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Haiyun Luo

dblp:42/4967 · DBLP profile ↗
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43ranked-venue papers
13as first author
0since 2021 · last 2014
0000-0002-3346-7948ORCID · corroborated

Domains — the database's venue-derived domains; a paper can count in several

Computer networks · 39 · 11 first-authorSystems, architecture and hardware · 4 · 2 first-authorSecurity and privacy · 1

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Computer networks
28 papers
Wireless networking · 42% Cellular and mobile networks · 14% Internet of things and sensor networks · 10%
Network and information security
6 papers
Authentication and access control · 45% Network security · 26% Cryptographic protocols and secure computation · 19%
Computer architecture, parallel and distributed computing, and storage systems
5 papers
Energy-efficient computing · 72% Cloud and datacenter computing · 12% Embedded and real-time systems · 10%

Topics — the 30 heaviest of 71, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Wireless networking
mobile ad hoc networks
0.372007
The Design and Evaluation of Unified Cellular and Ad Hoc Networks · IEEE Trans. Mob. Comput. 2007
ICAM: Integrated Cellular and Ad Hoc Multicast · IEEE Trans. Mob. Comput. 2006
A topology-independent wireless fair queueing model in ad hoc networks · IEEE J. Sel. Areas Commun. 2005
Wireless networking
medium access control
0.252008
SELECT: Self-Learning Collision Avoidance for Wireless Networks · IEEE Trans. Mob. Comput. 2008
Self-Learning Collision Avoidance for Wireless Networks · INFOCOM 2006
A Self-Coordinating Approach to Distributed Fair Queueing in Ad Hoc Wireless Networks · INFOCOM 2001
Cellular and mobile networks
3g network
0.222011
Traffic-driven power saving in operational 3G cellular networks · MobiCom 2011
The Design and Evaluation of Unified Cellular and Ad Hoc Networks · IEEE Trans. Mob. Comput. 2007
Network optimization and economics › energy efficiency optimization
base station energy management
0.212014
GreenBSN: Enabling Energy-Proportional Cellular Base Station Networks · IEEE Trans. Mob. Comput. 2014
Cellular and mobile networks
radio access networks
0.212014
GreenBSN: Enabling Energy-Proportional Cellular Base Station Networks · IEEE Trans. Mob. Comput. 2014
Wireless networking › medium access control
collision avoidance
0.122008
SELECT: Self-Learning Collision Avoidance for Wireless Networks · IEEE Trans. Mob. Comput. 2008
Self-Learning Collision Avoidance for Wireless Networks · INFOCOM 2006
Wireless networking › medium access control
hidden terminal problem
0.122008
SELECT: Self-Learning Collision Avoidance for Wireless Networks · IEEE Trans. Mob. Comput. 2008
Self-Learning Collision Avoidance for Wireless Networks · INFOCOM 2006
Edge and fog computing › mobile edge computing › computation offloading › mobile computation offloading
mobile cloud offloading
0.112012
Energy-optimal mobile application execution: Taming resource-poor mobile devices with cloud clones · INFOCOM 2012
Internet of things and sensor networks
sensor network security
0.132005
Statistical en-route filtering of injected false data in sensor networks · IEEE J. Sel. Areas Commun. 2005
Statistical En-route Filtering of Injected False Data in Sensor Networks · INFOCOM 2004
Statistical en-route filtering in large scale sensor networks · SenSys 2003
Internet architecture and protocols › packet scheduling
fair queueing
0.132005
A topology-independent wireless fair queueing model in ad hoc networks · IEEE J. Sel. Areas Commun. 2005
Self-Coordinating Localized Fair Queueing in Wireless Ad Hoc Networks · IEEE Trans. Mob. Comput. 2004
A Topology-Independent Fair Queueing Model in Ad Hoc Wireless Networks · ICNP 2000
Energy-efficient computing › energy-efficient communication
base station energy saving
0.112011
Traffic-driven power saving in operational 3G cellular networks · MobiCom 2011
Energy-efficient computing › energy-efficient communication
cellular network energy saving
0.112011
Traffic-driven power saving in operational 3G cellular networks · MobiCom 2011
Wireless networking › wireless mesh network
multihop wireless network
0.122006
RAIN: A Reliable Wireless Network Architecture · ICNP 2006
The Impact of Multihop Wireless Channel on TCP Performance · IEEE Trans. Mob. Comput. 2005
Cellular and mobile networks › heterogeneous networks
hybrid cellular-ad hoc networks
0.122007
The Design and Evaluation of Unified Cellular and Ad Hoc Networks · IEEE Trans. Mob. Comput. 2007
UCAN: a unified cellular and ad-hoc network architecture · MobiCom 2003
Internet of things and sensor networks
wireless sensor network
0.122006
Datalink streaming in wireless sensor networks · SenSys 2006
A two-tier data dissemination model for large-scale wireless sensor networks · MobiCom 2002
Internet of things and sensor networks › sensor network security
en-route filtering
0.122004
Statistical En-route Filtering of Injected False Data in Sensor Networks · INFOCOM 2004
Statistical en-route filtering in large scale sensor networks · SenSys 2003
Wireless networking
spatial reuse
0.122005
A topology-independent wireless fair queueing model in ad hoc networks · IEEE J. Sel. Areas Commun. 2005
A new model for packet scheduling in multihop wireless networks · MobiCom 2000
Network optimization and economics › resource allocation › bandwidth allocation
fair bandwidth allocation
0.122004
Self-Coordinating Localized Fair Queueing in Wireless Ad Hoc Networks · IEEE Trans. Mob. Comput. 2004
A new model for packet scheduling in multihop wireless networks · MobiCom 2000
Wireless networking
wireless mesh network
0.112007
A Cross-Layer Architecture to Exploit Multi-Channel Diversity with a Single Transceiver · INFOCOM 2007
Authentication and access control › cryptographic authentication
certificate-based authentication
0.112007
Authentication on the edge: distributed authentication for a global open wi-fi network · MobiCom 2007
Cryptographic protocols and secure computation › key management › public key infrastructure
certificate revocation
0.112007
Authentication on the edge: distributed authentication for a global open wi-fi network · MobiCom 2007
Authentication and access control
distributed authentication
0.112007
Authentication on the edge: distributed authentication for a global open wi-fi network · MobiCom 2007
