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      Frequency analysis of GPS data for structural health monitoring observations

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      https://www.riss.kr/link?id=A106064379

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      다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

      In this study, low- and high-frequency structure behaviors were identified and a systematic analysis procedure was proposed using noisy GPS data from a 165-m-high tower in İstanbul, Turkey. The raw GPS data contained long- and short-periodic position changes and noisy signals at different frequencies. To extract the significant results from this complex dataset, the general structure and components of the GPS signal were modeled and analyzed in the time and frequency domains. Uncontrolled jumps and deviations involving the signal in the time domain were pre-filtered. Then, the signal was converted to the frequency domain after applying low- and high-pass filters, and the frequency and periodic component values were calculated. The spectrum of the tower motion obtained from the filtered GPS data had dominant peaks at a low frequency of 1.15572×10-4 Hz and a high frequency of 0.16624 Hz, consistent with two equivalent GPS datasets. Then, the signal was reconstructed using inverse Fourier transform with the dominant low frequency values to obtain filtered and interpretable clean signals. With the proposed sequence, processing of noisy data collected from the GPS receivers mounted very close to the structure is effective in revealing the basic behaviors and features of buildings.
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      In this study, low- and high-frequency structure behaviors were identified and a systematic analysis procedure was proposed using noisy GPS data from a 165-m-high tower in İstanbul, Turkey. The raw GPS data contained long- and short-periodic position...

      In this study, low- and high-frequency structure behaviors were identified and a systematic analysis procedure was proposed using noisy GPS data from a 165-m-high tower in İstanbul, Turkey. The raw GPS data contained long- and short-periodic position changes and noisy signals at different frequencies. To extract the significant results from this complex dataset, the general structure and components of the GPS signal were modeled and analyzed in the time and frequency domains. Uncontrolled jumps and deviations involving the signal in the time domain were pre-filtered. Then, the signal was converted to the frequency domain after applying low- and high-pass filters, and the frequency and periodic component values were calculated. The spectrum of the tower motion obtained from the filtered GPS data had dominant peaks at a low frequency of 1.15572×10-4 Hz and a high frequency of 0.16624 Hz, consistent with two equivalent GPS datasets. Then, the signal was reconstructed using inverse Fourier transform with the dominant low frequency values to obtain filtered and interpretable clean signals. With the proposed sequence, processing of noisy data collected from the GPS receivers mounted very close to the structure is effective in revealing the basic behaviors and features of buildings.

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      참고문헌 (Reference)

      1 Ting-Hua Yi, "Wavelet based multi-step filtering method for bridge health monitoring using GPS and accelerometer" 국제구조공학회 11 (11): 331-348, 2013

      2 Hristopulos, D.T., "Using GPS for monitoring tall-building response to wind loading: Filtering of abrupt changes and lowfrequency noise, variography and spectral analysis of displacements" 11 (11): 85-95, 2007

      3 Hüseyin Pehlivan, "Usability of inclinometers as a complementary measurement tool in structural monitoring" 국제구조공학회 58 (58): 1077-1085, 2016

      4 Box, G.E.P., "Time-Series Analysis: Forecasting and Control" Holden-Day 1970

      5 Xu, L., "Time frequency analysis of a suspension bridge based on GPS" 254 (254): 105-116, 2002

      6 Floyd, M.A., "Time Series and Error Analysis" 2017

      7 Yan, H.M., "The determination of degrees of freedom for digital filtered time series" 44 (44): 324-329, 2003

      8 Mertikas, S.P., "The description of accuracy using conventional and robust estimates of scale" 17 (17): 251-269, 1994

      9 Erdogan, H., "The application of time series analysis to describe the dynamic movements of suspension bridges" 10 (10): 910-927, 2009

      10 Li, X., "The advantage of an integrated RTK-GPS system in monitoring structural deformation" 3 (3): 191-199, 2004

      1 Ting-Hua Yi, "Wavelet based multi-step filtering method for bridge health monitoring using GPS and accelerometer" 국제구조공학회 11 (11): 331-348, 2013

      2 Hristopulos, D.T., "Using GPS for monitoring tall-building response to wind loading: Filtering of abrupt changes and lowfrequency noise, variography and spectral analysis of displacements" 11 (11): 85-95, 2007

      3 Hüseyin Pehlivan, "Usability of inclinometers as a complementary measurement tool in structural monitoring" 국제구조공학회 58 (58): 1077-1085, 2016

      4 Box, G.E.P., "Time-Series Analysis: Forecasting and Control" Holden-Day 1970

      5 Xu, L., "Time frequency analysis of a suspension bridge based on GPS" 254 (254): 105-116, 2002

      6 Floyd, M.A., "Time Series and Error Analysis" 2017

      7 Yan, H.M., "The determination of degrees of freedom for digital filtered time series" 44 (44): 324-329, 2003

      8 Mertikas, S.P., "The description of accuracy using conventional and robust estimates of scale" 17 (17): 251-269, 1994

      9 Erdogan, H., "The application of time series analysis to describe the dynamic movements of suspension bridges" 10 (10): 910-927, 2009

