DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH

Time-dependent graph defined as a graph that represent dynamic object. Searching shortest-path in this graph requires consideration of graph state in multiple time instance. Path building process does not only involve choosing right node to visit. It also involve picking the right time to visit the...

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Main Author: Imantoro, Cendhika
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/43706
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:43706
spelling id-itb.:437062019-09-30T08:54:05ZDEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH Imantoro, Cendhika Indonesia Final Project graph, time-dependent graph, shortest-path, models, algorithms INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/43706 Time-dependent graph defined as a graph that represent dynamic object. Searching shortest-path in this graph requires consideration of graph state in multiple time instance. Path building process does not only involve choosing right node to visit. It also involve picking the right time to visit the node. Because of that, searching shortest-path in time-dependent graph requires different handling. A software that can provide this handling is needed. This software can be implemented in form of a middleware. With proper design, middleware is capable of interacting with varying data sources. Middleware also can be designed to be compatible with multiple application software. In this final project, a middleware for searching shortest path in time-dependent graph is built as the final product. Main problems in building this middleware are choosing right model for time-dependent graph and choosing shortest-path algorithm to be used. There are two models that used in the middleware, time-expanded graph and time aggregated graph. Time-expanded graph is used in path-building process. Timeaggregated graph is used for data transfer from data source. Shortest-path algorithm that choosen to be used in the middleware is algorithm for directed acyclic graph. This algorithm is further optimized by using timestamp attribute in time-expanded graph model. Validation process shows that implemented middleware fulfill required functional requirements. Implemented middleware can be used with Neo4j and PostgreSQL database as data source. The middleware is ready to receive additional support for other databases. The middleware is not strongly coupled with application software, thus allowing it to be used by varying application software. 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 Time-dependent graph defined as a graph that represent dynamic object. Searching shortest-path in this graph requires consideration of graph state in multiple time instance. Path building process does not only involve choosing right node to visit. It also involve picking the right time to visit the node. Because of that, searching shortest-path in time-dependent graph requires different handling. A software that can provide this handling is needed. This software can be implemented in form of a middleware. With proper design, middleware is capable of interacting with varying data sources. Middleware also can be designed to be compatible with multiple application software. In this final project, a middleware for searching shortest path in time-dependent graph is built as the final product. Main problems in building this middleware are choosing right model for time-dependent graph and choosing shortest-path algorithm to be used. There are two models that used in the middleware, time-expanded graph and time aggregated graph. Time-expanded graph is used in path-building process. Timeaggregated graph is used for data transfer from data source. Shortest-path algorithm that choosen to be used in the middleware is algorithm for directed acyclic graph. This algorithm is further optimized by using timestamp attribute in time-expanded graph model. Validation process shows that implemented middleware fulfill required functional requirements. Implemented middleware can be used with Neo4j and PostgreSQL database as data source. The middleware is ready to receive additional support for other databases. The middleware is not strongly coupled with application software, thus allowing it to be used by varying application software.
format Final Project
author Imantoro, Cendhika
spellingShingle Imantoro, Cendhika
DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH
author_facet Imantoro, Cendhika
author_sort Imantoro, Cendhika
title DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH
title_short DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH
title_full DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH
title_fullStr DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH
title_full_unstemmed DEVELOPMENT OF A MIDDLEWARE FOR SEARCHING SHORTEST-PATH IN TIME-DEPENDENT GRAPH
title_sort development of a middleware for searching shortest-path in time-dependent graph
url https://digilib.itb.ac.id/gdl/view/43706
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