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Analysis of energy consumption for ad hoc wireless sensor networks using a bit-meter-perJoule metric. (2002)

by J L Gao
Venue:IPN Progress Report
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Sensor Networks with Mobile Agents

by Lang Tong, Qing Zhao, Srihari Adireddy - in Proc. 2003 Military Communications Intl Symp , 2003
"... An architecture for large scale low power sensor network is pro-posed. Referred to as sensor networh with mobile agents (SENMA). SENMA exploit node redundancies by introducing mobile agents that communicate opportunistically with a largefreld of sensors. The addition of mobile agents shifIs computat ..."
Abstract - Cited by 114 (37 self) - Add to MetaCart
An architecture for large scale low power sensor network is pro-posed. Referred to as sensor networh with mobile agents (SENMA). SENMA exploit node redundancies by introducing mobile agents that communicate opportunistically with a largefreld of sensors. The addition of mobile agents shifIs computationally intensive task awayfrom primitive sensors to more powerful mobile agents, which enables energy effcient operations under severely limited power constraints. An opportunistic ALOHA random access cou-pled with a direct sequence spread spectrum physical layer is pro-posed. A comparison ofSENMA with apor ad hocsensor network shows a substantial gain in energy efficiency.
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...ance is developed in [18]. In [19, 20], MAC protocol design under the architecture of SENMA is addressed. Analysis on energy consumption in sensor networks has also received considerable interest. In =-=[21]-=-, the global energy expenditure of a flat ad hoc sensor network is derived and its relation to non-protocol parameters such as transceiver characteristics, data traffic distribution, node density, and...

Scheduling sleeping nodes in high density cluster-based sensor networks

by Jing Deng, Yunghsiang S. Han, Wendi B. Heinzelman, Pramod K. Varshney, Jing Deng, Yunghsiang S. Han, Wendi B. Heinzelman, Pramod K. Varshney - In ACM/Kluwer Mobile Networks and Applications, Issue: Volume 10, Number 6 (pp. 825–835 , 2005
"... Scheduling sleeping nodes in high density cluster-based sensor networks ..."
Abstract - Cited by 29 (3 self) - Add to MetaCart
Scheduling sleeping nodes in high density cluster-based sensor networks
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...curacy of the distance estimation affects the performance of our scheme. However, these are out of the scope of this work. 3 This deployment model has been frequently used in the technical literature =-=[6]-=-. Note that a different nodal deployment distribution may lead to different derivations. However, we believe that it will not change our conclusions on the superiority of the scheme proposed in this w...

Optimum Transmission Range for Wireless Ad Hoc Networks

by Jing Deng, Yunghsiang S. Han - In IEEE Wireless Communications and Networking Conference , 2004
"... The transmission range that achieves the most economical use of energy in wireless ad hoc networks is studied under homogeneous node distribution. By assuming the knowledge of node location, we first proposed a transmission strategy to ensure the progress of data packets toward their final destinati ..."
Abstract - Cited by 23 (3 self) - Add to MetaCart
The transmission range that achieves the most economical use of energy in wireless ad hoc networks is studied under homogeneous node distribution. By assuming the knowledge of node location, we first proposed a transmission strategy to ensure the progress of data packets toward their final destinations. Then the average packet progress for a transmission range universal for all nodes is derived, which is accordingly used to determine the optimal transmission range that gives the maximum efficiency of energy consumption. Different from some previous work, our analysis does not make the assumption of large nodal density in the wireless ad hoc networks studied. Numerical and simulation results are presented to examine our analysis for wireless ad hoc networks.

Balancedenergy sleep scheduling scheme for high density cluster-based sensor networks

by Jing Deng, Yunghsiang S. Han, Wendi B. Heinzelman, Pramod K. Varshney - Elsevier Computer Communications Journal, Special Issue on ASWN , 2004
"... Abstract — In order to conserve battery power in very dense sensor networks, some sensor nodes may be put into the sleep state while other sensor nodes remain active for the sensing and communication tasks. However, determining which of the sensor nodes should be put into the sleep state is non-triv ..."
Abstract - Cited by 20 (3 self) - Add to MetaCart
Abstract — In order to conserve battery power in very dense sensor networks, some sensor nodes may be put into the sleep state while other sensor nodes remain active for the sensing and communication tasks. However, determining which of the sensor nodes should be put into the sleep state is non-trivial. As the goal of allowing nodes to sleep is to extend network lifetime, we propose and analyze a Balanced-energy Scheduling (BS) scheme in the context of cluster-based sensor networks. The BS scheme aims to evenly distribute the energy load of the sensing and communication tasks among all the nodes in the cluster, thereby extending the time until the cluster can no longer provide adequate sensing coverage. Two related sleep scheduling schemes, the Distance-based Scheduling (DS) scheme and the Randomized Scheduling (RS) scheme are also studied in terms of the coefficient of variation of their energy consumption. Analytical and simulation results are presented to evaluate the proposed BS scheme. It is shown that the BS scheme extends the cluster’s overall network lifetime significantly while maintaining a similar sensing coverage compared with the DS and the RS schemes for sensor clusters. I.
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...consumption due to transmission of each packet, k2 is the idle/receive energy consumption per second, xmin is the minimum transmission range corresponding to the minimum allowable transmission energy =-=[17]-=-, and γ ≥ 2 is the path loss exponent. The max function indicates that, even if the distance between 2 The cluster head might be rotated among nodes in a small region near the center of the cluster, s...

