Real-Time Odor Discrimination Using Single Antenna of Insect
In this letter, a system that discriminates between two odorants in real-time with a single antenna of an insect was constructed. In previous studies, odorants were discriminated through arraying multiple types of sensors. However, the use of a sensor array enlarges the entire system and requires co...
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description | In this letter, a system that discriminates between two odorants in real-time with a single antenna of an insect was constructed. In previous studies, odorants were discriminated through arraying multiple types of sensors. However, the use of a sensor array enlarges the entire system and requires complex signal processing, which makes it difficult to mount the system on a quadcopter with limited payloads or an autonomous robot with low computational power. On the other hand, the antenna of an insect is composed of several olfactory receptors; thus, a single antenna responds to multiple odorants. Therefore, a system for discriminating between multiple odorants from the electroantennogram (EAG) signal of a single antenna of an insect is proposed. An antenna of an adult male silkmoth is employed; the silkmoth antenna exhibits an electric potential change when detecting an odor, but the difference in the EAG amplitude and recovery time depends on the type of odorant. Since EAG is a type of neural signal, it is difficult to perform odor discrimination by simply setting the threshold, because it drifts due to noise. Therefore, the Hodgkin-Huxley model (HH model) was applied to the raw EAG signal as a dynamic filter, and the spike firing rate of the output value was calculated using the HH model. Then, the odorants were discriminated against based on the magnitude of the spike firing rate. A series of signal processing was implemented in a microcontroller, and the experiments indicated that all antennae demonstrated a discrimination performance of 90\% or more. |
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In previous studies, odorants were discriminated through arraying multiple types of sensors. However, the use of a sensor array enlarges the entire system and requires complex signal processing, which makes it difficult to mount the system on a quadcopter with limited payloads or an autonomous robot with low computational power. On the other hand, the antenna of an insect is composed of several olfactory receptors; thus, a single antenna responds to multiple odorants. Therefore, a system for discriminating between multiple odorants from the electroantennogram (EAG) signal of a single antenna of an insect is proposed. An antenna of an adult male silkmoth is employed; the silkmoth antenna exhibits an electric potential change when detecting an odor, but the difference in the EAG amplitude and recovery time depends on the type of odorant. Since EAG is a type of neural signal, it is difficult to perform odor discrimination by simply setting the threshold, because it drifts due to noise. Therefore, the Hodgkin-Huxley model (HH model) was applied to the raw EAG signal as a dynamic filter, and the spike firing rate of the output value was calculated using the HH model. Then, the odorants were discriminated against based on the magnitude of the spike firing rate. A series of signal processing was implemented in a microcontroller, and the experiments indicated that all antennae demonstrated a discrimination performance of 90<inline-formula><tex-math notation="LaTeX">\%</tex-math></inline-formula> or more.</description><identifier>ISSN: 2475-1472</identifier><identifier>EISSN: 2475-1472</identifier><identifier>DOI: 10.1109/LSENS.2020.3024606</identifier><identifier>CODEN: ISLECD</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Antenna measurements ; Antennas ; Chemical and biological sensors ; Discrimination ; Electric potential ; electroantennogram (EAG) ; Hodgkin–Huxley (HH) model ; Insects ; Microcontrollers ; Odorants ; Odors ; Payloads ; Real time ; real-time odor discrimination ; Recovery time ; Sensor arrays ; Sensor systems ; Signal processing ; Spikes</subject><ispartof>IEEE sensors letters, 2020-10, Vol.4 (10), p.1-4</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c339t-2ad4d9dd6cd2660ce6098fa8eec381228b36120245d8d97a3b53b53921b165f73</citedby><cites>FETCH-LOGICAL-c339t-2ad4d9dd6cd2660ce6098fa8eec381228b36120245d8d97a3b53b53921b165f73</cites><orcidid>0000-0001-5303-7200 ; 0000-0002-3533-0750 ; 0000-0002-3186-6531 ; 0000-0001-8392-1021 ; 0000-0002-5689-1338 ; 0000-0003-1160-1234</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9200800$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9200800$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Shigaki, Shunsuke</creatorcontrib><creatorcontrib>Ohashi, Hirono</creatorcontrib><creatorcontrib>Sakurai, Takeshi</creatorcontrib><creatorcontrib>Shimizu, Masahiro</creatorcontrib><creatorcontrib>Hosoda, Koh</creatorcontrib><creatorcontrib>Kurabayashi, Daisuke</creatorcontrib><title>Real-Time Odor Discrimination Using Single Antenna of Insect</title><title>IEEE sensors letters</title><addtitle>LSENS</addtitle><description>In this letter, a system that discriminates between two odorants in real-time with a single antenna of an insect was constructed. In previous studies, odorants were discriminated through arraying multiple types of sensors. However, the use of a sensor array enlarges the entire system and requires complex signal processing, which makes it difficult to mount the system on a quadcopter with limited payloads or an autonomous robot with low computational power. On the other hand, the antenna of an insect is composed of several olfactory receptors; thus, a single antenna responds to multiple odorants. Therefore, a system for discriminating between multiple odorants from the electroantennogram (EAG) signal of a single antenna of an insect is proposed. An antenna of an adult male silkmoth is employed; the silkmoth antenna exhibits an electric potential change when detecting an odor, but the difference in the EAG amplitude and recovery time depends on the type of odorant. Since EAG is a type of neural signal, it is difficult to perform odor discrimination by simply setting the threshold, because it drifts due to noise. Therefore, the Hodgkin-Huxley model (HH model) was applied to the raw EAG signal as a dynamic filter, and the spike firing rate of the output value was calculated using the HH model. Then, the odorants were discriminated against based on the magnitude of the spike firing rate. A series of signal processing was implemented in a microcontroller, and the experiments indicated that all antennae demonstrated a discrimination performance of 90<inline-formula><tex-math notation="LaTeX">\%</tex-math></inline-formula> or more.</description><subject>Antenna measurements</subject><subject>Antennas</subject><subject>Chemical and biological sensors</subject><subject>Discrimination</subject><subject>Electric potential</subject><subject>electroantennogram (EAG)</subject><subject>Hodgkin–Huxley (HH) model</subject><subject>Insects</subject><subject>Microcontrollers</subject><subject>Odorants</subject><subject>Odors</subject><subject>Payloads</subject><subject>Real time</subject><subject>real-time odor discrimination</subject><subject>Recovery time</subject><subject>Sensor arrays</subject><subject>Sensor systems</subject><subject>Signal processing</subject><subject>Spikes</subject><issn>2475-1472</issn><issn>2475-1472</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkE1rAjEQhkNpoWL9A-0l0PPaycdmE-hFrLaCVKh6DjHJlohm7WY99N83VimFYWYO887M-yB0T2BICKin-XLyvhxSoDBkQLkAcYV6lFdlQXhFr__1t2iQ0hYAiKQVMOih5w9vdsUq7D1euKbFLyHZNuxDNF1oIl6nED_xMqedx6PY-RgNbmo8i8nb7g7d1GaX_OBS-2g9nazGb8V88Tobj-aFZUx1BTWOO-WcsI4KAdYLULI20nvLJKFUbpgg-X1eOulUZdimPIWiZENEWVesjx7Pew9t83X0qdPb5tjGfFJTnr2VHCTLU_Q8ZdsmpdbX-pCdmPZbE9AnUPoXlD6B0hdQWfRwFgXv_Z9AUQAJwH4AZMliEA</recordid><startdate>20201001</startdate><enddate>20201001</enddate><creator>Shigaki, Shunsuke</creator><creator>Ohashi, Hirono</creator><creator>Sakurai, Takeshi</creator><creator>Shimizu, Masahiro</creator><creator>Hosoda, Koh</creator><creator>Kurabayashi, Daisuke</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>8FD</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0001-5303-7200</orcidid><orcidid>https://orcid.org/0000-0002-3533-0750</orcidid><orcidid>https://orcid.org/0000-0002-3186-6531</orcidid><orcidid>https://orcid.org/0000-0001-8392-1021</orcidid><orcidid>https://orcid.org/0000-0002-5689-1338</orcidid><orcidid>https://orcid.org/0000-0003-1160-1234</orcidid></search><sort><creationdate>20201001</creationdate><title>Real-Time Odor Discrimination Using Single Antenna of Insect</title><author>Shigaki, Shunsuke ; Ohashi, Hirono ; Sakurai, Takeshi ; Shimizu, Masahiro ; Hosoda, Koh ; Kurabayashi, Daisuke</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c339t-2ad4d9dd6cd2660ce6098fa8eec381228b36120245d8d97a3b53b53921b165f73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Antenna measurements</topic><topic>Antennas</topic><topic>Chemical and biological sensors</topic><topic>Discrimination</topic><topic>Electric potential</topic><topic>electroantennogram (EAG)</topic><topic>Hodgkin–Huxley (HH) model</topic><topic>Insects</topic><topic>Microcontrollers</topic><topic>Odorants</topic><topic>Odors</topic><topic>Payloads</topic><topic>Real time</topic><topic>real-time odor discrimination</topic><topic>Recovery time</topic><topic>Sensor arrays</topic><topic>Sensor systems</topic><topic>Signal processing</topic><topic>Spikes</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shigaki, Shunsuke</creatorcontrib><creatorcontrib>Ohashi, Hirono</creatorcontrib><creatorcontrib>Sakurai, Takeshi</creatorcontrib><creatorcontrib>Shimizu, Masahiro</creatorcontrib><creatorcontrib>Hosoda, Koh</creatorcontrib><creatorcontrib>Kurabayashi, Daisuke</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEEE sensors letters</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Shigaki, Shunsuke</au><au>Ohashi, Hirono</au><au>Sakurai, Takeshi</au><au>Shimizu, Masahiro</au><au>Hosoda, Koh</au><au>Kurabayashi, Daisuke</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Real-Time Odor Discrimination Using Single Antenna of Insect</atitle><jtitle>IEEE sensors letters</jtitle><stitle>LSENS</stitle><date>2020-10-01</date><risdate>2020</risdate><volume>4</volume><issue>10</issue><spage>1</spage><epage>4</epage><pages>1-4</pages><issn>2475-1472</issn><eissn>2475-1472</eissn><coden>ISLECD</coden><abstract>In this letter, a system that discriminates between two odorants in real-time with a single antenna of an insect was constructed. In previous studies, odorants were discriminated through arraying multiple types of sensors. However, the use of a sensor array enlarges the entire system and requires complex signal processing, which makes it difficult to mount the system on a quadcopter with limited payloads or an autonomous robot with low computational power. On the other hand, the antenna of an insect is composed of several olfactory receptors; thus, a single antenna responds to multiple odorants. Therefore, a system for discriminating between multiple odorants from the electroantennogram (EAG) signal of a single antenna of an insect is proposed. An antenna of an adult male silkmoth is employed; the silkmoth antenna exhibits an electric potential change when detecting an odor, but the difference in the EAG amplitude and recovery time depends on the type of odorant. Since EAG is a type of neural signal, it is difficult to perform odor discrimination by simply setting the threshold, because it drifts due to noise. Therefore, the Hodgkin-Huxley model (HH model) was applied to the raw EAG signal as a dynamic filter, and the spike firing rate of the output value was calculated using the HH model. Then, the odorants were discriminated against based on the magnitude of the spike firing rate. A series of signal processing was implemented in a microcontroller, and the experiments indicated that all antennae demonstrated a discrimination performance of 90<inline-formula><tex-math notation="LaTeX">\%</tex-math></inline-formula> or more.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/LSENS.2020.3024606</doi><tpages>4</tpages><orcidid>https://orcid.org/0000-0001-5303-7200</orcidid><orcidid>https://orcid.org/0000-0002-3533-0750</orcidid><orcidid>https://orcid.org/0000-0002-3186-6531</orcidid><orcidid>https://orcid.org/0000-0001-8392-1021</orcidid><orcidid>https://orcid.org/0000-0002-5689-1338</orcidid><orcidid>https://orcid.org/0000-0003-1160-1234</orcidid></addata></record> |
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subjects | Antenna measurements Antennas Chemical and biological sensors Discrimination Electric potential electroantennogram (EAG) Hodgkin–Huxley (HH) model Insects Microcontrollers Odorants Odors Payloads Real time real-time odor discrimination Recovery time Sensor arrays Sensor systems Signal processing Spikes |
title | Real-Time Odor Discrimination Using Single Antenna of Insect |
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