Int. J. Ad Hoc and Ubiquitous Computing, Vol. 27, No. 4, 2018 295
Alternative forwarding strategies for geographic
routing in wireless networks
Jung-Tsung Tsai*
Department of Computer Science and Information Engineering,
National Taiwan Normal University,
Taipei 11677, Taiwan
Email: jutsai@csie.ntnu.edu.tw
*Corresponding author
Yunghsiang S. Han
Department of Electrical Engineering,
National Taiwan University of Science and Technology,
Taipei 10607, Taiwan
Email: yshan@mail.ntust.edu.tw
Abstract: Greedy forwarding (GF), the fundamental geographic routing scheme, is locally optimal
on advancement distance per hop. Instead, we propose a forwarding scheme outperforming GF on
total advancement distance to destination through routing decision made from neighbour positions
with one-step forward expectation. We then consider that a wireless network topology consists of
two subareas of different node densities and that a packet originated in one subarea is destined for
the other. Routing over a least hop count path in such a network reflects the Fermat’s principle. Like
refraction of light at the interface between two media of different refractive indices, we derive our
Snell’s laws and propose geographic refraction routing (GRR) schemes. Results show that when
network settings and source-destination pairs provide for obvious refraction, refraction operation can
slightly shorten mean path hop counts for reliable routing but significantly improve routing success
probabilities for best-effort one.
Keywords: geographic routing; greedy forwarding; refraction routing; Snell’s law; Fermat’s
principle; wireless network.
Reference to this paper should be made as follows: Tsai, J-T. and Han, Y-H. (2018) ‘Alternative
forwarding strategies for geographic routing in wireless networks’, Int. J. Ad Hoc and Ubiquitous
Computing, Vol. 27, No. 4, pp.295–307.
Biographical notes: Jung-Tsung Tsai received his BS, MS, and PhD from National Tsing-Hua
University, National Taiwan University, and the University of California, San Diego, in 1985, 1987,
and 1995, respectively, all in electrical engineering. He worked in the Industrial Technology Research
Institute (ITRI), Hsinchu, Taiwan as a researcher developing web-based network management tools
from 1996 to 1997. He joined the Faculty of National Taiwan Normal University in 1997, where
he is currently an Associate Professor in the Department of Computer Science and Information
Engineering. His research interests are in the areas of opportunistic scheduling, switching, routing,
mobility management, and power control.
Yunghsiang S. Han received his PhD from Syracuse University in 1993. He was, from 1993 to 1997,
with HuaFan University, with National ChiNan University from 1997 to 2004, and with National
Taipei University from 2004 to 2010. From August 2010, he is with National Taiwan University of
Science and Technology as a Chair Professor. He has published several highly cited works and serves
as the editors of several international journals. He was the winner of the Syracuse University Doctoral
Prize and a Fellow of IEEE. One of his papers won the prestigious 2013 ACM CCS Test-of-Time
Award in cybersecurity.
1 Introduction
The idea of geographic routing is to utilise information on
neighbour positions and a packet destination to determine the
next relay node to receive the packet. If one neighbour closer to
destination than the current node exists, in terms of Euclidian
distance here, the one closest to destination is chosen. This
method is called greedy forwarding (GF) (Finn, 1987), viewed
as a locally optimal strategy (Karp and Kung, 2000a). This
procedure is repeated until destination is reached or such a
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