Frequency estimation using back-propagation neural networks for a frequency hopped spread spectrum receiver
This paper presents a novel scheme for estimation and detection of signal frequency in a frequency hopped spread spectrum (FHSS) system. The proposed signal detection scheme aims to reduce the number of channelized radiometers in the FHSS receiver. It is based upon the concept of back propagation ne...
Gespeichert in:
| Hauptverfasser: | , , , , |
|---|---|
| Format: | Tagungsbericht |
| Sprache: | eng |
| Schlagworte: | |
| Online-Zugang: | Volltext bestellen |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| container_end_page | 000800 |
|---|---|
| container_issue | |
| container_start_page | 000797 |
| container_title | |
| container_volume | |
| creator | Mansoor, U. Iftikhar, A. Maqbool, Q. Khan, S. Ajaz, M.A. |
| description | This paper presents a novel scheme for estimation and detection of signal frequency in a frequency hopped spread spectrum (FHSS) system. The proposed signal detection scheme aims to reduce the number of channelized radiometers in the FHSS receiver. It is based upon the concept of back propagation neural networks (BPN). The system is first trained using a training signal and weights of different layers in BPN are configured by an iterative process. This scheme was implemented on a simulated FHSS system which had a hopping bandwidth of 26 MHz. The system hopped once for every eight symbols. Nine band pass filters were used to cover the entire hopping bandwidth. The proposed scheme aspires to reduce system complexity and intends to make it more robust and flexible. This system is designed for software based transceivers. |
| doi_str_mv | 10.1109/CCECE.2008.4564645 |
| format | Conference Proceeding |
| fullrecord | <record><control><sourceid>ieee_6IE</sourceid><recordid>TN_cdi_ieee_primary_4564645</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>4564645</ieee_id><sourcerecordid>4564645</sourcerecordid><originalsourceid>FETCH-LOGICAL-i90t-678c18919fc4e33aeb7ab0ffe5230708a79b9d9529021db98d27c0fb461800923</originalsourceid><addsrcrecordid>eNpVkM1Kw0AUhcc_sNa-gG7mBVLvTG7mZymhVaHgpvsymdypsW0SJ4nSt2-lRXD1wTnwwTmMPQiYCgH2Kc9n-WwqAcwUM4UKsws2sdoIlIhCYSou2UhmWiUaUF396yResxEYhERrY2_ZXdd9AgAahSO2mUf6Gqj2e05dX-1cXzU1H7qqXvPC-U3SxqZ161Nc0xDd9oj-p4mbjocmcsfDn-GjaVsqeddGcr8g38dhxyN5qr4p3rOb4LYdTc4cs-V8tsxfk8X7y1v-vEgqC32itPHCWGGDR0pTR4V2BYRAmUxBg3HaFra0mbQgRVlYU0rtIRSohAGwMh2zx5O2IqJVG4-j4n51vi09AKowXu8</addsrcrecordid><sourcetype>Publisher</sourcetype><iscdi>true</iscdi><recordtype>conference_proceeding</recordtype></control><display><type>conference_proceeding</type><title>Frequency estimation using back-propagation neural networks for a frequency hopped spread spectrum receiver</title><source>IEEE Electronic Library (IEL) Conference Proceedings</source><creator>Mansoor, U. ; Iftikhar, A. ; Maqbool, Q. ; Khan, S. ; Ajaz, M.A.</creator><creatorcontrib>Mansoor, U. ; Iftikhar, A. ; Maqbool, Q. ; Khan, S. ; Ajaz, M.A.</creatorcontrib><description>This paper presents a novel scheme for estimation and detection of signal frequency in a frequency hopped spread spectrum (FHSS) system. The proposed signal detection scheme aims to reduce the number of channelized radiometers in the FHSS receiver. It is based upon the concept of back propagation neural networks (BPN). The system is first trained using a training signal and weights of different layers in BPN are configured by an iterative process. This scheme was implemented on a simulated FHSS system which had a hopping bandwidth of 26 MHz. The system hopped once for every eight symbols. Nine band pass filters were used to cover the entire hopping bandwidth. The proposed scheme aspires to reduce system complexity and intends to make it more robust and flexible. This system is designed for software based transceivers.