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Next-generation wireless networks will provide users ubiquitous low-latency computing services using devices at the network edge, called mobile edge computing (MEC). The key operation of MEC, mobile computation offloading (MCO), is to…

Information Theory · Computer Science 2018-05-31 Seung-Woo Ko , Kaifeng Han , Kaibin Huang

The deterministic wireless relay network model, introduced by Avestimehr et al., has been proposed for approximating Gaussian relay networks. This model, known as the ADT network model, takes into account the broadcast nature of wireless…

Information Theory · Computer Science 2010-06-16 MinJi Kim , Muriel Medard

In a wireless network the set of transmitting nodes changes frequently because of the MAC scheduler and the traffic load. Previously, connectivity in wireless networks was analyzed using static geometric graphs, and as we show leads to an…

Information Theory · Computer Science 2015-03-13 RadhaKrishna Ganti , Martin Haenggi

Network-Wide Broadcast (NWB) is a common operation in Mobile Ad hoc Networks (MANETs) used by routing protocols to discover routes and in group communication operations. NWB is commonly performed via flooding, which has been shown to be…

Networking and Internet Architecture · Computer Science 2007-05-23 Paul Rogers , Nael Abu-Ghazaleh

The cardinal concept of TCP development was to carry data within the network where network congestion plays a vital role to cause packet loss. On the other hand, there are several other reasons to lose packets in Mobile Ad Hoc Networks due…

Networking and Internet Architecture · Computer Science 2011-09-30 Md. Monzur Morshed , Meftah Ur Rahman , Md. Rafiqul Islam

This paper reports experimental results on self-organizing wireless networks carried by small flying robots. Flying ad hoc networks (FANETs) composed of small unmanned aerial vehicles (UAVs) are flexible, inexpensive and fast to deploy.…

Networking and Internet Architecture · Computer Science 2016-11-18 S. Rosati , K. Kruzelecki , G. Heitz , D. Floreano , B. Rimoldi

Mobile nodes of various routing protocols in Mobile Ad hoc Networks follow different strategies in transmission and receiving of data. Security, packet delivery and routing overhead are important concerns for any protocol during designing…

Networking and Internet Architecture · Computer Science 2017-08-08 Mohammad Riyaz Belgaum , Safeeullah Soomro , Zainab Alansari , Muhammad Alam

The application of machine learning (ML) to communication systems is expected to play a pivotal role in future artificial intelligence (AI)-based next-generation wireless networks. While most existing works focus on ML techniques for static…

Machine Learning · Computer Science 2025-11-04 Sivaram Krishnan , Jinho Choi , Jihong Park , Gregory Sherman , Benjamin Campbell

This paper is concerned with the scaling of the number of hops in a large scale wireless ad-hoc network (WANET), a quantity we call network latency. A large network latency affects all aspects of data communication in a WANET, including an…

Information Theory · Computer Science 2007-07-13 Nima Sarshar , Behnam A. Rezaei , Vwani P. Roychowdhury

Despite remarkable improvements in speed and accuracy, convolutional neural networks (CNNs) still typically operate as monolithic entities at inference time. This poses a challenge for resource-constrained practical applications, where both…

Computer Vision and Pattern Recognition · Computer Science 2020-12-08 Thanh Vu , Marc Eder , True Price , Jan-Michael Frahm

The performance of Mobile Ad hoc networks (MANET) depends on the cooperation of all active nodes. However, supporting a MANET is a cost-intensive activity for a mobile node. From a single mobile node perspective, the detection of routes as…

Cryptography and Security · Computer Science 2009-08-10 Syed S. Rizvi , Khaled M. Elleithy

Wireless Multi-hop Networks (WMhNs) provide users with the facility to communicate while moving with whatever the node speed, the node density and the number of traffic flows they want, without any unwanted delay and/or disruption. This…

Networking and Internet Architecture · Computer Science 2013-06-05 N. Javaid , R. D. Khan , M. Ilahi , L. Ali , Z. A. Khan , U. Qasim

We explore in detail a method to solve ordinary differential equations using feedforward neural networks. We prove a specific loss function, which does not require knowledge of the exact solution, to be a suitable standard metric to…

Computational Physics · Physics 2020-06-02 Liam L. H. Lau , Denis Werth

This paper discusses a new energy aware routing scheme which uses variable transmission range. The protocol has been incorporated along with the route discovery procedure of AODV as a case study. Both the protocols are simulated using…

Networking and Internet Architecture · Computer Science 2012-09-13 Pinki Nayak , Rekha Agarwal , Seema Verma

Wireless Mesh Network (WMN) is a multi hop low cost, with easy maintenance robust network providing reliable service coverage. WMNs consist of mesh routers and mesh clients. In this architecture, while static mesh routers form the wireless…

Networking and Internet Architecture · Computer Science 2012-05-15 Soumen Kanrar

The capacity of multiuser networks has been a long-standing problem in information theory. Recently, Avestimehr et al. have proposed a deterministic network model to approximate multiuser wireless networks. This model, known as the ADT…

Information Theory · Computer Science 2011-05-09 MinJi Kim , Elona Erez , Edmund M. Yeh , Muriel Medard

We introduce a novel architecture and computational framework for formal, automated analysis of systems with a broad set of nonlinearities in the feedback loop, such as neural networks, vision controllers, switched systems, and even simple…

Optimization and Control · Mathematics 2018-05-02 Ivan Papusha , Ufuk Topcu , Steven Carr , Niklas Lauffer

Wireless connectivity is instrumental in enabling scalable federated learning (FL), yet wireless channels bring challenges for model training, in which channel randomness perturbs each worker's model update while multiple workers' updates…

Machine Learning · Computer Science 2020-11-18 Anis Elgabli , Jihong Park , Chaouki Ben Issaid , Mehdi Bennis

Denial-of-Service (DoS) and Distributed DoS (DDoS) attacks can cause serious problems in wireless networks due to limited network and host resources. Attacker traceback is a promising solution to take a proper countermeasure near the attack…

Networking and Internet Architecture · Computer Science 2007-05-23 Yongjin Kim , Ahmed Helmy

With the evolution of wireless technology and use of mobile devices, Mobile Ad-hoc Network has become popular among researchers to explore. A mobile ad-hoc network (MANET) is a self-configuring network of mobile routers (and associated…

Networking and Internet Architecture · Computer Science 2014-08-18 Dhaval Dave , Pranav Dave