Wireless networking
ad hoc relaying
0.112006
ICAM: Integrated Cellular and Ad Hoc Multicast · IEEE Trans. Mob. Comput. 2006
Internet architecture and protocols › layered network architecture
data link layer
0.112006
Datalink streaming in wireless sensor networks · SenSys 2006
Datacenter networks
flow scheduling
0.112006
Flow Scheduling for End-Host Multihoming · INFOCOM 2006
Wireless sensing and localization
indoor localization
0.112006
Zero-Configuration, Robust Indoor Localization: Theory and Experimentation · INFOCOM 2006
Transport protocols and congestion control
in-network congestion control
0.112006
RAIN: A Reliable Wireless Network Architecture · ICNP 2006
Wireless networking › network capacity
multicast throughput
0.112006
ICAM: Integrated Cellular and Ad Hoc Multicast · IEEE Trans. Mob. Comput. 2006
Wireless networking
wireless network protocols
0.112006
RAIN: A Reliable Wireless Network Architecture · ICNP 2006
Network security › intrusion detection and prevention
intrusion detection
0.122004
Statistical En-route Filtering of Injected False Data in Sensor Networks · INFOCOM 2004
Statistical en-route filtering in large scale sensor networks · SenSys 2003

Methods — techniques the papers use, named apart from their topics

simulation · 0.6traffic measurement · 0.4temporal-spatial traffic analysis · 0.4constrained optimization · 0.3closed-form solution · 0.3traffic profiling · 0.2base station switching · 0.2message authentication code · 0.2statistical en-route filtering · 0.2online learning · 0.1social lookup network · 0.1certificate-based authentication · 0.1keyed MAC · 0.1ticket certification · 0.0probabilistic verification · 0.0multi-node consensus · 0.0graph-theoretic formulation · 0.0secret share update · 0.0
YearPublicationVenuePosition
2014 GreenBSN: Enabling Energy-Proportional Cellular Base Station Networks
abstract
Base station (BS) networks in 3G cellular infrastructure do not consume energy in proportion to their carried traffic load. Our measurements show that the 3G traffic exhibits high fluctuations both in time and over space, thus incurring energy waste. In this paper, we propose Green base station networks (GreenBSN) to approximate network-wide energy proportionality using non-load-adaptive BSes. The instrument is a traffic-driven approach. By leveraging the inherent temporal-spatial traffic dynamics and node deployment heterogeneity, we power off under-utilized BSes under light traffic. Our evaluation on four regional 3G networks shows that GreenBSN yields up to 53 percent energy savings in dense large cities and 23 percent in sparsely deployed regions.
Chunyi Peng 0001, Suk-Bok Lee, Songwu Lu, Haiyun Luo
IEEE Trans. Mob. Comput.4
2013 Energy-Optimal Mobile Cloud Computing under Stochastic Wireless Channel
abstract
This paper provides a theoretical framework of energy-optimal mobile cloud computing under stochastic wireless channel. Our objective is to conserve energy for the mobile device, by optimally executing mobile applications in the mobile device (i.e., mobile execution) or offloading to the cloud (i.e., cloud execution). One can, in the former case sequentially reconfigure the CPU frequency; or in the latter case dynamically vary the data transmission rate to the cloud, in response to the stochastic channel condition. We formulate both scheduling problems as constrained optimization problems, and obtain closed-form solutions for optimal scheduling policies. Furthermore, for the energy-optimal execution strategy of applications with small output data (e.g., CloudAV), we derive a threshold policy, which states that the data consumption rate, defined as the ratio between the data size (L) and the delay constraint (T), is compared to a threshold which depends on both the energy consumption model and the wireless channel model. Finally, numerical results suggest that a significant amount of energy can be saved for the mobile device by optimally offloading mobile applications to the cloud in some cases. Our theoretical framework and numerical investigations will shed lights on system implementation of mobile cloud computing under stochastic wireless channel.
Yonggang Wen 0001, Kyle Guan, Daniel C. Kilper, Haiyun Luo, Dapeng Oliver Wu
IEEE Trans. Wirel. Commun.5
2012 Energy-optimal mobile application execution: Taming resource-poor mobile devices with cloud clones
abstract
In this paper, we propose to leverage cloud computing to tame resource-poor mobile devices. Specifically, mobile applications can be executed in the mobile device (known as mobile execution) or offloaded to the cloud clone for execution (known as cloud execution), with an objective to conserve energy for mobile device. The energy-optimal execution policy is obtained by solving two constrained optimization problems, i.e., how to optimally configure the clock frequency to complete CPU cycles for mobile execution, and how to optimally schedule the data transmission for cloud execution in order to achieve the minimal energy within time delay. Closed-form solutions are obtained for both cases and applied to decide the optimal condition under whether the local execution or the remote execution is more energy-efficient for the mobile device. Moreover, numerical results illustrate that a significant amount of energy (e.g., up to 13 times for a typical mobile application profile) can be saved by optimally offloading the mobile application to the cloud clone.
Yonggang Wen 0001, Haiyun Luo
INFOCOM3
2011 Traffic-driven power saving in operational 3G cellular networks
abstract
Base stations (BSes) in the 3G cellular network are not energy proportional with respect to their carried traffic load. Our mea- surements show that 3G traffic exhibits high fluctuations both in time and over space, thus incurring energy waste. In this paper, we propose a profile-based approach to green cellular infrastruc- ture. We profile BS traffic and approximate network-wide energy proportionality using non-load-adaptive BSes. The instrument is to leverage temporal-spatial traffic diversity and node deployment heterogeneity, and power off under-utilized BSes under light traf- fic. Our evaluation on four regional 3G networks shows that this simple scheme yields up to 53% energy savings in a dense large city and 23% in a sparse, mid-sized city.
