Experimental Demonstration of Single-Channel EEG Signal Using 32 × 32 Pixel OLED Screen and Camera
Currently, the radiofrequency (RF)-based wireless technology deployed in electroencephalography (EEG) to diagnose brain diseases suffers from frequency spectrum and electromagnetic interference, and might also have adverse effects on the health of patients and equipment used in hospitals, especially...
Saved in:
| Published in | Electronics (Basel) Vol. 8; no. 7; p. 734 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Basel
MDPI AG
01.07.2019
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 2079-9292 2079-9292 |
| DOI | 10.3390/electronics8070734 |
Cover
| Abstract | Currently, the radiofrequency (RF)-based wireless technology deployed in electroencephalography (EEG) to diagnose brain diseases suffers from frequency spectrum and electromagnetic interference, and might also have adverse effects on the health of patients and equipment used in hospitals, especially in RF-restricted zones like intensive care units (ICUs). Optical wireless communication (OWC), specifically visible light communication (VLC), is featured in 5G network to complement the radiofrequency (RF) technologies due to the fact that huge unlicensed bandwidth and available infrastructure, both indoor and outdoor, reduces the implementation cost. The conventional VLC systems deploy photodiodes as receivers, requiring hardware and infrastructure modifications in addition to smaller field of view (FOV), but the use of cameras reduce the infrastructure cost due to inbuilt filters and a wider FOV coverage gives the ability to scale a larger area. The wider FOV and the movement of camera rotation, without any additional adjustments to maintain the line-of-sight (LOS), allows the patient to be anywhere within the room and FOV. This paper demonstrates a novel healthcare system for EEG using visible light optical camera communication (VL-OCC), where a 32 × 32 pixel OLED screen acts as transmitter and the receiver section consists of several different cameras such as digital single-lens reflex camera (DLSR), android smartphone, and Thorlabs camera. The experiments were performed in LOS deploying on-off keying (OOK) modulation at several distant measurements to determine the system reliability and stability through bit error rate (BER) performance. The proposed system results depict that the DSLR camera outperforms the smartphone and Thorlabs cameras, as it is capable of transmitting an error free bit rate of 2.8 kbps at 30 fps up to 5.5 m. |
|---|---|
| AbstractList | Currently, the radiofrequency (RF)-based wireless technology deployed in electroencephalography (EEG) to diagnose brain diseases suffers from frequency spectrum and electromagnetic interference, and might also have adverse effects on the health of patients and equipment used in hospitals, especially in RF-restricted zones like intensive care units (ICUs). Optical wireless communication (OWC), specifically visible light communication (VLC), is featured in 5G network to complement the radiofrequency (RF) technologies due to the fact that huge