Performance Improvement of Artificial Neural Networks by Addressing Class Overlapping Problem

2021 ◽  
pp. 229-237
Author(s):  
Sankhadeep Chatterjee ◽  
Asit Kumar Das ◽  
Kushankur Ghosh ◽  
Arghasree Banerjee ◽  
Mayukh Bhattacharjee ◽  
...  
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Performance Improvement ◽  
Artificial Neural

scholarly journals Brief communication: Rainfall thresholds based on Artificial neural networks can improve landslide early warning

2021 ◽  
Author(s):  
Pierpaolo Distefano ◽  
David J. Peres ◽  
Pietro Scandura ◽  
Antonino Cancelliere
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Performance Improvement ◽  
Early Warning ◽  
Rainfall Intensity ◽  
Rainfall Event ◽  
Rainfall Thresholds ◽  
Event Duration ◽  
Landslide Early Warning ◽  
Artificial Neural

Abstract. In this communication we show how the use of artificial neural networks (ANNs) can improve the performance of the rainfall thresholds for landslide early warning. Results for Sicily (Italy), show how performance of a traditional rainfall event duration and depth power law threshold, yielding a true skill statistic (TSS) of 0.50, can be improved by ANNs (TSS = 0.59). Then we show how ANNs allow to easily add other variables, like peak rainfall intensity, with a further performance improvement (TSS = 0.64). This may stimulate more research on the use of this powerful tool for deriving landslide early warning thresholds.

Determination of S-N curves with the application of artificial neural networks

1999 ◽  
Vol 22 (8) ◽  
pp. 723-728 ◽  
Author(s):  
Artymiak ◽  
Bukowski ◽  
Feliks ◽  
Narberhaus ◽  
Zenner
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Artificial Neural

FUTURE OF ARTIFICIAL NEURAL NETWORKS IN SPACE EXPLORATION AND SPACE ENGINEERING

2018 ◽  
pp. 6-11
Author(s):  
Kobiljon Kh. Zoidov ◽  
◽  
Svetlana V. Ponomareva ◽  
Daniel I. Serebryansky ◽  
◽  
...  
Keyword(s):  
Neural Networks ◽  
Artificial Neural Networks ◽  
Space Exploration ◽  
Artificial Neural
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