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Closed-Loop Spatial and Temporal Control of Cavitation Activity With Passive Acoustic Mapping
Ultrasonically actuated microbubble oscillations hold great promise for minimally invasive therapeutic interventions. However for their successful translation to the clinic, real-time methods to control the amplitude and type of micro-bubble oscillations (stable versus inertial acoustic cavitation)...
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Published in: | IEEE transactions on biomedical engineering 2019-07, Vol.66 (7), p.2022-2031 |
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creator | Patel, Arpit Schoen, Scott J. Arvanitis, Costas D. |
description | Ultrasonically actuated microbubble oscillations hold great promise for minimally invasive therapeutic interventions. However for their successful translation to the clinic, real-time methods to control the amplitude and type of micro-bubble oscillations (stable versus inertial acoustic cavitation) and ensure that cavitation occurs within the targeted region are needed. In this paper, we propose a real-time nonlinear state controller that uses specific frequency bands of the microbubble acoustic emissions (harmonic, ultra-harmonic, etc.) to control cavitation activity (observer states). To attain both spatial and temporal controls of cavitation activity with high signal-to-noise ratio (SNR), we implement a controller using fast frequency-selective passive acoustic mapping (PAM) based on the angular spectrum approach. The controller includes safety states based on the recorded broadband signal level and is able to reduce the sensing inaccuracy with the inclusion of multiple frequency bands. In its simplest implementation, the controller uses the peak intensity of the passive acoustic maps, reconstructed using the third harmonic (4.896 ± 0.019 MHz) of the excitation frequency. Our results show that the proposed real-time nonlinear state controller-based PAM is able to reach the targeted level of observer state (harmonic emissions) in less than 6 s and remain within 10% of tolerance for the duration of the experiment (45 s). Similar response was observed using the acoustic emissions from single element passive cavitation detection, albeit with higher susceptibility to background noise and lack of spatial information. Importantly, the proposed PAM-based controller was able to control cavitation activity with spatial selectivity when cavitation existed simultaneously in multiple regions. The robustness of the controller is demonstrated using a range of controller parameters, multiple observer states concurrently (harmonic, ultra-harmonic, and broadband), noise levels (-6 to 12 dB SNR), and bubble concentrations (0.3-180 × 10 3 bubbles per microliter). Under preclinical and clinical conditions, more research in this direction is warranted. |
doi_str_mv | 10.1109/TBME.2018.2882337 |
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However for their successful translation to the clinic, real-time methods to control the amplitude and type of micro-bubble oscillations (stable versus inertial acoustic cavitation) and ensure that cavitation occurs within the targeted region are needed. In this paper, we propose a real-time nonlinear state controller that uses specific frequency bands of the microbubble acoustic emissions (harmonic, ultra-harmonic, etc.) to control cavitation activity (observer states). To attain both spatial and temporal controls of cavitation activity with high signal-to-noise ratio (SNR), we implement a controller using fast frequency-selective passive acoustic mapping (PAM) based on the angular spectrum approach. The controller includes safety states based on the recorded broadband signal level and is able to reduce the sensing inaccuracy with the inclusion of multiple frequency bands. In its simplest implementation, the controller uses the peak intensity of the passive acoustic maps, reconstructed using the third harmonic (4.896 ± 0.019 MHz) of the excitation frequency. Our results show that the proposed real-time nonlinear state controller-based PAM is able to reach the targeted level of observer state (harmonic emissions) in less than 6 s and remain within 10% of tolerance for the duration of the experiment (45 s). Similar response was observed using the acoustic emissions from single element passive cavitation detection, albeit with higher susceptibility to background noise and lack of spatial information. Importantly, the proposed PAM-based controller was able to control cavitation activity with spatial selectivity when cavitation existed simultaneously in multiple regions. The robustness of the controller is demonstrated using a range of controller parameters, multiple observer states concurrently (harmonic, ultra-harmonic, and broadband), noise levels (-6 to 12 dB SNR), and bubble concentrations (0.3-180 × 10 3 bubbles per microliter). Under preclinical and clinical conditions, more research in this direction is warranted.