Sensor Networks with Mobile Access: Energy and Capacity Considerations

by G Mergen, Z Qing, L Tong - IEEE Trans. Comm , 2006
"... ..."
Abstract - Cited by 18 (3 self) - Add to MetaCart
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...he calculation there does not take into account the possibility of scaling the transmission radius according to the size of the network. The difference between previous analyses on energy consumption =-=[18]-=-–[20] and ours is that we explicitly account for energy consumed in both transmission and reception. The physical basis of our model comes from [21], where energy consumption is characterized at the c...

Optimal transmission range for wireless ad hoc networks based on energy efficiency

by Jing Deng , Yunghsiang S Han , Po-Ning Chen , Pramod K Varshney , J Deng , Y S Han , P.-N Chen , P K Varshney - IEEE Transactions on Communications
"... Abstract The transmission range that achieves the most economical use of energy in wireless ad hoc networks is studied for uniformly distributed network nodes. By assuming the existence of forwarding neighbors and the knowledge of their locations, the average per-hop packet progress for a transmiss ..."
Abstract - Cited by 9 (0 self) - Add to MetaCart
Abstract The transmission range that achieves the most economical use of energy in wireless ad hoc networks is studied for uniformly distributed network nodes. By assuming the existence of forwarding neighbors and the knowledge of their locations, the average per-hop packet progress for a transmission range that is universal for all nodes is derived. This progress is then used to identify the optimal per-hop transmission range that gives the maximal energy efficiency. Equipped with this analytical result, the relation between the most energy-economical transmission range and the node density, as well as the path loss exponent, is numerically investigated. It is observed that when the path loss exponent is high (such as four), the optimal transmission ranges are almost identical over the range of node densities that we studied. However, when the path loss exponent is only two, the optimal transmission range decreases noticeably as the node density increases. Simulation results also confirm the optimality of the per-hop transmission range that we found analytically. Index Terms: wireless ad hoc networks; energy efficiency; optimal transmission range Article: I. INTRODUCTION The research on wireless ad hoc networks has experienced a rapid growth over the last few years. Unique properties of ad hoc networks, such as operation without pre-existing infrastructure, fast deployment, and selfconfiguration, make them suitable for communication in tactical operations, search and rescue missions, and home networking. While most studies in this area have concentrated on the design of routing protocols, medium access control protocols, and security issues, we investigate the efficiency of energy consumption in wireless ad hoc networks in this work. Due to their portability and fast-deployment in potentially harsh scenarios, nodes in ad hoc networks are usually powered by batteries with finite capacity. It is always desirable to extend the lifetime of ad hoc network nodes without sacrificing their functionality. Thus, the study of energy-efficient mechanisms is of importance. In wireless ad hoc networks, energy consumption at each node is mainly due to system operation, data processing, and wireless transmission and reception. While there are studies on increasing battery capacity and reducing energy consumption of system operation and data processing, energy consumption economy of radio transceivers has not received as much attention. Such a study is also quite essential for an energy-efficient system design
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...er to minimize global energy consumption for ad hoc networks. They concluded that the average neighborhood size is a useful parameter in finding the optimal balance point. Reference [13] studied the optimal transmission radius that minimizes the settling time for flooding in large scale sensor networks. In the paper, the settling time was evaluated at the time when all the nodes in the network have forwarded the flooded packet. Regional contention and contention delay were then analyzed. A bit-meter-per-joule metric for energy consumption in wireless ad hoc sensor networks was investigated in [14]. The paper presented a system-level characterization of energy consumption for sensor networks. This study assumed that the sensor network has a relay architecture, and all the traffic is sent from sensor nodes toward a distant base station. Also, it was assumed that the source always chooses, among all relay neighbors, the one that has the lowest bit-meter-per-joule metric to relay its data packets. In the analysis, the power efficiency metric in terms of average watt-per-meter for each radio transmission was first calculated, and was then extended to determine global energy consumption. The...

