Statistical signal processing approach for rain estimation based on measurements from network management systems

Jonatan Ostrometzky, Hagit Messer

نتاج البحث: فصل من :كتاب / تقرير / مؤتمرمنشور من مؤتمرمراجعة النظراء

ملخص

In this paper we apply statistical signal processing methodologies on a real-world application of using Commercial Microwave Links (CMLs) as opportunistic sensors for rain monitoring. We formulate an appropriate parameter estimation problem, taking advantage on the empirically evaluated statistics of the rain, and present a new methodology for rain estimation given only the quantized minimum and maximum radio signal level measurements, which are being logged regularly by the network management systems. Our method transforms measurements taken from any single CML, without the need for training series, nor any prior or side information, into rainfall estimates, that is - to a virtual rain gauge. The operation of the proposed method was demonstrated using actual CMLs in Israel in a semiarid climate zone, and shows that the achieved rain estimates agrees with near-by dedicated rain gauges.

اللغة الأصليةالإنجليزيّة
عنوان منشور المضيف2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings
ناشرInstitute of Electrical and Electronics Engineers Inc.
الصفحات9026-9030
عدد الصفحات5
رقم المعيار الدولي للكتب (الإلكتروني)9781509066315
المعرِّفات الرقمية للأشياء
حالة النشرنُشِر - مايو 2020
منشور خارجيًانعم
الحدث2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Barcelona, أسبانيا
المدة: ٤ مايو ٢٠٢٠٨ مايو ٢٠٢٠

سلسلة المنشورات

الاسمICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
مستوى الصوت2020-May
رقم المعيار الدولي للدوريات (المطبوع)1520-6149

!!Conference

!!Conference2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020
الدولة/الإقليمأسبانيا
المدينةBarcelona
المدة٤/٠٥/٢٠٨/٠٥/٢٠

ملاحظة ببليوغرافية

Publisher Copyright:
© 2020 Institute of Electrical and Electronics Engineers Inc.. All rights reserved.

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