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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doaj-4cde89e1139646babc96666cccd196012020-11-25T03:28:32ZengMDPI AGElectronics2079-92922020-09-0191554155410.3390/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 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Philippa Hazell Peter Mather Andrew Longstaff Simon Fletcher |
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 |
author_facet |
Philippa Hazell Peter Mather Andrew Longstaff Simon Fletcher |
author_sort |
Philippa Hazell |
title |
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_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_sort |
digital system performance enhancement of a tent map-based adc for monitoring photovoltaic systems |
publisher |
MDPI AG |
series |
Electronics |
issn |
2079-9292 |
publishDate |
2020-09-01 |
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. |
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 |
work_keys_str_mv |
AT philippahazell digitalsystemperformanceenhancementofatentmapbasedadcformonitoringphotovoltaicsystems AT petermather digitalsystemperformanceenhancementofatentmapbasedadcformonitoringphotovoltaicsystems AT andrewlongstaff digitalsystemperformanceenhancementofatentmapbasedadcformonitoringphotovoltaicsystems AT simonfletcher digitalsystemperformanceenhancementofatentmapbasedadcformonitoringphotovoltaicsystems |
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