      10 Li, X., "The advantage of an integrated RTK-GPS system in monitoring structural deformation" 3 (3): 191-199, 2004

      11 Bracewell, R.N., "The Fourier Transform and Its Applications, 3rd Edition" McGraw-Hill 2000

      12 Heslop, D., "Spectral analysis of unevenly spaced climatic time series using CLEAN: Signal recovery and derivation of significance levels using a Monte Carlo simulation" 130 (130): 103-116, 2002

      13 Li, X., "Seismic response of a tower as measured by an integrated RTK-GPS system" University of Nottingham 2004

      14 Yi, T.H., "Recent research and applications of GPS-based monitoring technology for high-rise structures" 20 (20): 649-670, 2012

      15 Byrnes, J.S., "Recent Advances in Fourier Analysis and Its Applications" Kluwer Academic Publishers 1989

      16 Yigit, C.O., "Preliminary evaluation of precise inclination sensor and GPS for monitoring full-scale dynamic response of a tall reinforced concrete building" 4 (4): 103-113, 2010

      17 Herring, T.A., "Plate boundary observatory and related networks: GPS data analysis methods and geodetic products" 54 (54): 759-808, 2016

      18 Yi, T.H., "Optimal sensor placement for structural health monitoring based on multiple optimization strategies" 20 (20): 881-900, 2011

      19 Press, W.H., "Numerical Recipes in Fortran, 2nd Edition, The Art of Scientific Computing, 490ff" Cambridge University Press 551-, 1992

      20 Moschas, F., "Noise characteristics of highfrequency, short-duration GPS records from analysis of identical, collocated instruments" 46 (46): 1488-1506, 2013

      21 Han, S., "Multipath effects on GPS in mine environments" 1997

      22 Nickitopoulou, A., "Monitoring dynamic and quasi-static deformations of large flexible engineering structures with GPS: Accuracy limitations and promises" 28 (28): 1471-1482, 2006

      23 Brownjohn, J.M.W., "Lateral loading and response for a tall building in the non-seismic doldrums" 27 (27): 1801-1812, 2005

      24 Roberts, G.W., "Integrating a global positioning system and accelerometers to monitor the deflection of bridges" 130 (130): 65-72, 2004

      25 Welsch, W., "Geodetic analysis of dynamic processes, Classification and Terminology" 1996

      26 Elbeltagi, E., "GPSmonitoring and assessment of Mansoura railway steel-bridge based on filter and wavelet methods" 8 (8): 114-126, 2015

      27 Kaloop, M.R., "GPS-structural health monitoring of a long span bridge using neural network adaptive filter" 46 (46): 7-14, 2014

      28 Han, S., "GPS multipath mitigation using FIR filters" 35 (35): 487-498, 2000

      29 Goudarzi, M.A., "GPS interactive time series analysis software" 17 (17): 595-603, 2012

      30 Duran, A., "GPS data filtration method for drive cycle analysis applications" 2012

      31 Li, X., "Full-scale structural monitoring using an integrated GPS and accelerometer system" 10 (10): 233-247, 2006

      32 Walker, J.S., "Fast Fourier Transformation, 2nd Edition" CRC Press 1996

      33 Yigit, C.O., "Experimental assessment of post-processed kinematic precise point positioning method for structural health monitoring" 7 (7): 360-383, 2016

      34 Yi, T.H., "Experimental assessment of high-rate GPS receivers for deformation monitoring of bridge" 46 (46): 420-432, 2013

      35 Blais, J.A.R., "Estimation and Spectral Analysis" The University of Calgary Press 1988

      36 Oppenheim, A.V., "Discrete-Time Signal Processing, 2nd Edition" Prentice Hall 1999

      37 Pehlivan, H., "Determining the behavior of high-rise structures with geodetic hybrid sensors" 6 (6): 702-717, 2013

      38 Yi, T.H., "Characterization and extraction of global positioning system multipath signals using improved particle filtering algorithm" 22 (22): 075101-, 2011

      39 Ogaja, C., "Analysis of high-frequency multipath in 1-Hz GPS kinematic solutions" 11 (11): 269-280, 2007

      40 Cooley, J.W., "An algorithm for machine calculation of complex fourier series" 19 : 297-301, 1965

      41 Gikas, V., "Ambient vibration monitoring of slender structures by microwave interferometer remote sensing" 6 : 167-176, 2012

      42 Satirapod, C., "A new sthochastic modelling procedure for precise static GPS positioning" 126 : 356-372, 2001

      43 Ting-Hua Yi, "A new method for optimal selection of sensor location on a high-rise building using simplified finite element model" 국제구조공학회 37 (37): 671-684, 2011

      44 James, J.F., "A Student's Guide to Fourier Transforms with Applications in Physics and Engineering" Cambridge University Press 1995

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      2005-05-26 학술지명변경 한글명 : 국제구조계산역학지 -> Structural Engineering and Mechanics, An Int'l Journal KCI등재
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