Xanadu Based Big Data CBIR System:Automated Astronomical Objects Classification & Identification
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Xanadu offers a scalable big data solution with features like data deduplication, replication, and real-time analytics, facilitating effective management in both cloud and enterprise settings. Its content-based image retrieval (CBIR) system enhances the identification of astronomical objects by comparing new images with existing database records, significantly improving research processes. Additionally, Xanadu's architecture supports integration with other big data systems and employs deep learning for automated galaxy classification.
Xanadu Based Big Data CBIR System:Automated Astronomical Objects Classification & Identification
- 1. ©2018 Xanadu Big Data, LLC All Rights Reserved www.xanadubigdata.com Xanadu Based Big Data CBIR System: Automated Astronomical Objects Classification & Identification 1Q 2018 Alex G. Lee (alexglee@xanadubigdata.com)
- 2. ©2018 Xanadu Big Data, LLC All Rights Reserved Index for Part I: Xanadu Introduction -Xanadu Functionality -Xanadu Performance BMT -Xanadu based Big Data Archive -Xanadu Big Data Deep Learning Integration
- 3. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu provides Resilient, Durable, Scalable, Consistent Distributed Big Data Database. Xanadu enables competitive big data management in the Clouds or Enterprises Xanadu Functionality K AnyTypes&SizeofData NoSQL Database Data De-duplication Data Replication Massively Scalable Fault Tolerance Data Store NoSQL Database ACID Compliance High Throughput Low Latency Data Access
- 4. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu Performance BMT
- 5. ©2018 Xanadu Big Data, LLC All Rights Reserved Deduplication functionality reduces the actual storage footprint by recognizing duplicate data and maintaining only as many copies as it needs to assure its availability. Time stamping functionality provides inherent (built-in) backup of the database. ACID compliance guarantees reliable and consistent data update even in the face of the storage failure. Xanadu enables a high speed data querying archive system with massive scalability. Xanadu provides database for real time big data analytics. Xanadu provides intra/inter enterprise collaborative data sharing platform. Xanadu based Big Data Archive
- 6. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu provides a composable architecture that can be integrated with other big data systems: Xanadu can be integrated with Hadoop based Big Data Deep Leaning on Local Machines & AWS Clusters. Xanadu Big Data Deep Learning Integration + Total Integration Big Data Applications Big Data IT Infrastructure Xanadu Data Management Platform GPS / GLONASS WCDMA / LTE +
- 7. ©2018 Xanadu Big Data, LLC All Rights Reserved Index for Part II: Xanadu Based Medical CBIR System -Content Based Image Retrieval (CBIR) System -Xanadu based Astronomical CBIR System -Automated Galaxy Type Classification -Xanadu based Astronomical CBIR System Demo for Galaxy Identification using 4458 Images in EFIGI Catalogue
- 8. ©2018 Xanadu Big Data, LLC All Rights Reserved CBIR is a way of searching image database using visual features of an image as a search term to find images that share the similar visual features. Content Based Image Retrieval (CBIR) System source: http://www.sciencedirect.com/science/article/pii/S0925231217308445
- 9. ©2018 Xanadu Big Data, LLC All Rights Reserved As astronomy has become an immensely data-rich field, techniques to automate the search a huge volumes of data are needed for speeding up research process. For some astronomical objects, assessment of pre-researched records in the database is sufficient for quick and accurate identification. By comparing a new astronomical images to similar images available in the database, it becomes easier for researchers to identify a nature of the new astronomical images. As the number of records in the database increases, the database can become comprehensive and exhaustive resulting into an improvement in accuracy of an identification based on the database. Xanadu based CBIR system provides a scalable and efficient architecture that enables archiving of such large number of records that allows quick retrieval of relevant records on demand at a low cost. Xanadu based Astronomical CBIR System
- 10. ©2018 Xanadu Big Data, LLC All Rights Reserved Deep learning can be used for automating galaxy type classification Automated Galaxy Classification
- 11. ©2018 Xanadu Big Data, LLC All Rights Reserved Xanadu based Astronomical CBIR System Demo for Galaxy Identification using 4458 Images in EFIGI Catalogue
- 12. ©2018 Xanadu Big Data, LLC All Rights Reserved Thank you Xanadu Big Data, LLC