Chunyi Peng 0001, Suk-Bok Lee, Songwu Lu, Haiyun Luo, Hewu Li
MobiCom4
2010 Denial of service attack-resistant flooding authentication in wireless sensor networks
Ju-Hyung Son, Haiyun Luo, Seung-Woo Seo
Comput. Commun.2
2010 Zero-configuration indoor localization over IEEE 802.11 wireless infrastructure
Hyuk Lim, Lu-Chuan Kung, Jennifer C. Hou, Haiyun Luo
Wirel. Networks4
2010 Routing in the frequency domain
Jay A. Patel, Haiyun Luo, Indranil Gupta
Wirel. Networks2
2008 Joint uplink/downlink opportunistic scheduling for Wi-Fi WLANs
Joon Yoo, Haiyun Luo, Chong-Kwon Kim
Comput. Commun.2
2008 SELECT: Self-Learning Collision Avoidance for Wireless Networks
abstract
The limited number of orthogonal channels and autonomous installations of hot spots and home wireless networks often leave neighboring 802.11 basic service sets (BSSs) operating on the same or overlapping channels, therefore interfering with each other. However, the 802.11 medium access control (MAC) does not work well in resolving inter-BSS interference due to the well-known hidden/exposed-receiver problem, which has been haunting the research community for more than a decade. In this paper, we propose SELECT, an effective and efficient self-learning collision avoidance strategy to address the hidden/exposed-receiver problem in 802.11 wireless networks. SELECT is based on the observation that carrier sense with received signal strength (RSS) measurements at the sender and the receiver can be strongly correlated. A SELECT-enabled sender exploits such correlation using an automated online learning algorithm and makes an informed judgment of the channel availability at the intended receiver. SELECT achieves collision avoidance at packet-level time granularity, involves zero communication overhead, and easily integrates with the 802.11 distributed coordination function (DCF). Our evaluation in analysis, simulations, and prototype experiments show that SELECT addresses the hidden/exposed-receiver problem well. In typical hidden/exposed-receiver scenarios, SELECT improves the throughput by up to 140 percent and the channel access success ratio by up to 302 percent while almost completely eliminating contention-induced data packet drops.
Chun-cheng Chen, Eunsoo Seo, Hwangnam Kim, Haiyun Luo
IEEE Trans. Mob. Comput.4
2007 Rate-Adaptive Framing for Interfered Wireless Networks
abstract
The majority of existing wireless rate controls are based on the implicit assumption that frames are corrupted due to the random, arbitrary environmental and thermal noises. They generally reduce the channel rate on frame losses, trading lower efficiency in frequency band utilization for more robust modulation so that the current noise level may be tolerable. In highly interfered wireless networks where frames are lost mainly due to interference from other wireless transceivers, simply reducing the channel rate prolongs the frame transmission time and therefore aggravates frame loss ratio. This positive feedback in the rate control loop quickly diverges the interfered transceivers into a suboptimal channel rate and drives the network into a state with high interference. In the worst case, interfered transceivers can be starved. In this paper we present RAF, the rate-adaptive framing that jointly controls the channel rate and frame size according to the observed interference patterns and noise level at the receiver. Based on the inputs from physical layer carrier sense, the receiver derives the optimal channel rate and frame size that maximize throughput, and informs the transmitter of such optimal configuration in a few bits in the per-frame acknowledgement. Through intensive simulations we show that RAF consistently outperforms ARF, RBAR, and OAR in all simulated scenarios.
Chun-cheng Chen, Haiyun Luo, Eunsoo Seo, Nitin H. Vaidya
INFOCOM2
2007 A Cross-Layer Architecture to Exploit Multi-Channel Diversity with a Single Transceiver
abstract
The design of multi-channel multi-hop wireless mesh networks is centered around the way nodes synchronize when they need to communicate. However, existing designs are confined to the MAC layer -they are based on either negotiation on a rendezvous control channel, or on optimistic synchronization. Both approaches scale poorly as the network grows in coverage and density. The rendezvous control channel may become the bottleneck, while optimistic synchronization may incur substantial overhead - especially amongst nodes close to a gateway, where the mesh traffic converges. In this paper, we describe Dominion - a cross-layer architecture that includes both medium access control and routing. At the MAC layer, a node switches channels in a deterministic manner to address the scalability issue. At the network layer, a Dominion node routes traffic along the shortest distance across both spatial and frequency domains, based on the deterministic channel-hopping schedule and network connectivity. Since the shortest distance path across the frequency domain is time variant, Dominion naturally spreads the packets of the same flow across multiple paths, relieving the intra-flow and inter-flow contention, and improving throughput. Through QualNet simulations we show that Dominion is able to achieve, on average, 1813% higher aggregate distance-normalized throughput than IEEE 802.11, while being 1730% fairer (using Jain's fairness index) with 50 simultaneous random flows.
Jay A. Patel, Haiyun Luo, Indranil Gupta
INFOCOM2
2007 Authentication on the edge: distributed authentication for a global open wi-fi network
abstract
A global-scale low cost outdoor Internet access infrastructure is finally attainable. Emerging projects are leveraging the proliferation of private Wi-Fi networks to build a global-scale ubiquitous access infrastructure from autonomous, independently owned Internet connections at homes and other private properties. To ensure the trace ability and accountability required by the broadband ISPs and private owners of these Wi-Fi networks, reliable authentication and authorization are needed. This paper describes authentication on the edge, a localized and distributed authentication method for open Wi-Fi networks. Three main ideas are used to adapt to the variability and unreliability of these networks: the use of certificate-based authentication, the distribution of a segmented certificate revocation list to all entities and the self organization of access points into a social lookup network. These methods achieve the scalability needed for the overwhelming size and volume of a global network and increase resiliency against temporary failures in the infrastructure.
Nathanael Thompson, Petros Zerfos, Haiyun Luo, Jatinder Pal Singh, Zuoning Yin
MobiCom3
2007 The Design and Evaluation of Unified Cellular and Ad Hoc Networks
abstract
In third-generation (3G) wireless data networks, providing service to low data-rate users is required for maintaining fairness, but at the cost of reducing the cell's aggregate throughput. In this paper, we propose the unified cellular and ad hoc network (UCAN) architecture for enhancing cell throughput while maintaining fairness. In UCAN, a mobile client has both 3G interface and IEEE 802.11 -based peer-to-peer links. The 3G base station forwards packets for destination clients with poor channel quality to proxy clients with better channel quality. The proxy clients then use an ad hoc network composed of other mobile clients and IEEE 802.11 wireless links to forward the packets to the appropriate destinations, thereby improving cell throughput. We refine the 3G base station scheduling algorithm so that the throughput gains are distributed in proportion to users' average channel rates, thereby maintaining fairness. With the UCAN architecture in place, we propose novel greedy and on-demand protocols for proxy discovery and ad hoc routing that explicitly leverage the existence of the 3G infrastructure to reduce complexity and improve reliability. We further propose secure crediting mechanisms to motivate users that are not actively receiving to participate in relaying packets for others. Through both analysis and extensive simulations with HDR and IEEE 802.11b, we show that the UCAN architecture can increase individual user's throughput by more than 100 percent and the aggregate throughput of the HDR downlink by up to 50 percent.
