Machine learning-based queueing time analysis in XGPON
Link to publisher's homepage at http://ijneam.unimap.edu.my
Saved in:
| Main Authors: | , , , , , |
|---|---|
| Other Authors: | |
| Format: | Article |
| Language: | English |
| Published: |
Universiti Malaysia Perlis (UniMAP)
2022
|
| Subjects: | |
| Online Access: | http://dspace.unimap.edu.my:80/xmlui/handle/123456789/75091 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Institution: | Universiti Malaysia Perlis |
| Language: | English |
| id |
my.unimap-75091 |
|---|---|
| record_format |
dspace |
| spelling |
my.unimap-750912022-05-09T03:44:44Z Machine learning-based queueing time analysis in XGPON N. A., Ismail S. M., Idrus F., Iqbal A.M., Zin F., Atan N., Ali sevia@utm.my ANN DBA Machine learning Queueing time XGPON Link to publisher's homepage at http://ijneam.unimap.edu.my Machine learning has been a popular approach in predicting future demand. In optical access network, machine learning can best predict bandwidth demand so as to reduce delays. This paper presented a machine learning approach to learn queueing time in XGPON given the traffic load, number of frames and packet size. Queueing time contributes to upstream delay and therefore would improve the network performance. Output R acquired from the trained ANN is close to value 1. From the trained ANN, mean squared error (MSE) shows significantly low value and this proves that machine learning-based queueing time analysis offers another dimension of delay analysis on top of numerical analysis. 2022-05-09T03:44:44Z 2022-05-09T03:44:44Z 2021-12 Article International Journal of Nanoelectronics and Materials, vol.14 (Special Issue), 2021, pages 157-163 1985-5761 (Printed) 1997-4434 (Online) http://dspace.unimap.edu.my:80/xmlui/handle/123456789/75091 http://ijneam.unimap.edu.my en Universiti Malaysia Perlis (UniMAP) |
| institution |
Universiti Malaysia Perlis |
| building |
UniMAP Library |
| collection |
Institutional Repository |
| continent |
Asia |
| country |
Malaysia |
| content_provider |
Universiti Malaysia Perlis |
| content_source |
UniMAP Library Digital Repository |
| url_provider |
http://dspace.unimap.edu.my/ |
| language |
English |
| topic |
ANN DBA Machine learning Queueing time XGPON |
| spellingShingle |
ANN DBA Machine learning Queueing time XGPON N. A., Ismail S. M., Idrus F., Iqbal A.M., Zin F., Atan N., Ali Machine learning-based queueing time analysis in XGPON |
| description |
Link to publisher's homepage at http://ijneam.unimap.edu.my |
| author2 |
sevia@utm.my |
| author_facet |
sevia@utm.my N. A., Ismail S. M., Idrus F., Iqbal A.M., Zin F., Atan N., Ali |
| format |
Article |
| author |
N. A., Ismail S. M., Idrus F., Iqbal A.M., Zin F., Atan N., Ali |
| author_sort |
N. A., Ismail |
| title |
Machine learning-based queueing time analysis in XGPON |
| title_short |
Machine learning-based queueing time analysis in XGPON |
| title_full |
Machine learning-based queueing time analysis in XGPON |
| title_fullStr |
Machine learning-based queueing time analysis in XGPON |
| title_full_unstemmed |
Machine learning-based queueing time analysis in XGPON |
| title_sort |
machine learning-based queueing time analysis in xgpon |
| publisher |
Universiti Malaysia Perlis (UniMAP) |
| publishDate |
2022 |
| url |
http://dspace.unimap.edu.my:80/xmlui/handle/123456789/75091 |
| _version_ |
1738511705094225920 |