unlicensed bandwidth and available infrastructure, both indoor and outdoor, reduces the implementation cost. The conventional VLC systems deploy photodiodes as receivers, requiring hardware and infrastructure modifications in addition to smaller field of view (FOV), but the use of cameras reduce the infrastructure cost due to inbuilt filters and a wider FOV coverage gives the ability to scale a larger area. The wider FOV and the movement of camera rotation, without any additional adjustments to maintain the line-of-sight (LOS), allows the patient to be anywhere within the room and FOV. This paper demonstrates a novel healthcare system for EEG using visible light optical camera communication (VL-OCC), where a 32 × 32 pixel OLED screen acts as transmitter and the receiver section consists of several different cameras such as digital single-lens reflex camera (DLSR), android smartphone, and Thorlabs camera. The experiments were performed in LOS deploying on-off keying (OOK) modulation at several distant measurements to determine the system reliability and stability through bit error rate (BER) performance. The proposed system results depict that the DSLR camera outperforms the smartphone and Thorlabs cameras, as it is capable of transmitting an error free bit rate of 2.8 kbps at 30 fps up to 5.5 m. |
| Author | Dai, Xuewu Saatchi, Reza Aggarwal, Geetika Binns, Richard Sikandar, Ajay |
| Author_xml | – sequence: 1 givenname: Geetika orcidid: 0000-0002-8338-2504 surname: Aggarwal fullname: Aggarwal, Geetika – sequence: 2 givenname: Xuewu orcidid: 0000-0003-3540-2168 surname: Dai fullname: Dai, Xuewu – sequence: 3 givenname: Reza orcidid: 0000-0002-2266-0187 surname: Saatchi fullname: Saatchi, Reza – sequence: 4 givenname: Richard surname: Binns fullname: Binns, Richard – sequence: 5 givenname: Ajay surname: Sikandar fullname: Sikandar, Ajay |
| BookMark | eNqNUM1KAzEQDlLBWvsCngKeV7NJ9idHadcqFCq0npdsOlu3pMmabLF9Eh_IFzO1HkRBnMPMMPN98_Odo56xBhC6jMk1Y4LcgAbVOWsa5XOSkYzxE9SnJBORoIL2vuVnaOj9mgQTMcsZ6SNV7FpwzQZMJzUew8Ya3znZNdZgW-N5Y1YaotGzNAY0LopJKK1MgD750MKM4ve3g39sdqE_mxZjPFcOwGBplngkN-DkBTqtpfYw_IoDtLgrFqP7aDqbPIxup5GijPMo5UQwlghVxZzwXCTZMk14zUjKY1lRLrKUyyWFrOYVCddXleREMZqpWFUC2ACx49itaeX-VWpdtuEz6fZlTMqDUuVvpQLr6shqnX3Zgu_Ktd268KEvacJzJngq0oDKjyjlrPcO6lI13adKQaxG_72A_qD-46oPsU-P5g |
| CitedBy_id | crossref_primary_10_1109_JLT_2024_3512602 |
| Cites_doi | 10.1109/JSAC.2015.2432511 10.1109/PerCom.2014.6813951 10.1109/JPHOT.2016.2555582 10.1109/TNSRE.2016.2523565 10.1109/JSEN.2015.2471183 10.1109/ICTC.2018.8539582 10.1109/MNET.2014.6963803 10.1109/ICTC.2017.8190758 10.1177/1550147718770153 10.1109/CSCN.2015.7390429 10.1515/jaiscr-2017-0003 10.1109/JSAC.2015.2432491 10.1109/JPHOT.2014.2352620 10.1109/ICOSP.2014.7015401 10.1364/OE.25.000713 10.1109/ICUFN.2013.6614861 10.1109/CCNC.2015.7157954 10.1109/ASSCC.2014.7008849 10.1109/ICUFN.2015.7182496 10.1109/LPT.2013.2244879 10.1155/2018/7680780 10.1007/978-981-13-2035-4_14 10.1016/j.scs.2017.12.018 10.1109/JIOT.2017.2717704 10.1016/j.image.2018.08.009 10.1016/j.comcom.2017.10.003 10.1109/JSEN.2015.2453200 10.1109/TBME.2015.2478406 10.1109/TNSRE.2016.2516029 10.1177/1550147718779562 10.1109/TBME.2014.2347318 10.5617/jeb.437 10.1109/MWC.2017.1600254WC 10.4015/S1016237212500123 10.1109/TBCAS.2014.2316224 10.1109/MCOM.2018.1700210 10.1109/JSEN.2015.2506907 10.1109/JPHOT.2015.2476757 10.1007/s11276-017-1461-x |