Haiyun Luo, Xiaoqiao Meng, Ramachandran Ramjee, Prasun Sinha, Li Erran Li
IEEE Trans. Mob. Comput.1
2006 RAIN: A Reliable Wireless Network Architecture
abstract
Despite years of research and development, pioneering deployments of multihop wireless networks have not proven successful. The performance of routing and transport is often unstable due to contention-induced packet losses, especially when the network is large and the offered load is high. In this paper we propose RAIN, a reliable wireless network architecture for large-scale multihop wireless networks. A RAIN network enforces contention control by limiting the queue length at intermediate wireless routers to the minimum. To keep the queue short a RAIN network enforces congestion control through in-network implicit back-pressure. RAIN congestion control is built on wireless datalink layer mechanisms, e.g., mandatory per-frame acknowledgement and inter-frame backoff in popular CSMA/CA wireless transceivers, therefore very efficient and effective compared with those defined at the network or transport layer for the wired Internet. As a result of the built-in contention and congestion control, RAIN presents the end hosts a highly reliable network service model, even more reliable than that of the wired Internet. The end hosts only need to deal with packet losses due to router or routing failures. Therefore, the transport protocol can be significantly simplified. This is in stark contrast to the existing approach of adding more and more complexity to adapt TCP for multihop wireless networks. We propose the details of RAIN datalink layer protocol, and a simple transport protocol at the end hosts. Performance evaluation through intensive simulations shows that RAIN improves the throughput by up to 92% and fairness by up to 48%, with packet losses due to contention and congestion significantly reduced.
Chaegwon Lim, Haiyun Luo, Chong-Ho Choi
ICNP2
2006 Self-Learning Collision Avoidance for Wireless Networks
abstract
The limited number of orthogonal channels and the autonomous installations of hotspots and home wireless networks often leave neighboring 802.11 basic service sets (BSS's) operating on the same or overlapping channels, therefore interfering with each other. However, the 802.11 MAC does not work well in resolving inter-BSS interferences due to the well-known hidden/exposed receiver problem, which has been haunting in the research community for more than a decade. In this paper we propose SELECT, an effective and efficient self-learning collision avoidance strategy to address the open hidden/exposed receiver problem in wireless networks. SELECT is based on the observation that carrier sense with received signal strength (RSS) measurements at the sender and the receiver are strongly correlated. A SELECT-enabled sender exploits such correlation using automated on-line learning algorithm, and makes informed judgment of the channel availability at the intended receiver. SELECT achieves collision avoidance at packetlevel time granularity, involves zero communication overhead, requires no hardware support beyond what is available in offthe -shelf 802.11 devices, and easily integrates with the 802.11 DCF. Our evaluation in both analysis and simulations show that SELECT addresses the hidden/exposed receiver problem well. In typical hidden/exposed receiver scenarios SELECT improves the throughput by up to 140% and channel access success ratio by up to 302%, while almost completely eliminating contention-induced data packet drops.
Chun-cheng Chen, Eunsoo Seo, Hwangnam Kim, Haiyun Luo
INFOCOM4
2006 Zero-Configuration, Robust Indoor Localization: Theory and Experimentation
abstract
Abstract — With the technical advances in ubiquitous computing and wireless networking, there has been an increasing need to capture the context information (such as the location) and to figure it into applications. In this paper, we establish the theoretical base and develop a localization algorithm for building a zero-configuration and robust indoor localization system to support location-based network services and management. The localization algorithm takes as input the on-line measurements of received signal strengths (RSSs) between 802.11 APs and between a client and its neighboring APs, and estimates the location of the client. The on-line RSS measurements among 802.11 APs are used to capture (in real-time) the effects of RF multi-path fading, temperature and humidity variations, opening and closing of doors, furniture relocation, and human mobility on the RSS measurements, and to create, based on the truncated singular value decomposition (SVD) technique, a mapping between the RSS measure and the actual geographical distance. The proposed system requires zero-configuration because the on-line calibration of the effect of wireless physical characteristics on RSS measurement is automated and no on-site survey or initial training is required to bootstrap the system. It is also quite responsive to environmental dynamics, as the impacts of physical characteristics changes have been explicitly figured in the mapping between the RSS measures and the actual geographical distances. We have implemented the proposed system with inexpensive off-the-shelf Wi-Fi hardware and sensory functions of IEEE 802.11, and carried out a detailed empirical study in our division building. The empirical results show the proposed system is quite robust and gives accurate localization results (i.e., with the localization error within 3 meters). I.
Hyuk Lim, Lu-Chuan Kung, Jennifer C. Hou, Haiyun Luo
INFOCOM4
2006 Flow Scheduling for End-Host Multihoming
abstract
Abstract — Fueled by the competing DSL and Cable technologies, residential broadband access has seen a significant spread in availability to the point that many users have a choice from several ISPs. At the same time, 802.11 networks have spread rapidly in the residential area, and it is common for neighbors to be able to access each other’s wireless routers. End-users can leverage this diversity to improve their Internet connectivity at no additional cost by pooling all available Internet connections, both their own and their neighbors ’ via wireless. In this paper we present our design and evaluation of flow scheduling algorithms in PERM, a framework for practical end-host multihoming. PERM scheduler employs automated on-line analysis of the endusers’ networking behaviors, and exploits the recognized patterns to achieve high-performance scheduling at flow level. We verify our models of end-user’s network traffic with large residential TCP traces. Based on these models we propose algorithms for scalable pre-probing and hybrid flow scheduling. Intensive experiments in our prototype testbed show that PERM scheduler reduces the latency by up to 50 % for light-volume flows, and reduces the mean transmission time of heavy-volume flows by nearly 28 % and 62 % compared with a single Cable or DSL connection respectively. The PERM scheduler also out-performs algorithms for enterprise multihoming by up to 15 % and 27% in mean transmission time for light- and heavy-volume flows respectively. I.