</description><identifier>ISSN: 0018-9294</identifier><identifier>EISSN: 1558-2531</identifier><identifier>DOI: 10.1109/TBME.2018.2882337</identifier><identifier>PMID: 30475706</identifier><identifier>CODEN: IEBEAX</identifier><language>eng</language><publisher>United States: IEEE</publisher><subject>Acoustic emission ; Acoustic mapping ; Acoustic noise ; Acoustics ; Background noise ; Broadband ; Broadband communication ; Cavitation ; Cavitation controller ; closed-loop controller ; Control methods ; Controllers ; focused ultrasound ; Frequencies ; Harmonic analysis ; image guided therapy ; Mapping ; Noise ; Noise levels ; Nonlinear control ; nonlinear state controller ; Observers ; Oscillations ; Oscillators ; passive acoustic mapping ; Real time ; Real-time systems ; Robust control ; Selectivity ; Signal to noise ratio ; Spatial data ; Stability ; Therapeutic applications</subject><ispartof>IEEE transactions on biomedical engineering, 2019-07, Vol.66 (7), p.2022-2031</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. 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However for their successful translation to the clinic, real-time methods to control the amplitude and type of micro-bubble oscillations (stable versus inertial acoustic cavitation) and ensure that cavitation occurs within the targeted region are needed. In this paper, we propose a real-time nonlinear state controller that uses specific frequency bands of the microbubble acoustic emissions (harmonic, ultra-harmonic, etc.) to control cavitation activity (observer states). To attain both spatial and temporal controls of cavitation activity with high signal-to-noise ratio (SNR), we implement a controller using fast frequency-selective passive acoustic mapping (PAM) based on the angular spectrum approach. The controller includes safety states based on the recorded broadband signal level and is able to reduce the sensing inaccuracy with the inclusion of multiple frequency bands. In its simplest implementation, the controller uses the peak intensity of the passive acoustic maps, reconstructed using the third harmonic (4.896 ± 0.019 MHz) of the excitation frequency. Our results show that the proposed real-time nonlinear state controller-based PAM is able to reach the targeted level of observer state (harmonic emissions) in less than 6 s and remain within 10% of tolerance for the duration of the experiment (45 s). Similar response was observed using the acoustic emissions from single element passive cavitation detection, albeit with higher susceptibility to background noise and lack of spatial information. Importantly, the proposed PAM-based controller was able to control cavitation activity with spatial selectivity when cavitation existed simultaneously in multiple regions. The robustness of the controller is demonstrated using a range of controller parameters, multiple observer states concurrently (harmonic, ultra-harmonic, and broadband), noise levels (-6 to 12 dB SNR), and bubble concentrations (0.3-180 × 10 3 bubbles per microliter). Under preclinical and clinical conditions, more research in this direction is warranted.</description><subject>Acoustic emission</subject><subject>Acoustic mapping</subject><subject>Acoustic noise</subject><subject>Acoustics</subject><subject>Background noise</subject><subject>Broadband</subject><subject>Broadband communication</subject><subject>Cavitation</subject><subject>Cavitation controller</subject><subject>closed-loop controller</subject><subject>Control methods</subject><subject>Controllers</subject><subject>focused ultrasound</subject><subject>Frequencies</subject><subject>Harmonic analysis</subject><subject>image guided therapy</subject><subject>Mapping</subject><subject>Noise</subject><subject>Noise levels</subject><subject>Nonlinear control</subject><subject>nonlinear state controller</subject><subject>Observers</subject><subject>Oscillations</subject><subject>Oscillators</subject><subject>passive acoustic mapping</subject><subject>Real time</subject><subject>Real-time systems</subject><subject>Robust control</subject><subject>Selectivity</subject><subject>Signal to noise ratio</subject><subject>Spatial data</subject><subject>Stability</subject><subject>Therapeutic applications</subject><issn>0018-9294</issn><issn>1558-2531</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNpdUdtKAzEUDKJovXyACBLwxZetuW_2RdDFG1QUrPgkIc0mGtlu1s224N-b0lrUp2TOzBnOMAAcYjTEGBVn48v7qyFBWA6JlITSfAMMMOcyI5ziTTBAicoKUrAdsBvjR4JMMrENdihiOc-RGIDXsg7RVtkohBY-tbr3uoa6qeDYTtvQJVCGpu9CDYODpZ77PklCAy9M7xP4gi--f4ePOkY_t2kaZrH3Bt7rtvXN2z7YcrqO9mD17oHn66txeZuNHm7uyotRZhjL-0xOJJWEG66J4yaXmLFCV047KqTI3aRI8ZgQhDqqMbGcY-MIE3n6M80rRPfA-dK3nU2mtjI2naxr1XZ-qrsvFbRXf5nGv6u3MFdCFEhikQxOVwZd-JzZ2Kupj8bWtW5siqQIplJQwRFL0pN_0o8w65oUTxHC8gJhzhaGeKkyXYixs259DEZqUZ5alKcW5alVeWnn-HeK9cZPW0lwtBR4a-2alpyhgmL6DYaWnc8</recordid><startdate>20190701</startdate><enddate>20190701</enddate><creator>Patel, Arpit</creator><creator>Schoen, Scott J.</creator><creator>Arvanitis, Costas D.</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>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QF</scope><scope>7QO</scope><scope>7QQ</scope><scope>7SC</scope><scope>7SE</scope><scope>7SP</scope><scope>7SR</scope><scope>7TA</scope><scope>7TB</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>H8D</scope><scope>JG9</scope><scope>JQ2</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>P64</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-7737-1446</orcidid></search><sort><creationdate>20190701</creationdate><title>Closed-Loop Spatial and Temporal Control of Cavitation Activity With Passive Acoustic Mapping</title><author>Patel, Arpit ; Schoen, Scott J. ; Arvanitis, Costas D.