SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS

Over the years, there has been a growing trend towards the increased adoption of NoSQL data, gradually replacing SQL data due to its numerous advantages. However, NoSQL data also has its drawbacks, and one of these is the limited features or functions for processing spatial data. Currently, Pradipta...

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Main Author: Dwi Bagus Ananta Udayana, Kadek
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/75262
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:75262
spelling id-itb.:752622023-07-26T11:08:02ZSQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS Dwi Bagus Ananta Udayana, Kadek Indonesia Final Project Redis, Data Besar, NoSQL, SQL, Spasial. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/75262 Over the years, there has been a growing trend towards the increased adoption of NoSQL data, gradually replacing SQL data due to its numerous advantages. However, NoSQL data also has its drawbacks, and one of these is the limited features or functions for processing spatial data. Currently, Pradipta and Adzkiya have developed a SQL interface capable of processing spatial data in document-based NoSQL databases. However, the SQL interface still has weaknesses in terms of performance and handling big data. Therefore, in this final project, the SQL interface system developed by Adzkiya is further improved to address these weaknesses. The approach used to enhance performance by utilizing Redis to store cached data. Secondary storage and batch data retrieval methods are used for handling big data. The SQL interface system was tested by employing diverse queries with various variations. The success parameters of the testing include the performance of the SQL interface system and the accuracy of the obtained data. Based on the evaluation results, the developed system has achieved optimal performance, as evidenced by reduced query times. Big data handling has also been addressed, as all data can be processed efficiently without encountering memory issues like heap out of memory. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Over the years, there has been a growing trend towards the increased adoption of NoSQL data, gradually replacing SQL data due to its numerous advantages. However, NoSQL data also has its drawbacks, and one of these is the limited features or functions for processing spatial data. Currently, Pradipta and Adzkiya have developed a SQL interface capable of processing spatial data in document-based NoSQL databases. However, the SQL interface still has weaknesses in terms of performance and handling big data. Therefore, in this final project, the SQL interface system developed by Adzkiya is further improved to address these weaknesses. The approach used to enhance performance by utilizing Redis to store cached data. Secondary storage and batch data retrieval methods are used for handling big data. The SQL interface system was tested by employing diverse queries with various variations. The success parameters of the testing include the performance of the SQL interface system and the accuracy of the obtained data. Based on the evaluation results, the developed system has achieved optimal performance, as evidenced by reduced query times. Big data handling has also been addressed, as all data can be processed efficiently without encountering memory issues like heap out of memory.
format Final Project
author Dwi Bagus Ananta Udayana, Kadek
spellingShingle Dwi Bagus Ananta Udayana, Kadek
SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS
author_facet Dwi Bagus Ananta Udayana, Kadek
author_sort Dwi Bagus Ananta Udayana, Kadek
title SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS
title_short SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS
title_full SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS
title_fullStr SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS
title_full_unstemmed SQL INTERFACE DEVELOPMENT FOR SPATIAL DATA RETRIEVAL ON DOCUMENT-BASED DATABASES USING CACHING MECHANISMS
title_sort sql interface development for spatial data retrieval on document-based databases using caching mechanisms
url https://digilib.itb.ac.id/gdl/view/75262
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