题名

結合智慧型手機與大尺度顆粒影像流速法量測河川表面流速

并列篇名

MEASUREMENT OF RIVER SURFACE VELOCITY USING THE COMBINATION OF SMARTPHONE AND LARGE-SCALE PARTICLE IMAGE VELOCIMETRY

DOI

10.6652/JoCICHE.202310_35(6).0001

作者

柳文成(Wen-Cheng Liu);黃偉哲(Wei-Che Huang);黃凱瞳(Kai-Tung Huang);吳昕霓(Xin-Ni Wu);郭瓊文(Chiung-Wen Kuo);王蕙禛(Hui-Zhen Wang)

关键词

智慧型手機 ; 大尺度顆粒影像流速法 ; 三軸加速度計 ; 河川表面流速 ; smartphone ; Large-Scale Particle Image Velocimtery ; three-axis accelerometer ; river surface velocity

期刊名称

中國土木水利工程學刊

卷期/出版年月

35卷6期(2023 / 10 / 01)

页次

525 - 540

内容语文

繁體中文;英文

中文摘要

隨著科技的進步,攝影測量技術也逐漸廣泛應用於量測河川表面流速,然而受限於技術限制,尚未有如雷達波手持式測速槍(Surface Velocity Radar, SVR)一樣可進行個人攜帶並量測河川流速的儀器。因此本研究使用智慧型手機結合大尺度顆粒影像流速法(Large-Scale Particle Image Velocimetry, LSPIV)進行河川表面流速量測,提升影像量測技術於河川流速量測機動性及便利性。為證實智慧型手機拍攝影像,並使用LSPIV量測河川表面流速之適用性,本研究將智慧型手機拍攝河川影像並以LSPIV分析河川表面流速與SVR量測河川表面流速之結果進行比較。並探討LSPIV使用有、無添加追蹤顆粒影像及不同影像參數包括詢問區域(Interrogation Area, IA)、搜尋區域(Search Area, SA)及取像頻率(Frame per Second, fps)對於量測河川表面流速結果之影響。於兩場常流量觀測結果顯示LSPIV與SVR量測河川表面流速之統計誤差,MAE介於0.03 m/s至0.19 m/s;RMSE介於0.05 m/s至0.35 m/s;NRMSE介於11.67%至95.58%。於另兩場高流量量測結果顯示LSPIV與SVR量測河川表面流速之統計誤差,MAE介於0.05 m/s至0.21 m/s;RMSE介於0.06 m/s至0.20 m/s;NRMSE介於2.46%至33.3%。結果顯示以智慧型手機拍攝影像並透過內建三軸加速度計取得攝影機姿態參數,再以LSPIV量測河川表面流速是具有可行性。使用添加追蹤顆粒以LSPIV量測河川表面流速,可提升量測之準確性;取像參數設置IA為50 × 50 pixels、SA為30 × 20 pixels及20 fps時,以LSPIV量測河川表面流速可獲致最佳的量測結果。

英文摘要

With the advancement of technology, photogrammetric techniques have been gradually applied to measure the surface flow velocity of rivers. However, due to technological limitations, there has not yet been an instrument available for personal carrying and measuring river flow velocity, similar to the handheld Surface Velocity Radar (SVR). Therefore, this study combines smartphones with Large-Scale Particle Image Velocimetry (LSPIV) to measure the surface flow velocity of rivers, enhancing the mobility and convenience of image measurement technology for river flow velocity. To verify the applicability of using smartphone-captured images and LSPIV to measure the surface flow velocity of rivers, this study compares the results of analyzing river surface flow velocity using LSPIV with those obtained from SVR measurements. The study also investigates the effects of using LSPIV with and without added tracer particles, as well as different image parameters including Interrogation Area (IA), Search Area (SA), and Frame per Second (fps) on the results of measuring river surface flow velocity. The statistical errors in measuring river surface velocity using LSPIV and SVR are shown in the results of two regular-flow observations. The MAE ranges from 0.03 m/s to 0.19 m/s, the RMSE ranges from 0.05 m/s to 0.35 m/s, and the NRMSE ranges from 11.67% to 95.58%. In two high-flow measurements, the statistical errors in measuring river surface velocity using LSPIV and SVR are shown. The MAE ranges from 0.05 m/s to 0.21 m/s, the RMSE ranges from 0.06 m/s to 0.20 m/s, and the NRMSE ranges from 2.46% to 33.3%. The results indicate that using a smartphone to capture images and obtaining camera pose parameters through the built-in accelerometer is feasible for measuring river surface velocity with LSPIV. The accuracy of measuring river surface velocity with LSPIV can be improved by adding tracer particles. The optimal measurement results for measuring river surface velocity with LSPIV are obtained with image parameters set at IA of 50 × 50 pixels, SA of 30 × 20 pixels, and 20 fps.