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c447t-8b83825c5a2f5c781449adfaf36867fb928846623f3a12e551cf246712e4a5d03</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Acoustic emission</topic><topic>Acoustic mapping</topic><topic>Acoustic noise</topic><topic>Acoustics</topic><topic>Background noise</topic><topic>Broadband</topic><topic>Broadband communication</topic><topic>Cavitation</topic><topic>Cavitation controller</topic><topic>closed-loop controller</topic><topic>Control methods</topic><topic>Controllers</topic><topic>focused ultrasound</topic><topic>Frequencies</topic><topic>Harmonic analysis</topic><topic>image guided therapy</topic><topic>Mapping</topic><topic>Noise</topic><topic>Noise levels</topic><topic>Nonlinear control</topic><topic>nonlinear state controller</topic><topic>Observers</topic><topic>Oscillations</topic><topic>Oscillators</topic><topic>passive acoustic mapping</topic><topic>Real time</topic><topic>Real-time systems</topic><topic>Robust control</topic><topic>Selectivity</topic><topic>Signal to noise ratio</topic><topic>Spatial data</topic><topic>Stability</topic><topic>Therapeutic applications</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Patel, Arpit</creatorcontrib><creatorcontrib>Schoen, Scott J.</creatorcontrib><creatorcontrib>Arvanitis, Costas D.</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Xplore</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Aluminium Industry Abstracts</collection><collection>Biotechnology Research Abstracts</collection><collection>Ceramic Abstracts</collection><collection>Computer and Information Systems Abstracts</collection><collection>Corrosion Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Materials Business File</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Aerospace Database</collection><collection>Materials Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>IEEE transactions on biomedical engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Patel, Arpit</au><au>Schoen, Scott J.</au><au>Arvanitis, Costas D.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Closed-Loop Spatial and Temporal Control of Cavitation Activity With Passive Acoustic Mapping</atitle><jtitle>IEEE transactions on biomedical engineering</jtitle><stitle>TBME</stitle><addtitle>IEEE Trans Biomed Eng</addtitle><date>2019-07-01</date><risdate>2019</risdate><volume>66</volume><issue>7</issue><spage>2022</spage><epage>2031</epage><pages>2022-2031</pages><issn>0018-9294</issn><eissn>1558-2531</eissn><coden>IEBEAX</coden><abstract>Ultrasonically actuated microbubble oscillations hold great promise for minimally invasive therapeutic interventions. However for their successful translation to the clinic, real-time methods to control the amplitude and type of micro-bubble oscillations (stable versus inertial acoustic cavitation) and ensure that cavitation occurs within the targeted region are needed. In this paper, we propose a real-time nonlinear state controller that uses specific frequency bands of the microbubble acoustic emissions (harmonic, ultra-harmonic, etc.) to control cavitation activity (observer states). To attain both spatial and temporal controls of cavitation activity with high signal-to-noise ratio (SNR), we implement a controller using fast frequency-selective passive acoustic mapping (PAM) based on the angular spectrum approach. The controller includes safety states based on the recorded broadband signal level and is able to reduce the sensing inaccuracy with the inclusion of multiple frequency bands. In its simplest implementation, the controller uses the peak intensity of the passive acoustic maps, reconstructed using the third harmonic (4.896 ± 0.019 MHz) of the excitation frequency. Our results show that the proposed real-time nonlinear state controller-based PAM is able to reach the targeted level of observer state (harmonic emissions) in less than 6 s and remain within 10% of tolerance for the duration of the experiment (45 s). Similar response was observed using the acoustic emissions from single element passive cavitation detection, albeit with higher susceptibility to background noise and lack of spatial information. Importantly, the proposed PAM-based controller was able to control cavitation activity with spatial selectivity when cavitation existed simultaneously in multiple regions. The robustness of the controller is demonstrated using a range of controller parameters, multiple observer states concurrently (harmonic, ultra-harmonic, and broadband), noise levels (-6 to 12 dB SNR), and bubble concentrations (0.3-180 × 10 3 bubbles per microliter). Under preclinical and clinical conditions, more research in this direction is warranted.</abstract><cop>United States</cop><pub>IEEE</pub><pmid>30475706</pmid><doi>10.1109/TBME.2018.2882337</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-7737-1446</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Acoustic emission Acoustic mapping Acoustic noise Acoustics Background noise Broadband Broadband communication Cavitation Cavitation controller closed-loop controller Control methods Controllers focused ultrasound Frequencies Harmonic analysis image guided therapy Mapping Noise Noise levels Nonlinear control nonlinear state controller Observers Oscillations Oscillators passive acoustic mapping Real time Real-time systems Robust control Selectivity Signal to noise ratio Spatial data Stability Therapeutic applications |
title | Closed-Loop Spatial and Temporal Control of Cavitation Activity With Passive Acoustic Mapping |
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