signal. Approximation of the gain difference compensation values (reducing digital hardware requirements, enabling efficient real-time compensation), were also investigated via simulation. The algorithm improved the effective resolution of a 16, 20 and 24 Tent Map-stage analogue-to-digital converter model from an average of 5 to 15.5, 19.2, and 23 bits, respectively, over the Tent Map gain range of 1.9 to 1.99. The simulated digital compensation system for a seven Tent Map-stage analogue-to-digital converter enhanced the accuracy from 4 to 7 bits, confirming real-time compensation for non-ideal gain in Tent Map-based analogue-to-digital converters was achievable.https://www.mdpi.com/2079-9292/9/9/1554data acquisitionanalogue-to-digital conversioninitial condition estimationchaotic systemstent mapmonitoring of photovoltaic systems
spellingShingle Philippa Hazell
Peter Mather
Andrew Longstaff
Simon Fletcher
Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems
Electronics
data acquisition
analogue-to-digital conversion
initial condition estimation
chaotic systems
tent map
monitoring of photovoltaic systems
title Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems
title_full Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems
title_fullStr Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems
title_full_unstemmed Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems
title_short Digital System Performance Enhancement of a Tent Map-Based ADC for Monitoring Photovoltaic Systems
title_sort digital system performance enhancement of a tent map based adc for monitoring photovoltaic systems
topic data acquisition
analogue-to-digital conversion
initial condition estimation
chaotic systems
tent map
monitoring of photovoltaic systems
url https://www.mdpi.com/2079-9292/9/9/1554
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