| ContentType | Journal Article |
| 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. |
| Copyright_xml | – notice: 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. |
| DBID | AAYXX CITATION 7SP 8FD 8FE 8FG ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO HCIFZ L7M P5Z P62 PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS ADTOC UNPAY |
| DOI | 10.3390/electronics8070734 |
| DatabaseName | CrossRef Electronics & Communications Abstracts Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials Local Electronic Collection Information ProQuest Central Technology collection ProQuest One Community College ProQuest Central SciTech Premium Collection Advanced Technologies Database with Aerospace Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Unpaywall for CDI: Periodical Content Unpaywall |
| DatabaseTitle | CrossRef Publicly Available Content Database Advanced Technologies & Aerospace Collection Technology Collection Technology Research Database ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest One Academic Eastern Edition Electronics & Communications Abstracts ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Technology Collection ProQuest SciTech Collection ProQuest Central China ProQuest Central Advanced Technologies & Aerospace Database ProQuest One Applied & Life Sciences ProQuest One Academic UKI Edition ProQuest Central Korea ProQuest Central (New) ProQuest One Academic Advanced Technologies Database with Aerospace ProQuest One Academic (New) |
| DatabaseTitleList | Publicly Available Content Database CrossRef |
| Database_xml | – sequence: 1 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository – sequence: 2 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 2079-9292 |
| ExternalDocumentID | 10.3390/electronics8070734 10_3390_electronics8070734 |
| GroupedDBID | 5VS 8FE 8FG AAYXX ADMLS AFKRA ALMA_UNASSIGNED_HOLDINGS ARAPS BENPR BGLVJ CCPQU CITATION HCIFZ IAO KQ8 MODMG M~E OK1 P62 PHGZM PHGZT PIMPY PQGLB PROAC 7SP 8FD ABUWG AZQEC DWQXO L7M PKEHL PQEST PQQKQ PQUKI PRINS ADTOC IPNFZ ITC RIG UNPAY |
| ID | FETCH-LOGICAL-c2344-64093359cb14048957d654f30641ab249764ad2e7f4b0383bba40c327c1cb9e3 |
| IEDL.DBID | BENPR |
| ISSN | 2079-9292 |
| IngestDate | Sun Oct 26 04:11:24 EDT 2025 Sun Oct 05 00:05:31 EDT 2025 Thu Oct 16 04:44:11 EDT 2025 Thu Apr 24 22:59:55 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 7 |
| Language | English |
| License | cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c2344-64093359cb14048957d654f30641ab249764ad2e7f4b0383bba40c327c1cb9e3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0002-8338-2504 0000-0003-3540-2168 0000-0002-2266-0187 |
| OpenAccessLink | https://www.proquest.com/docview/2548394696?pq-origsite=%requestingapplication%&accountid=15518 |
| PQID | 2548394696 |
| PQPubID | 2032404 |
