Title :
A novel flagging system to make intelligent dynamic buffer tuning realistic for real-time applications over the mobile Internet
Author :
Lin, Wilfred W K ; Wang, Xinchao ; Yu, Gary P P ; Wong, Allan K Y
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Hong Kong, China
Abstract :
We propose a novel flagging system (FS) to make the Neural Network Controller (NNC), which is an extant real-time dynamic buffer tuner, more realistic for real-time applications over the mobile Internet. Even though the extant NNC may prevent buffer overflow, it fails under certain traffic conditions easily. This happens because the intrinsic NNC control intelligence cannot handle the whole spectrum of system dynamics. With the help of this novel FS, which involves real-time elements that include the Convergence Algorithm, Hurst filter and Holder filter, the NNC should be able to tremendously reduce or even eliminate the chance of buffer overflow under its control on the fly.
Keywords :
Internet; buffer storage; mobile communication; neural nets; buffer overflow; convergence algorithm; flagging system; holder filter; hurst filter; intelligent dynamic buffer tuning; mobile Internet; neural network controller; real-time applications; real-time dynamic buffer tuner; Artificial neural networks; Computational modeling; Computers; Helium; Integrated circuits; Switches; Internet traffic patterns; NNC; flagging system; fractal breakdowns;
Conference_Titel :
Digital Ecosystems and Technologies (DEST), 2010 4th IEEE International Conference on
Conference_Location :
Dubai
Print_ISBN :
978-1-4244-5551-5
DOI :
10.1109/DEST.2010.5610661