scholarly journals Risk assessment of vehicle cornering events in GNSS data driven insurance telematics

Author(s):  
Johan Wahlstrom ◽  
Isaac Skog ◽  
Peter Handel
Author(s):  
Imran Shah ◽  
Tia Tate ◽  
Grace Patlewicz

Abstract Motivation Generalized Read-Across (GenRA) is a data-driven approach to estimate physico-chemical, biological or eco-toxicological properties of chemicals by inference from analogues. GenRA attempts to mimic a human expert’s manual read-across reasoning for filling data gaps about new chemicals from known chemicals with an interpretable and automated approach based on nearest-neighbors. A key objective of GenRA is to systematically explore different choices of input data selection and neighborhood definition to objectively evaluate predictive performance of automated read-across estimates of chemical properties. Results We have implemented genra-py as a python package that can be freely used for chemical safety analysis and risk assessment applications. Automated read-across prediction in genra-py conforms to the scikit-learn machine learning library's estimator design pattern, making it easy to use and integrate in computational pipelines. We demonstrate the data-driven application of genra-py to address two key human health risk assessment problems namely: hazard identification and point of departure estimation. Availability and implementation The package is available from github.com/i-shah/genra-py.


2021 ◽  
Author(s):  
Cedric Twardzik ◽  
Mathilde Vergnolle ◽  
Anthony Sladen ◽  
Louisa L. H. Tsang

Abstract. It is well-established that the post-seismic slip results from the combined contribution of seismic slip and aseismic slip. However, the partitioning between these two modes of slip remains unclear due to the difficulty to infer detailed and robust descriptions of how both evolve in space and time. This is particularly true just after a mainshock when both processes are expected to be the strongest. Using state-of-the-art sub-daily processing of GNSS data, along with dense catalogs of aftershocks obtained from template-matching techniques, we unravel the spatiotemporal evolution of post-seismic slip and aftershocks over the first 12 hours following the 2015 Mw8.3 Illapel, Chile, earthquake. We show that the very early post-seismic activity occurs over two regions with distinct behaviors. To the north, post-seismic slip appears to be purely aseismic and precedes the occurrence of late aftershocks. To the south, aftershocks are the primary cause of the post-seismic slip. We suggest that this difference in behavior could be inferred only few hours after the mainshock, and thus could contribute to a more data-driven forecasts of long-term aftershocks.


2019 ◽  
Vol 10 ◽  
Author(s):  
Sumithra Velupillai ◽  
Gergö Hadlaczky ◽  
Enrique Baca-Garcia ◽  
Genevieve M. Gorrell ◽  
Nomi Werbeloff ◽  
...  

2015 ◽  
Vol 16 (6) ◽  
pp. 3073-3083 ◽  
Author(s):  
Johan Wahlstrom ◽  
Isaac Skog ◽  
Peter Handel
Keyword(s):  

2020 ◽  
Vol 98 (11) ◽  
pp. 2397-2416
Author(s):  
Md. Tanjin Amin ◽  
Faisal Khan ◽  
Salim Ahmed ◽  
Syed Imtiaz

Author(s):  
Evdoxia Valavani ◽  
Dimitrios Doudesis ◽  
Ioannis Kourtesis ◽  
Richard Chin ◽  
Donald MacIntyre ◽  
...  

2021 ◽  
Author(s):  
Zuneera Umair ◽  
Inez M. Zwetsloot ◽  
Luk Kin Ming Marco ◽  
Jiwoo Shim ◽  
Daniil Kostromin
Keyword(s):  

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