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20162022
most citedA Data-Driven Approach for Accurate Rainfall Prediction

158 citations · 548 across the 24 of their papers we have counts for

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9 papers · 1 filter

physics.ao-ph2019★ 1 cited

Predicting Solar Irradiance in Singapore

T. A. Fathima, Vasudevan Nedumpozhimana, Yee Hui Lee +2

Solar irradiance is the primary input for all solar energy generation systems. The amount of available solar radiation over time under the local weather conditions helps to decide…

physics.ao-ph2019

A Chaotic Approach on Solar Irradiance Forecasting

T. A. Fathima, Vasudevan Nedumpozhimana, Yee Hui Lee +2

We analyse the time series of solar irradiance measurements using chaos theory. The False Nearest Neighbour method (FNN), one of the most common methods of chaotic analysis is used…

physics.ao-ph2019★ 158 cited

A Data-Driven Approach for Accurate Rainfall Prediction

Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee +2

In recent years, there has been growing interest in using Precipitable Water Vapor (PWV) derived from Global Positioning System (GPS) signal delays to predict rainfall. However, th…

physics.ao-ph2019★ 129 cited

CloudSegNet: A Deep Network for Nychthemeron Cloud Image Segmentation

Soumyabrata Dev, Atul Nautiyal, Yee Hui Lee +1

We analyze clouds in the earth's atmosphere using ground-based sky cameras. An accurate segmentation of clouds in the captured sky/cloud image is difficult, owing to the fuzzy boun…

physics.ao-ph2019

Predicting GPS-based PWV Measurements Using Exponential Smoothing

Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee +1

Global Positioning System (GPS) derived precipitable water vapor (PWV) is extensively being used in atmospheric remote sensing for applications like rainfall prediction. Many appli…

physics.ao-ph2018

Systematic Study of Weather Variables for Rainfall Detection

Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee +2

Numerous weather parameters affect the occurrence and amount of rainfall. Therefore, it is important to study these parameters and their interdependency. In this paper, different w…

physics.ao-ph2018★ 3 cited

A Data-driven Approach to Detecting Precipitation from Meteorological Sensor Data

Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee +2

Precipitation is dependent on a myriad of atmospheric conditions. In this paper, we study how certain atmospheric parameters impact the occurrence of rainfall. We propose a data-dr…

physics.ao-ph2017

Study of Clear Sky Models for Singapore

Soumyabrata Dev, Shilpa Manandhar, Yee Hui Lee +1

The estimation of total solar irradiance falling on the earth's surface is important in the field of solar energy generation and forecasting. Several clear-sky solar radiation mode…

physics.ao-ph2017

Cloud Radiative Effect Study Using Sky Camera

Soumyabrata Dev, Shilpa Manandhar, Feng Yuan +2

The analysis of clouds in the earth's atmosphere is important for a variety of applications, viz. weather reporting, climate forecasting, and solar energy generation. In this paper…