On the Forwarding Area of Contention-Based Geographic Forwarding for Ad Hoc and Sensor Networks

by Dazhi Chen, Jing Deng, Pramod K. Varshney - in Proc. SECON , 2005
"... Abstract — Contention-based Geographic Forwarding (CGF) is a state-free communication paradigm for information delivery in multihop ad hoc and sensor networks. A priori selection of the forwarding area impacts its overall network performance and the design of the CGF protocol as well. In this work, ..."
Abstract - Cited by 8 (1 self) - Add to MetaCart
Abstract — Contention-based Geographic Forwarding (CGF) is a state-free communication paradigm for information delivery in multihop ad hoc and sensor networks. A priori selection of the forwarding area impacts its overall network performance and the design of the CGF protocol as well. In this work, we study the fundamental problem of defining the forwarding area apriorifor CGF and determine its impact on the performance. We model CGF without void (i.e., absence of a next-hop node in the forwarding area) handling as a 3-step forwarding strategy. Based on this model and given a random distribution of network nodes, we develop a general mathematical analysis technique to evaluate the performance of CGF with different forwarding areas, in terms of the performance metric average single-hop packet progress. Further, we introduce two state-free void handling schemes, i.e., active exploration and passive participation, for CGF and study their performance in depth. Our theoretical analysis and numerically evaluated results, validated by extensive simulations, provide a guideline regarding the selection of specific forwarding areas for the design of a practical CGF protocol. It also serves as a general performance evaluation framework for the existing CGF protocols. I.
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...bility of void We model the node distribution in the region of interest as a two-dimensional Poisson point process. Thus, the probability that k nodes are located within an area of size A is given by =-=[12]-=-: Pr {k} = (λA)k · e−λA , (1) k! where λ is the expected number of nodes within a unit area. Since the forwarding areas of MCA and DRA are, πr 2 /4 and πr 2 /6, respectively, the probabilities of void...

Energy-delay bounds analysis in wireless multi-hop networks with unreliable radio links

by Ruifeng Zhang, Jean-marie Gorce, Katia Jaffrès-runser, Thème Com, Ruifeng Zhang, Jean-marie Gorce, Katia Jaffrès-runser, Thème Com Systèmes Communicants - ARES / INRIA, Tech. Rep
"... with unreliable radio links ..."
Abstract - Cited by 6 (3 self) - Add to MetaCart
with unreliable radio links
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... of their applications. Regarding energy efficiency, there are numerous original works addressing the problem at the routing layer, MAC layer, physical layer or from a cross-layer point of view, e.g. =-=[2, 3, 4, 5, 6]-=-. Routing strategies in multi-hop environments have a major impact on the energy consumption of networks. Long-hop routes demand substantial transmission power but minimize the energy cost for recepti...

Multi-hop/Direct Forwarding (MDF) for Static Wireless Sensor Networks

by Jing Deng - ACM Transactions on Sensor Networks , 2009
"... Sensor Networks, 5(4), p. 1-25. ..."
Abstract - Cited by 5 (2 self) - Add to MetaCart
Sensor Networks, 5(4), p. 1-25.

Micro Base Stations in Load Constrained Cellular Mobile Radio Networks

by Fred Richter, Markus Gruber, Oliver Blume, Vodafone Stiftungslehrstuhl Technische Universität Dresden
"... Abstract—Future cellular mobile radio networks will exhibit a much more dense base station deployment than 2nd or 3rd generation communications systems, particularly with regard to traffic coverage. Hence, a significant increase in power consumption of cellular networks can be expected. In order to ..."
Abstract - Cited by 4 (0 self) - Add to MetaCart
Abstract—Future cellular mobile radio networks will exhibit a much more dense base station deployment than 2nd or 3rd generation communications systems, particularly with regard to traffic coverage. Hence, a significant increase in power consumption of cellular networks can be expected. In order to counter this trend, energy efficiency of such networks should be increased considerably. Concerning energy efficiency, utilizing micro base stations with their smaller power consumption capabilities appear promising. In this paper we study various homogeneous and heterogeneous deployment strategies incorporating micro base stations with focus on energy efficiency represented by power consumption and throughput. Further, we deal with the impact of different load scenarios on energy efficiency of the various network topologies in more detail. I.
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...9]. Also, manufacturer of mobile network equipment have already achieved a recognizable progress in energy efficiency, where most efforts are in more power efficient transceivers in the base stations =-=[10]-=- and alternative cooling techniques for replacing conventional air conditioning of base station housings. Up to now there are more than 4 billion mobile phone subscribers in total, being responsible f...

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