</description><identifier>ISSN: 0840-7789</identifier><identifier>ISBN: 9781424416424</identifier><identifier>ISBN: 1424416426</identifier><identifier>EISSN: 2576-7046</identifier><identifier>EISBN: 9781424416431</identifier><identifier>EISBN: 1424416434</identifier><identifier>DOI: 10.1109/CCECE.2008.4564645</identifier><language>eng</language><publisher>IEEE</publisher><subject>Adaptive frequency Estimation ; Band pass filters ; Bandwidth ; Frequency estimation ; Frequency Hop Communication ; Neural networks ; Radiometers ; Robustness ; Signal detection ; Signal processing ; Software design ; Spread spectrum communication</subject><ispartof>2008 Canadian Conference on Electrical and Computer Engineering, 2008, p.000797-000800</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/4564645$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,780,784,789,790,2056,27923,54918</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/4564645$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Mansoor, U.</creatorcontrib><creatorcontrib>Iftikhar, A.</creatorcontrib><creatorcontrib>Maqbool, Q.</creatorcontrib><creatorcontrib>Khan, S.</creatorcontrib><creatorcontrib>Ajaz, M.A.</creatorcontrib><title>Frequency estimation using back-propagation neural networks for a frequency hopped spread spectrum receiver</title><title>2008 Canadian Conference on Electrical and Computer Engineering</title><addtitle>CCECE</addtitle><description>This paper presents a novel scheme for estimation and detection of signal frequency in a frequency hopped spread spectrum (FHSS) system. The proposed signal detection scheme aims to reduce the number of channelized radiometers in the FHSS receiver. It is based upon the concept of back propagation neural networks (BPN). The system is first trained using a training signal and weights of different layers in BPN are configured by an iterative process. This scheme was implemented on a simulated FHSS system which had a hopping bandwidth of 26 MHz. The system hopped once for every eight symbols. Nine band pass filters were used to cover the entire hopping bandwidth. The proposed scheme aspires to reduce system complexity and intends to make it more robust and flexible. This system is designed for software based transceivers.</description><subject>Adaptive frequency Estimation</subject><subject>Band pass filters</subject><subject>Bandwidth</subject><subject>Frequency estimation</subject><subject>Frequency Hop Communication</subject><subject>Neural networks</subject><subject>Radiometers</subject><subject>Robustness</subject><subject>Signal detection</subject><subject>Signal processing</subject><subject>Software design</subject><subject>Spread spectrum communication</subject><issn>0840-7789</issn><issn>2576-7046</issn><isbn>9781424416424</isbn><isbn>1424416426</isbn><isbn>9781424416431</isbn><isbn>1424416434</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2008</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNpVkM1Kw0AUhcc_sNa-gG7mBVLvTG7mZymhVaHgpvsymdypsW0SJ4nSt2-lRXD1wTnwwTmMPQiYCgH2Kc9n-WwqAcwUM4UKsws2sdoIlIhCYSou2UhmWiUaUF396yResxEYhERrY2_ZXdd9AgAahSO2mUf6Gqj2e05dX-1cXzU1H7qqXvPC-U3SxqZ161Nc0xDd9oj-p4mbjocmcsfDn-GjaVsqeddGcr8g38dhxyN5qr4p3rOb4LYdTc4cs-V8tsxfk8X7y1v-vEgqC32itPHCWGGDR0pTR4V2BYRAmUxBg3HaFra0mbQgRVlYU0rtIRSohAGwMh2zx5O2IqJVG4-j4n51vi09AKowXu8</recordid><startdate>200805</startdate><enddate>200805</enddate><creator>Mansoor, U.</creator><creator>Iftikhar, A.</creator><creator>Maqbool, Q.</creator><creator>Khan, S.</creator><creator>Ajaz, M.A.</creator><general>IEEE</general><scope>6IE</scope><scope>6IH</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIO</scope></search><sort><creationdate>200805</creationdate><title>Frequency estimation using back-propagation neural networks for a frequency hopped spread spectrum receiver</title><author>Mansoor, U. ; Iftikhar, A. ; Maqbool, Q. ; Khan, S. ; Ajaz, M.A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-678c18919fc4e33aeb7ab0ffe5230708a79b9d9529021db98d27c0fb461800923</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Adaptive frequency Estimation</topic><topic>Band pass filters</topic><topic>Bandwidth</topic><topic>Frequency estimation</topic><topic>Frequency Hop Communication</topic><topic>Neural networks</topic><topic>Radiometers</topic><topic>Robustness</topic><topic>Signal detection</topic><topic>Signal processing</topic><topic>Software design</topic><topic>Spread spectrum communication</topic><toplevel>online_resources</toplevel><creatorcontrib>Mansoor, U.