主题分类 工程學 > 土木與建築工程
工程學 > 水利工程
工程學 > 市政與環境工程
参考文献
  1. Bechle, A.,Wu, C. H.,Liu, W. C.,Kimura, N.(2012).Development and application of an automated riverestuary discharge imaging system.Journal of Hydraulic Engineering,138(4),327-339.
  2. Bradley, A. A.,Kruger, A.,Meselhe, E. A.,Muste, M. V. I.(2002).Flow measurement in streams using video imagery.Water Resources Research,38(2),1315.
  3. Creutin, J. D.,Musta, M.,Bradley, A. A.,Kim, S. C.,Kruger, A.(2002).River gauging using PIV techniques: a proof of concept experiment on the Iowa River.Journal of Hydrology,277,182-194.
  4. Detert, M.,Weitbrecht, V.(2015).A low-cost airborne velocimetry system: proof of concept.Journal of Hydraulic Research,53(4),532-539.
  5. Dobson, D. W.,Holland, K. T.,Calantoni, J.(2014).Fast, large-scale, particle image velocimetry-based estimations of river surface velocity.Computers & Geosciences,70,35-43.
  6. Dramais, G.,Le Coz, J.,Camenen, B.,Hauet, A.(2011).Advantages of a mobile LSPIV method for measuring flood discharges and improving stage-discharge curves.Journal of Hydro-Environment Research,5,301-312.
  7. Fujita, I.,Kunita, Y.(2011).Application of aerial LSPIV to the 2022 flood of the Yodo River using a helicopter mounted high density video camera.Journal of Hydroenvironment Research,5(4),323-331.
  8. Fujita, I.,Muste, M.,Kruger, A.(1998).Large-scale particle imagine velocimetry for flow analysis in hydraulic engineering applications.Journal of Hydraulic Research,36(3),397-414.
  9. Gunawan, B.,Sun, X.,Sterling, M.,Shiono, K.,Tsubaki, R.,Rameshwaranf, P.,Knight, D. W.,Chandler, J. H.,Tang, X.,Fujita, I.(2012).The application of LS-PIV to a small irregular river for inbank and overbank flows.Flow Measurement and Instrumentation,24,1-12.
  10. Harpold, A. A.,Mostaghimi, S.,Vlachos, P. P.,Brannan, K.,Dillaha, T.(2006).Stream discharge measurement using a large-scale particle image velocimetry (LSPIV).American Society of Agricultural and Biological Engineers,49(6),1791-1805.
  11. Hauet, A.,Creutin, J. D.,Belleduy, P.(2008).Sensitivity study of large-scale particle image velocimetry measurement of river discharge using numerical simulation.Journal of Hydrology,349,178-190.
  12. Hauet, A.,Kruger, A.,Krajewski, W. F.,Bradley, A.,Muste, M.,Creutin, J. D.(2008).Experimental system for real-time discharge estimation using an imagine-based method.Journal of Hydrologic Engineering,13(2),105-110.
  13. Huang, W. C.,Young, C. C.,Liu, W. C.(2018).Application of an automated discharge imaging system and LSPIV during typhoon events in Taiwan.Water,10(3),280.
  14. Jodeau, M.,Hauet, A.,Paquier, A.,Coz, J. L.,Dramais, G.(2008).Application and evaluation of LS-PIV technique for monitoring of river surface velocities in high flow conditions.Flow Measurement and Instrumentation,19(2),117-127.
  15. Jolley, M. J.,Russell, A. J.,Quinn, P. F.,Perks, M. T.(2021).Considerations when applying large-scale PIV and PTV for determining river flow velocity.Frontiers in Water,3,709268.
  16. Le Coz, J.,Hauet, A.,Pierrefeu, G.,Dramais, G.,Camenen, B.(2010).Performance of image-based velocimetry (LSPIV) applied to flash-flood discharge measurements in Mediterranean rivers.Journal of Hydrology,394,42-52.
  17. LeGrand, M. C. L.,Luce, J. J.,Metcalfe, R. A.,Buttle, J. M.(2020).Development of an inexpensive automated streamflow monitoring system.Hydrological Processes,34(13),3021-3023.
  18. Li, W.,Liao, Q.,Ran, Q.(2019).Stereo-imaging LSPIV (SILSPIV) for 3D water surface reconstruction and discharge measurement in mountain river flows.Journal of Hydrology,578,124099.
