Performance Statistics of a Real-Time Pacific Ocean Weather Sensor Network

被引:14
|
作者
Houghton, I. A. [1 ]
Smit, P. B. [1 ]
Clark, D. [1 ]
Dunning, C. [1 ]
Fisher, A. [2 ]
Nidzieko, N. [3 ]
Chamberlain, P. [4 ]
Janssen, T. T. [1 ]
机构
[1] Sofar Ocean Technol, San Francisco, CA 94158 USA
[2] Univ Washington, Appl Phys Lab, Seattle, WA 98105 USA
[3] Univ Calif Santa Barbara, Dept Geog, Santa Barbara, CA 93106 USA
[4] Univ Calif San Diego, San Diego, CA 92103 USA
关键词
Waves; oceanic; Altimetry; Buoy observations; In situ oceanic observations; EQUILIBRIUM RANGE; CURRENTS; MODEL; SATELLITE; WAVES; BUOY;
D O I
10.1175/JTECH-D-20-0187.1
中图分类号
P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
A distributed sensor network of over 100 free-drifting, real-time marine weather sensors was deployed in the Pacific Ocean beginning in early 2019. The Spotter buoys used in the network represent a next-generation ocean weather sensor designed to measure surface waves, wind, currents, and sea surface temperature. Large distributed sensor networks like these provide much needed long-dwell sensing capabilities in open-ocean regions. Despite the demand for better weather forecasts and climate data in the oceans, direct in situ measurements of marine surface weather (waves, winds, currents) remain exceedingly sparse in the open oceans. Because of the large expanse of Earth's oceans, distributed paradigms are necessary to create sufficient data density at global scale, similar to advances in sensing on land and in space. Here we discuss initial findings from this long-dwell open-ocean distributed sensor network. Through triple-collocation analysis, we determine errors in collocated satellite-derived observations and model estimates. The correlation analysis shows that the Spotter network provides wave height data with lower errors than both satellites and models. The wave spectrum was also further used to infer wind speed. Buoy drift dynamics are similar to established drogued drifters, particularly when accounting for windage. We find a windage correction factor for the Spotter buoy of approximately 1%, which is in agreement with theoretical estimates. Altogether, we present a completely new open-ocean weather dataset and characterize the data quality against other observations and models to demonstrate the broad value for ocean monitoring and forecasting that can be achieved using large-scale distributed sensor networks in the oceans.
引用
收藏
页码:1047 / 1058
页数:12
相关论文
共 50 条
  • [31] An Improved Approach to Enhance Training Performance of ANN and the Prediction of PV Power for Any Time-Span without the Presence of Real-Time Weather Data
    Bhatti, Abdul Rauf
    Awan, Ahmed Bilal
    Alharbi, Walied
    Salam, Zainal
    Bin Humayd, Abdullah S.
    Praveen, R. P.
    Bhattacharya, Kankar
    SUSTAINABILITY, 2021, 13 (21)
  • [32] Real-Time Measurement of Eccentric Motion with Capacitive Sensor for Hydraulic Pumps
    Cheng, Marvin H. -M.
    Chiu, George T. -C.
    Franchek, Matthew A.
    2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 3687 - 3692
  • [33] Real-Time Ocean Wind Vector Retrieval from Marine Radar Image Sequences Acquired at Grazing Angle
    Vicen-Bueno, Raul
    Horstmann, Jochen
    Terril, Eric
    de Paolo, Tony
    Dannenberg, Jens
    JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2013, 30 (01) : 127 - 139
  • [34] Real-Time Performance Analysis of Multiprocessor Systems with Shared Memory
    Schliecker, Simon
    Ernst, Rolf
    ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2010, 10 (02)
  • [35] Real-time hybrid simulation for structural control performance assessment
    Carrion, Juan E.
    Spencer, B. F., Jr.
    Phillips, Brian M.
    EARTHQUAKE ENGINEERING AND ENGINEERING VIBRATION, 2009, 8 (04) : 481 - 492
  • [36] Real-Time Evaluation of E-mail Campaign Performance
    Bonfrer, Andre
    Dreze, Xavier
    MARKETING SCIENCE, 2009, 28 (02) : 251 - 263
  • [37] Transferability of real-time safety performance functions for signalized intersections
    Essa, Mohamed
    Sayed, Tarek
    Reyad, Passant
    ACCIDENT ANALYSIS AND PREVENTION, 2019, 129 : 263 - 276
  • [38] Performance Analysis of Reconfigurations in Adaptive Real-Time Streaming Applications
    Zhu, Jun
    Sander, Ingo
    Jantsch, Axel
    ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2012, 11 (01)
  • [39] Real-Time Performance of a Tactile Neuroprosthesis on Awake Behaving Rats
    Ozturk, Sevgi
    Devecioglu, Ismail
    Beygi, Mohammad
    Atasoy, Ahmet
    Mutlu, Senol
    Ozkan, Mehmed
    Guclu, Burak
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2019, 27 (05) : 1053 - 1062
  • [40] Real-Time Ship Tracking under Challenges of Scale Variation and Different Visibility Weather Conditions
    Liu, Hu
    Xu, Xueqian
    Chen, Xinqiang
    Li, Chaofeng
    Wang, Meilin
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2022, 10 (03)