| ParticipantIDs | unpaywall_primary_10_3390_electronics8070734 proquest_journals_2548394696 crossref_citationtrail_10_3390_electronics8070734 crossref_primary_10_3390_electronics8070734 |
| PublicationCentury | 2000 |
| PublicationDate | 2019-07-01 |
| PublicationDateYYYYMMDD | 2019-07-01 |
| PublicationDate_xml | – month: 07 year: 2019 text: 2019-07-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationPlace | Basel |
| PublicationPlace_xml | – name: Basel |
| PublicationTitle | Electronics (Basel) |
| PublicationYear | 2019 |
| Publisher | MDPI AG |
| Publisher_xml | – name: MDPI AG |
| References | ref_50 Chow (ref_15) 2015; 7 Nezhad (ref_1) 2013; 4 Takai (ref_14) 2014; 6 ref_13 ref_12 ref_11 Cao (ref_18) 2017; 24 ref_52 ref_51 Lin (ref_25) 2014; 8 Teli (ref_43) 2018; 68 Huang (ref_27) 2015; 62 Cao (ref_16) 2018; 56 ref_24 ref_23 Kaiwartya (ref_21) 2018; 5 Khasawneh (ref_20) 2018; 24 Ng (ref_38) 2012; 24 Haigh (ref_10) 2013; 25 Yu (ref_28) 2016; 24 Farhan (ref_22) 2018; 38 Deka (ref_40) 2018; Volume 899 ref_36 ref_35 ref_34 ref_33 ref_32 Mihajlovic (ref_31) 2015; 25 Shahjalal (ref_48) 2018; 2018 Haigh (ref_9) 2015; 33 ref_39 Dhatchayeny (ref_3) 2015; 15 Rachim (ref_4) 2017; 25 Xu (ref_30) 2016; 24 ref_37 Aliyu (ref_19) 2018; 118 ref_47 ref_44 Ong (ref_7) 2015; 16 Goverdovsky (ref_29) 2016; 16 ref_42 ref_41 ref_2 Goto (ref_6) 2016; 8 Prasad (ref_17) 2017; 7 ref_49 ref_8 Yamazato (ref_45) 2015; 33 ref_5 Lee (ref_26) 2016; 63 Wu (ref_46) 2014; 28 |
| References_xml | – volume: 25 start-page: 615 year: 2015 ident: ref_31 article-title: 1.4-Mb/s white organic LED transmission system using discrete multitone modulation; Wearable, Wireless EEg solutions in Daily Life Applications: What we are missing? publication-title: IEEE J. Biomed. Health Inform. – volume: 33 start-page: 1793 year: 2015 ident: ref_45 article-title: Vehicle motion and pixel illumination modeling for image sensor based visible light communication publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/JSAC.2015.2432511 – ident: ref_13 doi: 10.1109/PerCom.2014.6813951 – ident: ref_32 – ident: ref_51 – volume: 8 start-page: 1 year: 2016 ident: ref_6 article-title: A new automotive VLC system using optical communication image sensor publication-title: IEEE Photonic J. doi: 10.1109/JPHOT.2016.2555582 – volume: 24 start-page: 901 year: 2016 ident: ref_30 article-title: Endogenous sensory discrimination and selection by a fast brain switch for a high transfer rate brain-computer interface publication-title: IEEE Trans. Neural Syst. Rehab. Eng. doi: 10.1109/TNSRE.2016.2523565 – volume: 16 start-page: 271 year: 2016 ident: ref_29 article-title: In-ear EEG from viscoelastic generic earpieces: Robust and unobtrusive 24/7 monitoring publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2015.2471183 – ident: ref_2 doi: 10.1109/ICTC.2018.8539582 – volume: 28 start-page: 41 year: 2014 ident: ref_46 article-title: Visible light communications for 5Gwireless networking systems: From fixed to mobile communications publication-title: IEEE Netw. doi: 10.1109/MNET.2014.6963803 – ident: ref_35 – ident: ref_41 doi: 