Nathanael Thompson, Haiyun Luo
INFOCOM3
2006 Datalink streaming in wireless sensor networks
abstract
Datalink layer framing in wireless sensor networks usually faces a trade-off between large frame sizes for high channel bandwidth utilization and small frame sizes for effective error recovery. Given the high error rates of intermote communications, TinyOS opts in favor of small frame sizes at the cost of extremely low channel bandwidth utilization. In this paper, we describe Seda: a streaming datalink layer that resolves the above dilemma by decoupling framing from error recovery. Seda treats the packets from the upper layer as a continuous stream of bytes. It breaks the data stream into blocks, and retransmits erroneous blocks only (as opposed to the entire erroneous frame). Consequently, the frame-error-rate (FER), the main factor that bounds the frame size in the current design, becomes irrelevant to error recovery. A frame can therefore be sufficiently large in great favor of high utilization of the wireless channel bandwidth, without compromising the effectiveness of error recovery. Meanwhile, the size of each block is configured according to the error characteristics of the wireless channel to optimize the performance of error recovery. Seda has been implemented as a new datalink layer in the TinyOS, and evaluated through both simulations and experiments in a testbed of 48 MicaZ motes. Our results show that, by increasing the TinyOS frame size from the default 29 bytes to 100 bytes (limited by the buffer space at MicaZ firmware), Seda improves the throughput around 25% under typical wireless channel conditions. Seda also reduces the retransmission traffic volume by more than 50%, compared to a framebased retransmission scheme. Our analysis also exposes that future sensor motes should be equipped with radios with more packet buffer space on the radio firmware to achieve optimal utilization of the channel capacity.
Raghu K. Ganti, Praveen Jayachandran, Haiyun Luo, Tarek F. Abdelzaher
SenSys3
2006 ICAM: Integrated Cellular and Ad Hoc Multicast
abstract
In third generation (3G) wireless data networks, multicast throughput decreases with the increase in multicast group size, since a conservative strategy for the base station is to use the lowest data rate of all the receivers so that the receiver with the worst downlink channel condition can decode the transmission correctly. This paper proposes ICAM, integrated cellular and ad hoc multicast, to increase 3G multicast throughput through opportunistic use of ad hoc relays. In ICAM, a 3G base station delivers packets to proxy mobile devices with better 3G channel quality. The proxy then forwards the packets to the receivers through an IEEE 802.11-based ad hoc network. In this paper, we first propose a localized greedy algorithm that discovers for each multicast receiver the proxy with the highest 3G downlink channel rate. We discover that due to capacity limitations and interference of the ad hoc relay network, maximizing the 3G downlink data rate of each multicast receiver's proxy does not lead to maximum throughput for the multicast group. We then show that the optimal ICAM problem is NP-hard, and derive a polynomial-time 4-approximation algorithm for the construction of the multicast forest. This bound holds when the underlying wireless MAC supports broadcast or unicast, single rate or multiple rates (4(1 + /spl isin/) approximation scheme for the latter), and even when there are multiple simultaneous multicast sessions. Through both analysis and simulations, we show that our algorithms achieve throughput gains up to 840 percent for 3G downlink multicast with modest overhead on the 3G uplink.
Randeep Bhatia, Li Erran Li, Haiyun Luo, Ramachandran Ramjee
IEEE Trans. Mob. Comput.3
2005 Authenticated flooding in large-scale sensor networks
abstract
Two asymmetric mechanisms are often employed in large-scale systems to achieve scalable and efficient authenticated broadcast. However, cryptographic asymmetry based on public-key schemes is computationally expensive, while time asymmetry based on delayed-key release requires time synchronization cross the entire network and temporal buffering of messages at receivers. Neither approach is suitable for large-scale sensor networks composed of computation and storage constrained low-end sensor nodes. In this paper, we propose novel flooding authentication mechanism based on our "information asymmetry" model. Our design is built on top of symmetric cryptography for computation efficiency, and leverages the asymmetric key distribution between the sink and sensor nodes. Through intensive analysis we demonstrate optimized tradeoff between the resilience to compromised sensor nodes and the scalability to system size through space-efficient bloom filters as the authenticator. With a novel "false negative" tuning knob introduced in the construction of bloom filter, we show that the scalability of the authentication primitive can be greatly improved at the cost of small controlled degradation of security, therefore rendering a practical authenticated flooding for large-scale sensor networks.
Ju-Hyung Son, Haiyun Luo, Seung-Woo Seo
MASS2
2005 A topology-independent wireless fair queueing model in ad hoc networks
abstract
Fair queueing of rate and delay-sensitive packet flows in a shared-medium, multihop wireless network is challenging due to the unique design issues. These issues include: 1) spatial contention among transmitting flows in a spatial locality, as well as spatial reuse of bandwidth through concurrent flow transmissions in different network locations; 2) conflicts between ensuring fairness and maximizing spatial channel reuse; and 3) the distributed nature of ad hoc fair queueing. In this paper, we propose a new topology-independent fair queueing model for a shared-medium ad hoc network. Our fairness model ensures coordinated fair channel access among spatially contending flows, while seeking to maximize spatial reuse of bandwidth. We describe packetized algorithms that realize the fluid fairness model with analytical performance bounds. We further design a distributed implementation which approximates the ideal centralized algorithm. We present simulations and analysis on the performance of our proposed algorithms.
Haiyun Luo, Songwu Lu
IEEE J. Sel. Areas Commun.1
2005 Statistical en-route filtering of injected false data in sensor networks
abstract
In a large-scale sensor network individual sensors are subject to security compromises. A compromised node can be used to inject bogus sensing reports. If undetected, these bogus reports would be forwarded to the data collection point (i.e., the sink). Such attacks by compromised nodes can result in not only false alarms but also the depletion of the finite amount of energy in a battery powered network. In this paper, we present a statistical en-route filtering (SEF) mechanism to detect and drop false reports during the forwarding process. Assuming that the same event can be detected by multiple sensors, in SEF each of the detecting sensors generates a keyed message authentication code (MAC) and multiple MACs are attached to the event report. As the report is forwarded, each node along the way verifies the correctness of the MAC's probabilistically and drops those with invalid MACs. SEF exploits the network scale to filter out false reports through collective decision-making by multiple detecting nodes and collective false detection by multiple forwarding nodes. We have evaluated SEF's feasibility and performance through analysis, simulation, and implementation. Our results show that SEF can be implemented efficiently in sensor nodes as small as Mica2. It can drop up to 70% of bogus reports injected by a compromised node within five hops, and reduce energy consumption by 65% or more in many cases.