</creatorcontrib><creatorcontrib>Iftikhar, A.</creatorcontrib><creatorcontrib>Maqbool, Q.</creatorcontrib><creatorcontrib>Khan, S.</creatorcontrib><creatorcontrib>Ajaz, M.A.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan (POP) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP) 1998-present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Mansoor, U.</au><au>Iftikhar, A.</au><au>Maqbool, Q.</au><au>Khan, S.</au><au>Ajaz, M.A.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Frequency estimation using back-propagation neural networks for a frequency hopped spread spectrum receiver</atitle><btitle>2008 Canadian Conference on Electrical and Computer Engineering</btitle><stitle>CCECE</stitle><date>2008-05</date><risdate>2008</risdate><spage>000797</spage><epage>000800</epage><pages>000797-000800</pages><issn>0840-7789</issn><eissn>2576-7046</eissn><isbn>9781424416424</isbn><isbn>1424416426</isbn><eisbn>9781424416431</eisbn><eisbn>1424416434</eisbn><abstract>This paper presents a novel scheme for estimation and detection of signal frequency in a frequency hopped spread spectrum (FHSS) system. The proposed signal detection scheme aims to reduce the number of channelized radiometers in the FHSS receiver. It is based upon the concept of back propagation neural networks (BPN). The system is first trained using a training signal and weights of different layers in BPN are configured by an iterative process. This scheme was implemented on a simulated FHSS system which had a hopping bandwidth of 26 MHz. The system hopped once for every eight symbols. Nine band pass filters were used to cover the entire hopping bandwidth. The proposed scheme aspires to reduce system complexity and intends to make it more robust and flexible. This system is designed for software based transceivers.</abstract><pub>IEEE</pub><doi>10.1109/CCECE.2008.4564645</doi><tpages>4</tpages></addata></record> |
| fulltext | fulltext_linktorsrc |
| identifier | ISSN: 0840-7789 |
| ispartof | 2008 Canadian Conference on Electrical and Computer Engineering, 2008, p.000797-000800 |
| issn | 0840-7789 2576-7046 |
| language | eng |
| recordid | cdi_ieee_primary_4564645 |
| source | IEEE Electronic Library (IEL) Conference Proceedings |
| subjects | Adaptive frequency Estimation Band pass filters Bandwidth Frequency estimation Frequency Hop Communication Neural networks Radiometers Robustness Signal detection Signal processing Software design Spread spectrum communication |
| title | Frequency estimation using back-propagation neural networks for a frequency hopped spread spectrum receiver |
| url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-14T07%3A31%3A46IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-ieee_6IE&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=proceeding&rft.atitle=Frequency%20estimation%20using%20back-propagation%20neural%20networks%20for%20a%20frequency%20hopped%20spread%20spectrum%20receiver&rft.btitle=2008%20Canadian%20Conference%20on%20Electrical%20and%20Computer%20Engineering&rft.au=Mansoor,%20U.&rft.date=2008-05&rft.spage=000797&rft.epage=000800&rft.pages=000797-000800&rft.issn=0840-7789&rft.eissn=2576-7046&rft.isbn=9781424416424&rft.isbn_list=1424416426&rft_id=info:doi/10.1109/CCECE.2008.4564645&rft_dat=%3Cieee_6IE%3E4564645%3C/ieee_6IE%3E%3Curl%3E%3C/url%3E&rft.eisbn=9781424416431&rft.eisbn_list=1424416434&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rft_ieee_id=4564645&rfr_iscdi=true |