New Fast Arctangent Approximation Algorithm for Generic Real-Time Embedded Applications
Fast and accurate arctangent approximations are used in several contemporary applications, including embedded systems, signal processing, radar, and power systems. Three main approximation techniques are well-established in the literature, varying in their accuracy and resource utilization levels. T...
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| Published in | Sensors (Basel, Switzerland) Vol. 19; no. 23; p. 5148 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
MDPI AG
25.11.2019
MDPI |
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| Online Access | Get full text |
| ISSN | 1424-8220 1424-8220 |
| DOI | 10.3390/s19235148 |
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| Abstract | Fast and accurate arctangent approximations are used in several contemporary applications, including embedded systems, signal processing, radar, and power systems. Three main approximation techniques are well-established in the literature, varying in their accuracy and resource utilization levels. Those are the iterative coordinate rotational digital computer (CORDIC), the lookup tables (LUTs)-based, and the rational formulae techniques. This paper presents a novel technique that combines the advantages of both rational formulae and LUT approximation methods. The new algorithm exploits the pseudo-linear region around the tangent function zero point to estimate a reduced input arctangent through a modified rational approximation before referring this estimate to its original value using miniature LUTs. A new 2nd order rational approximation formula is introduced for the first time in this work and benchmarked against existing alternatives as it improves the new algorithm performance. The eZDSP-F28335 platform has been used for practical implementation and results validation of the proposed technique. The contributions of this work are summarized as follows: (1) introducing a new approximation algorithm with high precision and application-based flexibility; (2) introducing a new rational approximation formula that outperforms literature alternatives with the algorithm at higher accuracy requirement; and (3) presenting a practical evaluation index for rational approximations in the literature. |
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| AbstractList | Fast and accurate arctangent approximations are used in several contemporary applications, including embedded systems, signal processing, radar, and power systems. Three main approximation techniques are well-established in the literature, varying in their accuracy and resource utilization levels. Those are the iterative coordinate rotational digital computer (CORDIC), the lookup tables (LUTs)-based, and the rational formulae techniques. This paper presents a novel technique that combines the advantages of both rational formulae and LUT approximation methods. The new algorithm exploits the pseudo-linear region around the tangent function zero point to estimate a reduced input arctangent through a modified rational approximation before referring this estimate to its original value using miniature LUTs. A new 2nd order rational approximation formula is introduced for the first time in this work and benchmarked against existing alternatives as it improves the new algorithm performance. The eZDSP-F28335 platform has been used for practical implementation and results validation of the proposed technique. The contributions of this work are summarized as follows: (1) introducing a new approximation algorithm with high precision and application-based flexibility; (2) introducing a new rational approximation formula that outperforms literature alternatives with the algorithm at higher accuracy requirement; and (3) presenting a practical evaluation index for rational approximations in the literature.Fast and accurate arctangent approximations are used in several contemporary applications, including embedded systems, signal processing, radar, and power systems. Three main approximation techniques are well-established in the literature, varying in their accuracy and resource utilization levels. Those are the iterative coordinate rotational digital computer (CORDIC), the lookup tables (LUTs)-based, and the rational formulae techniques. This paper presents a novel technique that combines the advantages of both rational formulae and LUT approximation methods. The new algorithm exploits the pseudo-linear region around the tangent function zero point to estimate a reduced input arctangent through a modified rational approximation before referring this estimate to its original value using miniature LUTs. A new 2nd order rational approximation formula is introduced for the first time in this work and benchmarked against existing alternatives as it improves the new algorithm performance. The eZDSP-F28335 platform has been used for practical implementation and results validation of the proposed technique. The contributions of this work are summarized as follows: (1) introducing a new approximation algorithm with high precision and application-based flexibility; (2) introducing a new rational approximation formula that outperforms literature alternatives with the algorithm at higher accuracy requirement; and (3) presenting a practical evaluation index for rational approximations in the literature. Fast and accurate arctangent approximations are used in several contemporary applications, including embedded systems, signal processing, radar, and power systems. Three main approximation techniques are well-established in the literature, varying in their accuracy and resource utilization levels. Those are the iterative coordinate rotational digital computer (CORDIC), the lookup tables (LUTs)-based, and the rational formulae techniques. This paper presents a novel technique that combines the advantages of both rational formulae and LUT approximation methods. The new algorithm exploits the pseudo-linear region around the tangent function zero point to estimate a reduced input arctangent through a modified rational approximation before referring this estimate to its original value using miniature LUTs. A new 2nd order rational approximation formula is introduced for the first time in this work and benchmarked against existing alternatives as it improves the new algorithm performance. The eZDSP-F28335 platform has been used for practical implementation and results validation of the proposed technique. The contributions of this work are summarized as follows: (1) introducing a new approximation algorithm with high precision and application-based flexibility; (2) introducing a new rational approximation formula that outperforms literature alternatives with the algorithm at higher accuracy requirement; and (3) presenting a practical evaluation index for rational approximations in the literature. |
| Author | Ben-Brahim, Lazhar Touati, Farid Benammar, Mohieddine Alassi, Abdulrahman Gastli, Adel |
| AuthorAffiliation | 1 Department of Electrical Engineering, Qatar University, Doha 2713, Qatar; adel.gastli@qu.edu.qa (A.G.); brahim@qu.edu.qa (L.B.-B.); touatif@qu.edu.qa (F.T.) 2 R&D Laboratory, Iberdrola Innovation Middle East, Doha 210177, Qatar |
| AuthorAffiliation_xml | – name: 2 R&D Laboratory, Iberdrola Innovation Middle East, Doha 210177, Qatar – name: 1 Department of Electrical Engineering, Qatar University, Doha 2713, Qatar; adel.gastli@qu.edu.qa (A.G.); brahim@qu.edu.qa (L.B.-B.); touatif@qu.edu.qa (F.T.) |
| Author_xml | – sequence: 1 givenname: Mohieddine orcidid: 0000-0001-5340-1981 surname: Benammar fullname: Benammar, Mohieddine – sequence: 2 givenname: Abdulrahman surname: Alassi fullname: Alassi, Abdulrahman – sequence: 3 givenname: Adel orcidid: 0000-0002-6818-3320 surname: Gastli fullname: Gastli, Adel – sequence: 4 givenname: Lazhar surname: Ben-Brahim fullname: Ben-Brahim, Lazhar – sequence: 5 givenname: Farid orcidid: 0000-0001-9495-2157 surname: Touati fullname: Touati, Farid |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/31775303$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1016/j.sna.2015.04.026 10.1109/MSP.2012.2219677 10.1108/SR-12-2015-0208 10.1109/IWSDA.2009.5346438 10.1109/MSP.2017.2730898 10.3390/s16081169 10.1049/iet-spr:20070117 10.1109/TIM.2009.2028208 10.1109/MSP.2004.1267054 10.1109/ISIE.2011.5984330 10.1007/s12239-010-0021-5 10.3390/electronics6010022 10.1109/TVLSI.2017.2700519 10.1109/MSP.2006.1628884 10.1109/JSEN.2017.2723619 10.1109/TIE.2008.2002719 |
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| Copyright | 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2019 by the authors. 2019 |
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| Keywords | arctangent approximation signals processing minimax optimization rational approximations look-up-tables CORDIC novel algorithm position sensors |
| Language | English |
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| Title | New Fast Arctangent Approximation Algorithm for Generic Real-Time Embedded Applications |
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