A New Algorithm for Solution of System of Linear Equations
| dc.contributor.author | Iftekharul Hoque, Md. | |
| dc.contributor.author | Nur-E-Arefin, Md. | |
| dc.contributor.author | Saiful Ahmad, Md | |
| dc.date.accessioned | 2015-07-12T07:45:15Z | |
| dc.date.available | 2015-07-12T07:45:15Z | |
| dc.date.issued | 2012-12 | |
| dc.description.abstract | Systemsoflinearequationsareusedinavarietyoffields. Thecanonicalproblemofsolving a system of linear equations arises in numerous contexts in information theory, communication theory, and related fields. This thesis is aimed at analyzing the available methods for solving a system of linear equations of the form n x n. Using a couple of iterative and/or direct methods, implement a program for these methods that could be run for different dimension size n of system of linear equation . At the end, a graph can be plotted with time taken for execution of a method considered V/s dimension size n. In this contribution, we develop a solution that does not involve direct matrix inversion. The iterative nature of our approachallowsforadistributedmessage-passingimplementationofthesolutionalgorithm. We present test results which show that our solver achieves good results, both in terms of numerical accuracy as well as computing time. Furthermore, even very large systems (n≤ 1000) can be solved given a cluster with sufficient resources. We also address some properties of the algorithm, including convergence, exactness, its complexity order and relation to classical solution methods. | |
| dc.identifier.other | https://dspace.mist.ac.bd/server/api/core/items/7c1cb476-eeef-41e0-98f8-a3d37984c220 | |
| dc.identifier.uri | http://hdl.handle.net/123456789/171 | |
| dc.language.iso | en | |
| dc.publisher | Department of Computer Science and Engineering, Military Institute of Science and Technology | |
| dc.source | MIST Digital Archive | |
| dc.subject | Algorithm, Solution, System, Linear, Equations | |
| dc.subject | self-verifying methods, large linear interval systems, indirect methods. | |
| dc.title | A New Algorithm for Solution of System of Linear Equations | |
| dc.type | Thesis |
