ملخص
The need for accurate monitoring of rainfall, essential for many fields such as: hydrology, transportation and agriculture, calls for optimal use of all available resources. However, as the existing monitoring equipment is diverse, and different tools provide measurements of different nature, fusing these measurements is a challenging task. At one extreme, rain gauges provide local, direct measurements of the accumulated rainfall, and at the other end, satellite observations provide remote images of clouds, from which rainfall is estimated. In between, weather radar measures reflectivity which is non-linearly related to rainfall. In light of the new opportunities introduced by the use of physical measurements from cellular communication networks for rainfall monitoring, I first review the approaches for fusion of different rainfall direct and indirect measurements, distinguishing it from data assimilation, widely used in meteorology. I will then suggest a unified approach to the problem, combining parametric and non-parametric tools, and will present preliminary results.
اللغة الأصلية | الإنجليزيّة |
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عنوان منشور المضيف | Latent Variable Analysis and Signal Separation - 13th International Conference, LVA/ICA 2017, Proceedings |
المحررون | Petr Tichavsky, Massoud Babaie-Zadeh, Olivier J.J. Michel, Nadege Thirion-Moreau |
ناشر | Springer Verlag |
الصفحات | 333-343 |
عدد الصفحات | 11 |
رقم المعيار الدولي للكتب (المطبوع) | 9783319535463 |
المعرِّفات الرقمية للأشياء | |
حالة النشر | نُشِر - 2017 |
منشور خارجيًا | نعم |
الحدث | 13th International Conference on Latent Variable Analysis and Signal Separation, LVA/ICA 2017 - Grenoble, فرنسا المدة: ٢١ فبراير ٢٠١٧ → ٢٣ فبراير ٢٠١٧ |
سلسلة المنشورات
الاسم | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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مستوى الصوت | 10169 LNCS |
رقم المعيار الدولي للدوريات (المطبوع) | 0302-9743 |
رقم المعيار الدولي للدوريات (الإلكتروني) | 1611-3349 |
!!Conference
!!Conference | 13th International Conference on Latent Variable Analysis and Signal Separation, LVA/ICA 2017 |
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الدولة/الإقليم | فرنسا |
المدينة | Grenoble |
المدة | ٢١/٠٢/١٧ → ٢٣/٠٢/١٧ |
ملاحظة ببليوغرافية
Publisher Copyright:© Springer International Publishing AG 2017.