Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Discovering geo-magnetic anomalies: a clustering-based approach. / Volzhina, Elena; Chudin, Andrei; Novikov, Boris; Grafeeva, Natalia; Mikhailova, Elena.
Proceedings of the International FRUCT Conference on Intelligence, Social Media and Web (ISMW FRUCT 2016). Institute of Electrical and Electronics Engineers Inc., 2016. p. 71-80.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Discovering geo-magnetic anomalies: a clustering-based approach
AU - Volzhina, Elena
AU - Chudin, Andrei
AU - Novikov, Boris
AU - Grafeeva, Natalia
AU - Mikhailova, Elena
PY - 2016
Y1 - 2016
N2 - The paper investigates the application of clustering algorithms to data obtained by magnetometry in the places of archaeological excavations. The goal was to enable automatic detection in order to find possible anomalies in the data that could indicate the presence of potential archeological sites. Analysis of the results of following experiments with clustering algorithms is presented: d48c;-means, d484;-means and DBScan. The algorithms were run on a number of datasets, and visual assessment by experts confirmed the high level of accuracy of the results.
AB - The paper investigates the application of clustering algorithms to data obtained by magnetometry in the places of archaeological excavations. The goal was to enable automatic detection in order to find possible anomalies in the data that could indicate the presence of potential archeological sites. Analysis of the results of following experiments with clustering algorithms is presented: d48c;-means, d484;-means and DBScan. The algorithms were run on a number of datasets, and visual assessment by experts confirmed the high level of accuracy of the results.
KW - magnetometry
KW - clustering algorithms
U2 - 10.1109/FRUCT.2016.7584873
DO - 10.1109/FRUCT.2016.7584873
M3 - Conference contribution
SN - 978-952-68397-7-6, 978-952-68397-6-9
SP - 71
EP - 80
BT - Proceedings of the International FRUCT Conference on Intelligence, Social Media and Web (ISMW FRUCT 2016)
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 International FRUCT Conference on Intelligence, Social Media and Web
Y2 - 28 August 2016 through 4 September 2016
ER -
ID: 7596179