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Liu J, Sun S, Tang K, Fan X, Lv J, Fu Y, Feng X, Zeng L. IoT-Based Airport Noise Perception and Monitoring: Multi-Source Data Fusion, Spatial Distribution Modeling, and Analysis. SENSORS (BASEL, SWITZERLAND) 2025; 25:2347. [PMID: 40285036 PMCID: PMC12030545 DOI: 10.3390/s25082347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/17/2025] [Revised: 03/29/2025] [Accepted: 04/06/2025] [Indexed: 04/29/2025]
Abstract
With the acceleration of global urbanization, airport noise pollution has emerged as a significant environmental concern that demands attention. Traditional airport noise monitoring systems are fraught with limitations, including restricted spatial coverage, inadequate real-time data acquisition capabilities, poor data correlation, and suboptimal cost-effectiveness. To address these challenges, this paper proposes an innovative airport noise perception and monitoring approach leveraging Internet of Things (IoT) technology. This method integrates multiple data streams, encompassing noise, meteorological, and ADS-B data, to achieve precise noise event tracing and deep multi-source data fusion. Furthermore, this study employs Kriging interpolation and Inverse Distance Weighting (IDW) techniques to perform spatial interpolation on data from sparse monitoring sites, thereby constructing a spatial distribution model of airport noise. The results of the practical application demonstrate that the proposed airport noise monitoring method can accurately reflect the spatiotemporal distribution patterns of airport noise and effectively correlate noise events, thereby providing robust data support for the development of airport noise control policies.
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Affiliation(s)
- Jie Liu
- Chongqing Airport Group Co., Ltd., Chongqing 401120, China; (J.L.); (X.F.); (Y.F.)
| | - Shiman Sun
- Civil Aviation Research Base (Beijing) Co., Ltd., Beijing 100621, China; (S.S.); (J.L.); (X.F.)
| | - Ke Tang
- School of Air Traffic Management, Civil Aviation Flight University of China, Guanghan 618307, China;
| | - Xinyu Fan
- Chongqing Airport Group Co., Ltd., Chongqing 401120, China; (J.L.); (X.F.); (Y.F.)
| | - Jihong Lv
- Civil Aviation Research Base (Beijing) Co., Ltd., Beijing 100621, China; (S.S.); (J.L.); (X.F.)
| | - Yinxiang Fu
- Chongqing Airport Group Co., Ltd., Chongqing 401120, China; (J.L.); (X.F.); (Y.F.)
| | - Xinpu Feng
- Civil Aviation Research Base (Beijing) Co., Ltd., Beijing 100621, China; (S.S.); (J.L.); (X.F.)
| | - Liang Zeng
- School of Air Traffic Management, Civil Aviation Flight University of China, Guanghan 618307, China;
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Charaziak KK, Dong W, Altoè A, Shera CA. Asymmetry and Microstructure of Temporal-Suppression Patterns in Basilar-Membrane Responses to Clicks: Relation to Tonal Suppression and Traveling-Wave Dispersion. J Assoc Res Otolaryngol 2020; 21:151-170. [PMID: 32166602 DOI: 10.1007/s10162-020-00747-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Accepted: 02/13/2020] [Indexed: 10/24/2022] Open
Abstract
The cochlea's wave-based signal processing allows it to efficiently decompose a complex acoustic waveform into frequency components. Because cochlear responses are nonlinear, the waves arising from one frequency component of a complex sound can be altered by the presence of others that overlap with it in time and space (e.g., two-tone suppression). Here, we investigate the suppression of basilar-membrane (BM) velocity responses to a transient signal (a test click) by another click or tone. We show that the BM response to the click can be reduced when the stimulus is shortly preceded or followed by another (suppressor) click. More surprisingly, the data reveal two curious dependencies on the interclick interval, Δt. First, the temporal suppression curve (amount of suppression vs. Δt) manifests a pronounced and nearly periodic microstructure. Second, temporal suppression is generally strongest not when the two clicks are presented simultaneously (Δt = 0), but when the suppressor click precedes the test click by a time interval corresponding to one to two periods of the best frequency (BF) at the measurement location. By systematically varying the phase of the suppressor click, we demonstrate that the suppression microstructure arises from alternating constructive and destructive interference between the BM responses to the two clicks. And by comparing temporal and tonal suppression in the same animals, we test the hypothesis that the asymmetry of the temporal-suppression curve around Δt = 0 stems from cochlear dispersion and the well-known asymmetry of tonal suppression around the BF. Just as for two-tone suppression, BM responses to clicks are most suppressed by tones at frequencies just above the BF of the measurement location. On average, the frequency place of maximal suppressibility of the click response predicted from temporal-suppression data agrees with the frequency at which tonal suppression peaks, consistent with our hypothesis.