10.1109/ICTC.2017.8190758 – ident: ref_23 – ident: ref_42 doi: 10.1177/1550147718770153 – ident: ref_5 doi: 10.1109/CSCN.2015.7390429 – volume: 7 start-page: 33 year: 2017 ident: ref_17 article-title: A new mechanism for data visualization with TSK-type preprocessed collaborative fuzzy rule based system publication-title: J. Artif. Intell. Soft Comput. Res. doi: 10.1515/jaiscr-2017-0003 – ident: ref_8 – volume: 33 start-page: 1819 year: 2015 ident: ref_9 article-title: Wavelength-multiplexed polymer LEDs: Towards 55 Mb/s organic visible light communications publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/JSAC.2015.2432491 – volume: 6 start-page: 1 year: 2014 ident: ref_14 article-title: Optical vehicle-to-vehicle communication system using LED transmitter and camera receiver publication-title: IEEE Photonic J. doi: 10.1109/JPHOT.2014.2352620 – ident: ref_52 – ident: ref_24 doi: 10.1109/ICOSP.2014.7015401 – volume: 25 start-page: 713 year: 2017 ident: ref_4 article-title: Demonstration of long-distance hazard-free wearable monitioring system using mobile phone visible light publication-title: Opt. Express doi: 10.1364/OE.25.000713 – ident: ref_12 doi: 10.1109/ICUFN.2013.6614861 – ident: ref_11 doi: 10.1109/CCNC.2015.7157954 – ident: ref_49 doi: 10.1109/ASSCC.2014.7008849 – ident: ref_44 doi: 10.1109/ICUFN.2015.7182496 – volume: 25 start-page: 615 year: 2013 ident: ref_10 article-title: 1.4-Mb/s white organic LED transmission system using discrete multitone modulation publication-title: IEEE Photonic Technol. Lett. doi: 10.1109/LPT.2013.2244879 – volume: 2018 start-page: 7680780 year: 2018 ident: ref_48 article-title: An implementation approach and performance analysis of image sensor based multilateral indoor localization and navigation system publication-title: Wirel. Commun. Mob. Comput. doi: 10.1155/2018/7680780 – volume: Volume 899 start-page: 152 year: 2018 ident: ref_40 article-title: Wireless EEG signal transmission using visible light optical camera communication publication-title: Applications of Computing and Communication Technologies doi: 10.1007/978-981-13-2035-4_14 – volume: 38 start-page: 195 year: 2018 ident: ref_22 article-title: Towards green computing for Internet of things: Energy oriented path and message scheduling approach publication-title: Sustain. Cities Soc. doi: 10.1016/j.scs.2017.12.018 – volume: 5 start-page: 571 year: 2018 ident: ref_21 article-title: Virtualization in wireless sensor networks: Fault tolerant embedding for internet of things publication-title: IEEE Internet Things J. doi: 10.1109/JIOT.2017.2717704 – ident: ref_34 – volume: 68 start-page: 241 year: 2018 ident: ref_43 article-title: Selective capture based high-speed optical vehicular signaling system publication-title: Signal Process. Image Commun. doi: 10.1016/j.image.2018.08.009 – ident: ref_47 – volume: 118 start-page: 93 year: 2018 ident: ref_19 article-title: Towards video streaming in IoT Environments: Vehicular communication perspective publication-title: Comput. Commun. doi: 10.1016/j.comcom.2017.10.003 – volume: 15 start-page: 5386 year: 2015 ident: ref_3 article-title: Experimental biomedical EEG signal transmission using VLC publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2015.2453200 – volume: 63 start-page: 138 year: 2016 ident: ref_26 article-title: Self-adhesive and capacitive carbon nanotube-based electrode to record electroencephalograph signals from the hairy scalp publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2015.2478406 – volume: 24 start-page: 806 year: 2016 ident: ref_28 article-title: An inflatable and wearable wireless system for making 32-channel electroencephalogram measurements publication-title: IEEE Trans. Neural Syst. Rehab. Eng. doi: 10.1109/TNSRE.2016.2516029 – ident: ref_37 – ident: ref_39 doi: 10.1177/1550147718779562 – volume: 62 start-page: 256 year: 2015 ident: ref_27 article-title: Novel active comb-shaped dry electrode for EEG measurement in hairy site publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2014.2347318 – volume: 4 start-page: 62 year: 2013 ident: ref_1 article-title: Improvement of wireless transmission system performance for EEG signals based on development of scalar quantization publication-title: J. Electr. Bioimpedance doi: 10.5617/jeb.437 – volume: 24 start-page: 66 year: 2017 ident: ref_18 article-title: Toward efficient, scalable, and coordinated on-the-move EV charging management publication-title: IEEE Wirel. Commun. doi: 10.1109/MWC.2017.1600254WC – ident: ref_50 – ident: ref_33 – volume: 24 start-page: 155 year: 2012 ident: ref_38 article-title: VLC-based medical healthcare information system publication-title: Biomed. Eng. Appl. Basis Commun. doi: 10.4015/S1016237212500123 – volume: 8 start-page: 165 year: 2014 ident: ref_25 article-title: Wireless and wearable EEG system for evaluating driver vigilance publication-title: IEEE Trans. Biomed. Circuits Syst. doi: 10.1109/TBCAS.2014.2316224 – volume: 56 start-page: 150 year: 2018 ident: ref_16 article-title: Mobile edge computing for big-data-enabled electric vehicle charging publication-title: IEEE Commun. Mag. doi: 10.1109/MCOM.2018.1700210 – volume: 16 start-page: 1508 year: 2015 ident: ref_7 article-title: Long range VLC temperature monitoring system using CMOS of mobile camera publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2015.2506907 – volume: 7 start-page: 7903607 year: 2015 ident: ref_15 article-title: Enhancement of signal performance in LED visible light communications using mobile phone camera publication-title: IEEE Photonic J. doi: 10.1109/JPHOT.2015.2476757 – ident: ref_36 – volume: 24 start-page: 2061 year: 2018 ident: ref_20 article-title: A reliable energy-efficient pressure-based routing protocol for underwater wireless sensor network publication-title: Wirel. Netw. doi: 10.1007/s11276-017-1461-x |
| SSID | ssj0000913830 |
| Score | 2.1122239 |
| Snippet | Currently, the radiofrequency (RF)-based wireless technology deployed in electroencephalography (EEG) to diagnose brain diseases suffers from frequency... |
| SourceID | unpaywall proquest crossref |
| SourceType | Open Access Repository Aggregation Database Enrichment Source Index Database |