Fan Ye 0003, Haiyun Luo, Songwu Lu, Lixia Zhang 0001
IEEE J. Sel. Areas Commun.2
2005 The Impact of Multihop Wireless Channel on TCP Performance
abstract
This paper studies TCP performance in a stationary multihop wireless network using IEEE 802.11 for channel access control. We first show that, given a specific network topology and flow patterns, there exists an optimal window size W* at which TCP achieves the highest throughput via maximum spatial reuse of the shared wireless channel. However, TCP grows its window size much larger than W* leading to throughput reduction. We then explain the TCP throughput decrease using our observations and analysis of the packet loss in an overloaded multihop wireless network. We find out that the network overload is typically first signified by packet drops due to wireless link-layer contention, rather than buffer overflow-induced losses observed in the wired Internet. As the offered load increases, the probability of packet drops due to link contention also increases, and eventually saturates. Unfortunately the link-layer drop probability is insufficient to keep the TCP window size around W'*. We model and analyze the link contention behavior, based on which we propose link RED that fine-tunes the link-layer packet dropping probability to stabilize the TCP window size around W*. We further devise adaptive pacing to better coordinate channel access along the packet forwarding path. Our simulations demonstrate 5 to 30 percent improvement of TCP throughput using the proposed two techniques.
Zhenghua Fu, Haiyun Luo, Petros Zerfos, Songwu Lu, Lixia Zhang 0001, Mario Gerla
IEEE Trans. Mob. Comput.2
2005 TTDD: Two-Tier Data Dissemination in Large-Scale Wireless Sensor Networks
Haiyun Luo, Fan Ye 0003, Jerry Q. Cheng, Songwu Lu, Lixia Zhang 0001
Wirel. Networks1
2004 HOURS: Achieving DoS Resilience in an Open Service Hierarchy
abstract
Hierarchical systems have been widely used to provide scalable distributed services in the Internet. Unfortunately, such a service hierarchy is vulnerable to DoS attacks. This paper presents HOURS that achieves DoS resilience in an open service hierarchy. HOURS ensures high degree of service accessibility for each surviving node by: 1) augmenting the service hierarchy with hierarchical overlay networks with rich connectivity; 2) making the connectivity of each overlay highly unpredictable; and 3) recovering the overlay when its normal operations are disrupted. We analyze an HOURS-protected open service hierarchy, and demonstrate its high degree of resilience to even large-scale, topology-aware DoS attacks.
Hao Yang 0004, Haiyun Luo, Songwu Lu, Lixia Zhang 0001
DSN2
2004 Statistical En-route Filtering of Injected False Data in Sensor Networks
abstract
In a large-scale sensor network individual sensors are subject to security compromises. A compromised node can inject into the network large quantities of bogus sensing reports which, if undetected, would be forwarded to the data collection point (i.e. the sink). Such attacks by compromised sensors can cause not only false alarms but also the depletion of the finite amount of energy in a battery powered network. We present a statistical en-route filtering (SEF) mechanism that can detect and drop such false reports. SEF requires that each sensing report be validated by multiple keyed message authentication codes (MACs), each generated by a node that detects the same event. As the report is forwarded, each node along the way verifies the correctness of the MACs probabilistically and drops those with invalid MACs at earliest points. The sink further filters out remaining false reports that escape the en-route filtering. SEF exploits the network scale to determine the truthfulness of each report through collective decision-making by multiple detecting nodes and collective false-report-detection by multiple forwarding nodes. Our analysis and simulations show that, with an overhead of 14 bytes per report, SEF is able to drop 80/spl sim/90% injected false reports by a compromised node within 10 forwarding hops, and reduce energy consumption by 50% or more in many cases.
Fan Ye 0003, Haiyun Luo, Songwu Lu, Lixia Zhang 0001
INFOCOM2
2004 A Packet Scheduling Approach to QoS Support in Multihop Wireless Networks
Haiyun Luo, Songwu Lu, Vaduvur Bharghavan, Jerry Q. Cheng, Gary Zhong
Mob. Networks Appl.1
2004 Self-Coordinating Localized Fair Queueing in Wireless Ad Hoc Networks
abstract
Distributed fair queueing in a multihop, wireless ad hoc network is challenging for several reasons. First, the wireless channel is shared among multiple contending nodes in a spatial locality. Location-dependent channel contention complicates the fairness notion. Second, the sender of a flow does not have explicit information regarding the contending flows originated from other nodes. Fair queueing over ad hoc networks is a distributed scheduling problem by nature. Finally, the wireless channel capacity is a scarce resource. Spatial channel reuse, i.e., simultaneous transmissions of flows that do not interfere with each other, should be encouraged whenever possible. In this paper, we reexamine the fairness notion in an ad hoc network using a graph-theoretic formulation and extract the fairness requirements that an ad hoc fair queueing algorithm should possess. To meet these requirements, we propose maximize-local-minimum fair queueing (MLM-FQ), a novel distributed packet scheduling algorithm where local schedulers self-coordinate their scheduling decisions and collectively achieve fair bandwidth sharing. We then propose enhanced MLM-FQ (EMLM-FQ) to further improve the spatial channel reuse and limit the impact of inaccurate scheduling information resulted from collisions. EMLM-FQ achieves statistical short-term throughput and delay bounds over the shared wireless channel. Analysis and extensive simulations confirm the effectiveness and efficiency of our self-coordinating localized design in providing global fair channel access in wireless ad hoc networks.
