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العنوان
A distributed system for processing spatio- temporal data streams generated from objects moving on road networks /
المؤلف
Sallam,Asmaa Mohamed Mahmoud.
الموضوع
Road networks.
تاريخ النشر
2010 .
عدد الصفحات
79 p. :
اللغة
الإنجليزية
الدرجة
ماجستير
التخصص
الهندسة الكهربائية والالكترونية
مكان الإجازة
جامعة الاسكندريه - كلية الهندسة - حاسب الي و نظم
الفهرس
Only 14 pages are availabe for public view

from 95

from 95

Abstract

Emerging data stream management systems require the underlying processing
server to be able to efficiently process the infinite stream and to support large num-
ber of clients. Exisiting systems either can not sustain the large number of connected
clients or do not support all the required types of queries. Three methods for data
streams processing are proposed in this thesis, which add to the existing literature.
1. A single-server algorithm that is based on a state-of-the-art algorithm for k-NN
queries continuous monitoring.
This algorithm is extended to support range queries. The effect of pre-computing
and storing the required data on the processing time of the algorithms is stud-
ied and shown to enhance the performance.
2. A distributed system for processing the same type of stream based on an
existing distributed system.
The proposed system adds to the existing algorithms another model for the
motion of clients, which considers the underlying road map.
3. A combination between the previous 2 methods to more accurately find the
query evaluation region.
The algorithm of (1) above is extended to operate in a distributed environ-
ment and then employed in the distributed system in (2) above to improve its
performance.
The complexity analysis of the proposed algorithms is studied. A simulation model
is developed to assess the performance of the algorithms with comparison to other
existing algorithms. The simulation model is validated and verified. Simulation
results demonstrate that the proposed algorithms are superior to exisiting algorithms
in terms of either functionality or response time.