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B2P2: A scalable big bioacoustic processing platform

conference contribution
posted on 2023-05-23, 11:25 authored by Thudumu, S, Saurabh GargSaurabh Garg, Erin MontgomeryErin Montgomery
Many application areas such as biodiversity monitoring and speech recognition produce several gigabytes of audio data per day; think of weeks, months of accumulated data available to analyse. However, current methods and frameworks can only process a few megabytes at a time. Moreover, these methods require a lot of manual processing before they can give relevant results for biodiversity researchers. In this paper, we present a novel scalable framework called B2P2 for handling large audio files and processing them in an efficient manner. The proposed framework can process and handle large audio data that can indicate whether there are sounds of potential interest throughout large audio recordings. We implemented the proposed framework using BigData platforms such as Spark and HDFS. Experimental results demonstrate an increase in speed-up and performance of processing audio files when increasing nodes and data sizes on cloud computing.

History

Publication title

Proceedings of the 18th International Conference on High Performance Computing & Communications; 14th International Conference on Smart City; 2nd International Conference on Data Science & Systems

Editors

J Chen & LT Yang

Pagination

1211-1217

ISBN

978-1-5090-4297-5

Department/School

School of Information and Communication Technology

Publisher

Institute of Electrical and Electronics Engineers Computer Society

Place of publication

California, United States

Event title

18th International Conference on High Performance Computing & Communications; 14th International Conference on Smart City; 2nd International Conference on Data Science & Systems

Event Venue

Sydney, Australia

Date of Event (Start Date)

2016-12-12

Date of Event (End Date)

2016-12-14

Rights statement

Copyright 2016 IEEE

Repository Status

  • Restricted

Socio-economic Objectives

Information systems, technologies and services not elsewhere classified

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