Haiyun Luo, Jerry Q. Cheng, Songwu Lu
IEEE Trans. Mob. Comput.1
2004 URSA: ubiquitous and robust access control for mobile ad hoc networks
abstract
Restricting network access of routing and packet forwarding to well-behaving nodes and denying access from misbehaving nodes are critical for the proper functioning of a mobile ad-hoc network where cooperation among all networking nodes is usually assumed. However, the lack of a network infrastructure, the dynamics of the network topology and node membership, and the potential attacks from inside the network by malicious and/or noncooperative selfish nodes make the conventional network access control mechanisms not applicable. We present URSA, a ubiquitous and robust access control solution for mobile ad hoc networks. URSA implements ticket certification services through multiple-node consensus and fully localized instantiation. It uses tickets to identify and grant network access to well-behaving nodes. In URSA, no single node monopolizes the access decision or is completely trusted. Instead, multiple nodes jointly monitor a local node and certify/revoke its ticket. Furthermore, URSA ticket certification services are fully localized into each node's neighborhood to ensure service ubiquity and resilience. Through analysis, simulations, and experiments, we show that our design effectively enforces access control in the highly dynamic, mobile ad hoc network.
Haiyun Luo, Jiejun Kong, Petros Zerfos, Songwu Lu, Lixia Zhang 0001
IEEE/ACM Trans. Netw.1
2003 The Impact of Multihop Wireless Channel on TCP Throughput and Loss
abstract
This paper studies TCP performance over multihop wireless networks that use the IEEE 802.11 protocol as the access method. Our analysis and simulations show that, given a specific network topology and flow patterns, there exists a TCP window size W*, at which TCP achieves best throughput via improved spatial channel reuse. However, TCP does not operate around W*, and typically grows its average window size much larger; this leads to decreased throughput and increased packet loss. The TCP throughput reduction can be explained by its loss behavior. Our results show that network overload is mainly signified by wireless link contention in multihop wireless networks. As long as the buffer size at each node is reasonably large (say, larger than 10 packets), buffer overflow-induced packet loss is rare and packet drops due to link-layer contention dominate. Link-layer drops offer the first sign for network overload. We further show that multihop wireless links collectively exhibit graceful drop behavior: as the offered load increases, the link contention drop probability also increases, but saturates eventually. In general, the link drop probability is insufficient to stabilize the average TCP window size around W*. Consequently, TCP suffers from reduced throughput due to reduced spatial reuse. We further propose two techniques, link RED and adaptive pacing, through which we are able to improve TCP throughput by 5% to 30% in various simulated topologies. Some simulation results are also validated by real hardware experiments.
Zhenghua Fu, Petros Zerfos, Haiyun Luo, Songwu Lu, Lixia Zhang 0001, Mario Gerla
INFOCOM3
2003 UCAN: a unified cellular and ad-hoc network architecture
abstract
In third-generation (3G) wireless data networks, mobile users experiencing poor channel quality usually have low data-rate connections with the base-station. Providing service to low data-rate users is required for maintaining fairness, but at the cost of reducing the cell's aggregate throughput. In this paper, we propose the Unified Cellular and Ad-Hoc Network (UCAN) architecture for enhancing cell throughput, while maintaining fairness. In UCAN, a mobile client has both 3G cellular link and IEEE 802.11-based peer-to-peer links. The 3G base station forwards packets for destination clients with poor channel quality to proxy clients with better channel quality. The proxy clients then use an ad-hoc network composed of other mobile clients and IEEE 802.11 wireless links to forward the packets to the appropriate destinations, thereby improving cell throughput. We refine the 3G base station scheduling algorithm so that the throughput gains of active clients are distributed proportional to their average channel rate, thereby maintaining fairness. With the UCAN architecture in place, we propose novel greedy and on-demand protocols for proxy discovery and ad-hoc routing that explicitly leverage the existence of the 3G infrastructure to reduce complexity and improve reliability. We further propose a secure crediting mechanism to motivate users to participate in relaying packets for others. Through extensive simulations with HDR and IEEE 802.11b, we show that the UCAN architecture can improve individual user's throughput by up to 310% and the aggregate throughput of the HDR downlink by up to 60%.
Haiyun Luo, Ramachandran Ramjee, Prasun Sinha, Li Erran Li, Songwu Lu
MobiCom1
2003 DIRAC: a software-based wireless router system
abstract
Routers are expected to play an important role in the IP-based wireless data network. Although a substantial number of techniques have been proposed to improve wireless network performance under dynamic wireless channel conditions and host mobility, a system support framework is still missing. In this paper, we describe DIRAC, a software-based router system that is designed for wireless networks to facilitate the implementation and evaluation of various channel-adaptive and mobility-aware protocols. DIRAC adopts a distributed architecture that is composed of two parts: a Router Core (RC) shared by the wireless subnets, and a Router Agent (RA) at each access point/base station. RAs expose wireless link-layer information to the RC and enforce the control commands issued by the RC. This approach allows the router to make adaptive decisions based on link-layer information feedback. It also permits the router to enforce its policies (e.g., policing) more effectively through underlying link-layer mechanisms. As showcases, we implement under DIRAC the prototypes of three wireless network services: link-layer assisted fast handover, channel-adaptive scheduling, and link-layer enforced policing. Our implementation and experiments show that our distributed wireless router provides a flexible framework, which enables advanced network-layer wireless services that are adaptive to channel conditions and host mobility.
Petros Zerfos, Gary Zhong, Jerry Q. Cheng, Haiyun Luo, Songwu Lu, Jia-Ru Li
MobiCom4
2003 Statistical en-route filtering in large scale sensor networks
abstract
No abstract available.