| StartPage | 734 |
| SubjectTerms | Bit error rate Brain research Cameras Digital cameras Electrodes Electroencephalography Electromagnetic interference Field of view Frequency spectrum Infrastructure Light emitting diodes Line of sight Medical research On-Off Keying Optical communication Photodiodes Pixels Radio frequency Single lens reflex Smartphones System reliability Transmitters Wireless communications Wireless networks |
| SummonAdditionalLinks | – databaseName: Unpaywall dbid: UNPAY link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3LTuMwFLWgLIAF7xFlmJEX7CAkTuw4XiEEYarRCCq1SLCKbMceIUKoaMvrR_ig-TGumxQ6jIQGNlkkdpToXsfnOMfnIrQFaZInQlMvCGziUSNgzDGmPE4MFXHCNBA4p7Y4jlun9OcZO6u1Of1aVglU_GL0kQ4DLjyYv0M_8bnPI-r3crt3Wy8kAfMgnLjfTNNoJmYAxRto5vS4vX_uCsqNu1YbZSKg9v5rYZl-4lxuIvr3ZPSKMGeHZU8-3MmimJhsjhariqr9kUeh05hc7g4Halc_vnFw_PR7LKGFGobi_SpvltGUKVfQ_IQ54SrS6YT5Pz40Vw5JVvmCry3uQKPCeG53QmkKnKY_4NRvd9ORCgFHIf7z5I7ti3u4fvIrPcQd7VQ-WJY5PpBuNWwNdY_S7kHLq0syeDqMKPVi6lZAmNDK2fIk8NB5zKh1NIZIBVSOx1TmoeGWqgDIr1KSBjoKuSZaCRN9QY3yujTrCFvNGQutJUQGlGuVQJ6Q3PLACs0Il01ExqHJdG1X7qpmFBnQFhfO7N9wNtH2S59eZdbxbuvNccSzeuD2M-DLABlpLOIm2nnJgv-428bHmn9FcwC9RCX83USNwc3QfAN4M1Df6yR-Bu3f9n4 priority: 102 providerName: Unpaywall |
| Title | Experimental Demonstration of Single-Channel EEG Signal Using 32 × 32 Pixel OLED Screen and Camera |
| URI | https://www.proquest.com/docview/2548394696 https://www.mdpi.com/2079-9292/8/7/734/pdf?version=1561719579 |
| UnpaywallVersion | publishedVersion |
| Volume | 8 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 2079-9292 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913830 issn: 2079-9292 databaseCode: KQ8 dateStart: 20120101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVEBS databaseName: Inspec with Full Text customDbUrl: eissn: 2079-9292 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000913830 issn: 2079-9292 databaseCode: ADMLS dateStart: 20170101 isFulltext: true titleUrlDefault: https://www.ebsco.com/products/research-databases/inspec-full-text providerName: EBSCOhost – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2079-9292 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913830 issn: 2079-9292 databaseCode: M~E dateStart: 20120101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 2079-9292 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913830 issn: 2079-9292 databaseCode: BENPR dateStart: 20120301 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Technology Collection customDbUrl: eissn: 2079-9292 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000913830 issn: 2079-9292 databaseCode: 8FG dateStart: 20120301 isFulltext: true titleUrlDefault: https://search.proquest.com/technologycollection1 providerName: ProQuest |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT9wwEB6xywF6qPqgYltAPnArEXnYcXJAFYUsCNHtioe0PUW2Y1eV0uyWh6CX_o3-oP4xZjbJ7lZIiEskJ44PM37MN575BmAbp0mRpIZ7vu8Sj9sU15wQ2pOB5WmcCIMAjqItBvHxJT8ZidESDNpcGAqrbPfE6UZdjA35yHcRyOBZjmAu_jT55VHVKLpdbUtoqKa0QrE3pRjrwHJIzFhdWP6cDYZnM68LsWAmkV9nz0SI93fn1WauE6K-ifj_J9Tc7Fy5rSbq950qy4UTqP8KXjamI9uvdf0almz1Bl4sEAq-BZMtEPazQ_uTrL9ax2zs2Dl2Kq1HGQWVLVmWHeGr7zToNHKARSH795eewx_3-P3raXbIzg1F5jBVFexAkQdrDS762cXBsdeUUfBMGHHuxZy8FiI1mqh0klTIIhbcEfQIlEb4JWOuitBKx7WP0tFacd9EoTSB0amN3kG3Gld2HZgzUojQuSBQPpdGJ6jboHDSd6kRgVQ9CFrJ5aahGKdKF2WOUIOknT-Wdg8-zv6Z1AQbT_beaBWSN4vtOp9PjR7szJT0jNHePz3aB1hF8yitg3M3oHtzdWs30QS50VvQSfpHW83swtaXPxm2LgfD_W8PoVjgQg |