  19. Liu, W. C.,Huang, W. C.(2021).Development of a threeaxis accelerometer and large-scale particle image velocimetry (LSPIV) to enhance surface velocity measurements in rivers.Computers & Geosciences,155,104866.
  20. Liu, W. C.,Lu, C. H.,Huang, W. C.(2021).Large-scale particle image velocimetry to measure streamflow from videos recorded from unmanned aerial vehicle and fixed imaging system.Remote Sensing,13(14),2661.
  21. Meselhe, E. A.,Peeva, T.,Muste, M.(2004).Large scale particle imagine velocimetry for low velocity and shallow water flows.Journal of Hydraulic Engineering, ASCE,130(9),937-940.
  22. Muste, M.,Fujita, I.,Hauet, A.(2008).Large-scale particleimagine velocimetry for measurements in riverine environments.Water Resources Research,44,W00D19.
  23. Muste, M.,Ho, H. C.,Kim, D.(2011).Consideration on direct stream flow measurements using video imagery: Outlook and research needs.Journal of HydroEnvironment Research,5(4),289-300.
  24. Pizarro, A.,Dal Sasso, S. F.,Perks, M. T.,Manfreda, S.(2020).Identifying the optimal spatial distribution of tracers for optical sensing of stream surface flow.Hydrology and Earth System Sciences,24(11),5173-5185.
  25. Ran, Q. H.,Li, W.,Liao, Q.,Tang, H. L.,Wang, M. Y.(2016).Application of an automated LSPIV system in a mountainous stream for continuous flood flow measurements.Hydrological Processes,30,3014-3029.
  26. Sun, X.,Shiono, K.,Chandler, J. H.,Rameshwaran, P.,Sellin, R. H. J.,Fujita, I.(2010).Discharge estimation in small irregular river using LSPIV.Proceedings of the Institution of Civil Engineers, Water Management,163(5),247-254.
  27. Tang, H. W,Chen, C.,Chen, H.,Huang, J. T.(2008).An improved PTV system for large-scale physical river model.Journal of Hydrodynamics,20(6),669-678.
  28. Tauro, F.,Olivieri, G.,Petroselli, A.,Porfiri, M.,Grimaldi, S..Flow monitoring with a camera: A case study on a flood event in the Tiber River.Environmental Monitoring and Assessment,2,118.
  29. Tauro, F.,Piscopia, R.,Grimaldi, S.(2017).Streamflow observations from cameras: Large-scale particle image velocimetry or particle tracking velocimetry?.Water Resources Research,53,10374-10394.
  30. Tauro, F.,Porfiri, M.,Grimaldi, S.(2014).Orienting the camera and firing lasers to enhance large scale particle image velocimetry for streamflow monitoring.Water Resources Research,50,7470-7483.
  31. Tazioli, A.(2011).Experimental methods for river discharge measurements: Comparison among tracers and current meter.Hydrological Sciences Journal,56(7),1314-1324.
  32. Weitbrecht, V.,Ku¨hn, G.,Jirka, G. H.(2002).Large scale PIV-measurements at the surface of shallow water flows.Flow Measurement and Instrumentation,13(5-6),237-245.
  33. Weitbrecht, V.,Kϋhn, G.,Jirka, G. H.(2002).Large scale PIV-measurements at the surface of shallow water flows.Flow Measurement and Instrumentation,13(5-6),237-245.
  34. Wolf, P.,Witt, D.(2001).Elements of Photogrammetry: With Applications in GIS.Boston:McGraw-Hill.
  35. Yeh, M. T.,Chung, T. N.,Huang, Y. X.,Lai, C. W.,Juang, D. J.(2017).Applying adaptive LS-PIV with dynamically adjusting detection region approach on the surface velocity measurement of river flow.Computers & Electrical Engineering,74,466-482.
  36. Zhu, X.,Kouyi, G. L.(2019).An analysis of LSPIV-based surface velocity measurement techniques for stormwater detention basin management.Water Resources Research,55,888-903.
  37. 王樹根(2009).攝影測量原理與應用.武漢大學出版社.
  38. 黃偉哲(2021)。國立聯合大學。