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Affiliation(s)
- Karolina K Charaziak
- Caruso Department of Otolaryngology, University of Southern California, Los Angeles, CA, USA.
| | - Wei Dong
- Research Service, VA Loma Linda Healthcare System, Loma Linda, CA, USA.,Department of Otolaryngology-Head & Neck Surgery, Loma Linda University Health, Loma Linda, USA
| | - Alessandro Altoè
- Caruso Department of Otolaryngology, University of Southern California, Los Angeles, CA, USA
| | - Christopher A Shera
- Caruso Department of Otolaryngology, University of Southern California, Los Angeles, CA, USA.,Department of Physics and Astronomy, University of Southern California, Los Angeles, CA, USA
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Charaziak KK, Dong W, Shera CA. Temporal Suppression of Clicked-Evoked Otoacoustic Emissions and Basilar-Membrane Motion in Gerbils. AIP CONFERENCE PROCEEDINGS 2018; 1965. [PMID: 30057432 DOI: 10.1063/1.5038490] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Otoacoustic emissions evoked by a click (CEOAEs) can be reduced if the evoking sound is preceded or followed by another ("suppressor") click. Studying the temporal suppression of CEOAEs can provide insights into the dynamics of cochlear nonlinearity. However, temporal suppression has never been measured in basilar-membrane (BM) motion. Thus, it remains unclear whether the characteristics of CEOAE temporal suppression are reflected in BM responses. Here we simultaneously measured ear-canal pressure and BM velocity (laser Doppler vibrometry) in response to clicks in gerbil. When the suppressor click preceded the evoking click, CEOAEs were maximally suppressed for interclick intervals (ICIs) equivalent to ~2 periods of the analyzed frequency (9-14 kHz). Maximal temporal suppression at nonzero ICIs has been previously observed in human CEOAEs. BM responses to clicks were maximally reduced when the suppressor click preceded the evoking one by ~1 period of the characteristic frequency (CF ~14 kHz). Thus, the "delayed" characteristics of CEOAE temporal suppression are reflected in BM motion, although on a different time scale. When the suppressor click followed the evoking click, CEOAEs were augmented rather than suppressed, while enhancement was not observed in BM motion at the CF. This result indicates that some aspects of CEOAE temporal suppression are intrinsic to CEOAE generation mechanisms and/or to places that are not reflected in a BM motion at a single-location.
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Affiliation(s)
| | - Wei Dong
- VA Loma Linda Health Care System and Otolaryngology, Loma Linda University, CA, USA
| | - Christopher A Shera
- Caruso Department of Otolaryngology, University of Southern California, CA, USA.,Department of Physics and Astronomy, University of Southern California, CA, USA
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Bennett CL, Mihajloski T, Özdamar Ö. Signal-to-noise ratio improvement of swept-tone-generated transient otoacoustic emissions. Med Biol Eng Comput 2016; 55:69-78. [PMID: 27106751 DOI: 10.1007/s11517-016-1507-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2015] [Accepted: 03/30/2016] [Indexed: 11/28/2022]
Abstract
In this study, we utilized the swept-tone (ST) deconvolution method for comparing the signal-to-noise ratio (SNR) characteristics of ST otoacoustic emissions (OAE) to conventionally acquired click, or transient-evoked (TE), OAE. We generated a hearing-level equalized (HLeq) ST stimulus based on normative loudness metrics at the different frequencies present in the ST. Due to noise-shaping properties of the ST deconvolution method, we anticipated a theoretical SNR gain of +4.26 dB in STOAE compared to TEOAE acquired under comparable settings. This prediction was confirmed by computer simulation. HLeq STOAE and TEOAE were then acquired from each of the 22 ears that were tested at five stimulation levels from 5 to 45 dB HL, and analyzed responses in terms of their overall SNR. We found that the overall SNR of the HLeq STOAE responses at stimulation levels at or above 15 dB HL was significantly higher than that of TEOAE by an average of +3.6 dB. Importantly, this leads to recording quality and time-saving improvements in clinical hearing screenings.
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Affiliation(s)
- Christopher L Bennett
- Music Engineering Technology, Frost School of Music, University of Miami, Founder's Hall Rm. 140, 1550 Brescia Ave, Coral Gables, FL, 33146, USA.
| | - Todor Mihajloski
- Department of Biomedical Engineering, College of Engineering, University of Miami, McArthur Annex Rm. 219, 1251 Memorial Dr, Coral Gables, FL, 33146, USA
| | - Özcan Özdamar
- Department of Biomedical Engineering, College of Engineering, University of Miami, McArthur Annex Rm. 219, 1251 Memorial Dr, Coral Gables, FL, 33146, USA
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Verhulst S, Harte JM, Dau T. Temporal suppression of the click-evoked otoacoustic emission level-curve. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2011; 129:1452-63. [PMID: 21428509 DOI: 10.1121/1.3531930] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
The click-evoked otoacoustic emission (CEOAE) level-curve grows linearly for clicks below 40-60 dB and saturates for higher inputs. This study investigates dynamic (i.e., time-dependent) features of the CEOAE level-curve by presenting a suppressor-click less than 8 ms before the test-click. An alteration of the CEOAE level-curve, designated here as temporal suppression, was observed within this time period, and was shown to depend on the levels and the temporal separation of the two clicks. Temporal suppression occurred for all four subjects tested, and resulted in a vertical offset from the unsuppressed level-curve for test-click levels greater than 50 dB peak-equivalent level (peSPL). Temporal suppression was greatest for suppressors presented 1-4 ms before the test click, and the magnitude and time scale of the effect were subject dependent. Temporal suppression was furthermore observed for the short- (i.e., 6-18 ms) and long-latency (i.e., 24-36 ms) regions of the CEOAE, indicating that temporal suppression similarly affects synchronized spontaneous otoacoustic emissions (SSOAEs) and purely evoked CEOAE components. Overall, this study demonstrates that temporal suppression of the CEOAE level-curve reflects a dynamic process in human cochlear processing that works on a time scale of 0-10 ms.
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Affiliation(s)
- Sarah Verhulst
- Department of Electrical Engineering, Centre for Applied Hearing Research, Technical University of Denmark, Ørsteds plads Building 352, 2800 Kongens Lyngby, Denmark.
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