| linkProvider | ProQuest |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Nb9QwEB2V7aFwQHyKhQI-wAmiJrGdxIcKQTdlS5eloovUW2Q7NkIK2YVtVfpL-DWc-GPMbJLdRUgVl15ySJw5jJ_jec7MPIBnCJMyU1YEYeizQDiFa05KE6SREyrJpEUCR9kW42T4Sbw7kScb8KurhaG0yu6buPhQl1NLZ-Q7SGRwL0cyl7yafQtINYr-rnYSGrqVVih3Fy3G2sKOQ3dxjhRuvnswwPl-Hsf7-WRvGLQqA4GNuRBBIojUS2UNdZrJlEzLRApPkXmkDbKTNBG6jF3qhQmRzxmjRWh5nNrIGuU4mr0Gm4LjwB5svsnHRx-XhzzUdDPjYVOsw7kKd1biNvOMOu1w8feGuIpyt87qmb4411W1tuHt34KbbaTKXjfQug0brr4DN9b6F94Fm6_pA7CB-0rBZgMpNvXsGAdVLqAChtpVLM_f4q3PZHSRqMB4zH7_pOvRlx_4_MMoH7BjS4lATNcl29N0YHYPJlfhz_vQq6e1ewDM21TK2Pso0qFIrckQSlHp09ArK6NU9yHqPFfYtqM5CWtUBTIb8nbxr7f78GL5zqzp53Hp6O1uQop2bc-LFRL78HI5Sf9h7eHl1p7C1nDyflSMDsaHj-A6RmaqyQveht7p9zP3GKOfU_OkxRiD4opR_Qf0FBZm |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1NT9wwEB1RkFp6qOiXui1tfYBTG20-7Dg-VFXFZoGCKBJU4hbZjl1VCtltF0T5JfwWzv1jndkku4uQUC9cckicOYyf43nOzBuADYRJmSnLgzD0WcCdwjUnhAlk5LhKM2GRwFG2xUG6851_PREnS3Dd1cJQWmX3TZx-qMuRpTPyPhIZ3MuRzKV936ZFHA6Gn8e_AuogRX9au3YaDUT23OUF0rfJp90BzvVmHA_z462doO0wENg44TxIORF6oawhlZlMCVmmgnuKyiNtkJnIlOsydtJzEyKXM0bz0CaxtJE1yiVo9gGsSBJxpyL14fbseIfkNrMkbMp0kkSF_Xlbm0lGGjsJv7kVzuPbR-f1WF9e6Kpa2OqGa_CkjVHZlwZUT2HJ1c_g8YJy4XOw-UJnADZwpxRmNmBiI8-OcFDlAipdqF3F8nwbb_0go9MUBZbE7O8VXQ9__sHn3_bzATuylALEdF2yLU1HZS_g-D68-RKW61HtXgHzVgoRex9FOuTSmgxBFJVehl5ZEUndg6jzXGFbLXNqqVEVyGnI28Vtb_fgw-ydcaPkcefo9W5CinZVT4o5BnvwcTZJ_2Ht9d3W3sNDxHKxv3uw9wZWMSRTTULwOiyf_T53bzHsOTPvpgBjUNwzoP8BVuwUAA |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3LTuMwFLWgLIAF7xFlmJEX7CAkTuw4XiEEYarRCCq1SLCKbMceIUKoaMvrR_ig-TGumxQ6jIQGNlkkdpToXsfnOMfnIrQFaZInQlMvCGziUSNgzDGmPE4MFXHCNBA4p7Y4jlun9OcZO6u1Of1aVglU_GL0kQ4DLjyYv0M_8bnPI-r3crt3Wy8kAfMgnLjfTNNoJmYAxRto5vS4vX_uCsqNu1YbZSKg9v5rYZl-4lxuIvr3ZPSKMGeHZU8-3MmimJhsjhariqr9kUeh05hc7g4Halc_vnFw_PR7LKGFGobi_SpvltGUKVfQ_IQ54SrS6YT5Pz40Vw5JVvmCry3uQKPCeG53QmkKnKY_4NRvd9ORCgFHIf7z5I7ti3u4fvIrPcQd7VQ-WJY5PpBuNWwNdY_S7kHLq0syeDqMKPVi6lZAmNDK2fIk8NB5zKh1NIZIBVSOx1TmoeGWqgDIr1KSBjoKuSZaCRN9QY3yujTrCFvNGQutJUQGlGuVQJ6Q3PLACs0Il01ExqHJdG1X7qpmFBnQFhfO7N9wNtH2S59eZdbxbuvNccSzeuD2M-DLABlpLOIm2nnJgv-428bHmn9FcwC9RCX83USNwc3QfAN4M1Df6yR-Bu3f9n4 |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Experimental+Demonstration+of+Single-Channel+EEG+Signal+Using+32+%C3%97+32+Pixel+OLED+Screen+and+Camera&rft.jtitle=Electronics+%28Basel%29&rft.au=Aggarwal%2C+Geetika&rft.au=Dai%2C+Xuewu&rft.au=Saatchi%2C+Reza&rft.au=Binns%2C+Richard&rft.date=2019-07-01&rft.issn=2079-9292&rft.eissn=2079-9292&rft.volume=8&rft.issue=7&rft.spage=734&rft_id=info:doi/10.3390%2Felectronics8070734&rft.externalDBID=n%2Fa&rft.externalDocID=10_3390_electronics8070734 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2079-9292&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2079-9292&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2079-9292&client=summon |