Fan Ye 0003, Haiyun Luo, Songwu Lu, Lixia Zhang 0001
SenSys2
2002 Self-securing ad hoc wireless networks
abstract
Mobile ad hoc networking offers convenient infrastructure-free communication over the shared wireless channel. However, the nature of ad hoc networks makes them vulnerable to security attacks. Examples of such attacks include passive eavesdropping over the wireless channel, denial of service attacks by malicious nodes as well as attacks from compromised nodes or stolen devices. Unlike their wired counterpart, infrastructureless ad hoc networks do not have a clear line of defense, and every node must be prepared for encounters with an adversary. Therefore, a centralized or hierarchical network security solution does not work well. This work provides scalable, distributed authentication services in ad hoc networks. Our design takes a self-securing approach, in which multiple nodes (say, k) collaboratively provide authentication services for any node in the network. This paper follows the design guidelines of [7] and makes several new contributions. We first formalize a localized trust model that lays the foundation for the design, and then expand the adversary model that the system should handle. We further propose refined localized certification services, and develop a new scalable solution of share updates to resist more powerful adversaries. Finally, the new solution is evaluated through simulations. 1
Haiyun Luo, Petros Zerfos, Jiejun Kong, Songwu Lu, Lixia Zhang 0001
ISCC1
2002 A two-tier data dissemination model for large-scale wireless sensor networks
abstract
Sink mobility brings new challenges to large-scale sensor networking. It suggests that information about each mobile sink's location be continuously propagated through the sensor field to keep all sensor nodes updated with the direction of forwarding future data reports. Unfortunately frequent location updates from multiple sinks can lead to both excessive drain of sensors' limited battery power supply and increased collisions in wireless transmissions. In this paper we describe TTDD, a Two-Tier Data Dissemination approach that provides scalable and efficient data delivery to multiple mobile sinks. Each data source in TTDD proactively builds a grid structure which enables mobile sinks to continuously receive data on the move by flooding queries within a local cell only. TTDD's design exploits the fact that sensor nodes are stationary and location-aware to construct and maintain the grid structures with low overhead. We have evaluated TTDD performance through both analysis and extensive simulation experiments. Our results show that TTDD handles multiple mobile sinks efficiently with performance comparable with that of stationary sinks.
Fan Ye 0003, Haiyun Luo, Jerry Q. Cheng, Songwu Lu, Lixia Zhang 0001
MobiCom2
2002 Adaptive security for multilevel ad hoc networks
abstract
Abstract Secure communication is critical in military environments in which the network infrastructure is vulnerable to various attacks and compromises. A conventional centralized solution breaks down when the security servers are destroyed by the enemies. In this paper we design and evaluate a security framework for multilevel ad hoc wireless networks with unmanned aerial vehicles (UAVs). In battlefields, the framework adapts to the contingent damages on the network infrastructure. Depending on the availability of the network infrastructure, our design is composed of two modes. In infrastructure mode, security services, specifically the authentication services, are implemented on UAVs that feature low overhead and flexible managements. When the UAVs fail or are destroyed, our system seamlessly switches to infrastructureless mode, a backup mechanism that maintains comparable security services among the surviving units. In the infrastructureless mode, the security services are localized to each node's vicinity to comply with the ad hoc communication mechanism in the scenario. We study the instantiation of these two modes and the transitions between them. Our implementation and simulation measurements confirm the effectiveness of our design. Copyright © 2002 John Wiley & Sons, Ltd.
Jiejun Kong, Haiyun Luo, Kaixin Xu, Daniel Lihui Gu, Mario Gerla, Songwu Lu
Wirel. Commun. Mob. Comput.2
2001 Providing Robust and Ubiquitous Security Support for Mobile Ad Hoc Networks
abstract
Providing security support for mobile ad-hoc networks is challenging for several reasons: (a) wireless networks are susceptible to attacks ranging from passive eavesdropping to active interfering, occasional break-ins by adversaries may be inevitable in a large time window; (b) mobile users demand "anywhere, anytime" services; (c) a scalable solution is needed for a large-scale mobile network. In this paper, we describe a solution that supports ubiquitous security services for mobile hosts, scales to network size, and is robust against break-ins. In our design, we distribute the certification authority functions through a threshold secret sharing mechanism, in which each entity holds a secret share and multiple entities in a local neighborhood jointly provide complete services. We employ localized certification schemes to enable ubiquitous services. We also update the secret shares to further enhance robustness against break-ins. Both simulations and implementation confirm the effectiveness of our design.
Jiejun Kong, Petros Zerfos, Haiyun Luo, Songwu Lu, Lixia Zhang 0001
ICNP3
2001 A Self-Coordinating Approach to Distributed Fair Queueing in Ad Hoc Wireless Networks
abstract
Distributed fair queueing in shared-medium ad hoc wireless networks is non-trivial because of the unique design challenges in such networks, such as location-dependent contention, distributed nature of ad hoc fair queueing, channel spatial reuse, and scalability in the presence of node mobility. In this paper, we seek to devise new distributed, localized, scalable and efficient solutions to this problem. We first analyze an ideal centralized fair queueing algorithm developed for ad hoc networks, and extract the desired global properties that the localized algorithms should possess. We then propose three localized fair queueing models, in which local schedulers self-coordinate their local interactions and collectively achieve the desired global properties. We further describe a novel implementation of the proposed models within the framework of the popular CSMA/CA paradigm and address several practical issues. Our simulations and analysis demonstrate the effectiveness of our proposed design.
Haiyun Luo, Paul Medvedev, Jerry Q. Cheng, Songwu Lu
INFOCOM1
2000 A Topology-Independent Fair Queueing Model in Ad Hoc Wireless Networks
abstract
Fair queueing of rate and delay-sensitive packet flows in a shared-medium, multihop wireless network remains largely unaddressed because of the unique design issues such as location-dependent contention, spatial channel reuse, conflicts between ensuring fairness and maximizing channel utilization, and distributed fair scheduling. In this paper we propose a new topology-independent fair queueing model for a shared-medium ad hoc network. Our model ensures coordinated fair channel access among spatially contending flows while seeking to maximize spatial channel reuse. We describe packetized algorithms that realize the fluid fairness model with analytically provable performance bounds. We further design distributed implementations that approximate the ideal centralized algorithm. We evaluate our design through both simulations and analysis.
Haiyun Luo, Songwu Lu
ICNP1
2000 A new model for packet scheduling in multihop wireless networks
abstract
The goal of packet scheduling disciplines is to achieve fair and maximum allocation of channel bandwidth. However, these two criteria can potentially be in conflict in a generic-topology multihop wireless network where a single logical channel is shared among multiple contending flows and spatial reuse of the channel bandwidth is possible. In this paper, we propose a new model for packet scheduling that addresses this conflict. The main results of this paper are the following: (a) a two-tier service model that provides a minimum “fair” allocation of the channel bandwidth for each packet flow and additionally maximizes spatial reuse of bandwidth, (b) an ideal centralized packet scheduling algorithm that realizes the above service model, and (c) a practical distributed backoff-based channel contention mechanism that approximates the ideal service within the framework of the CSMA/CA protocol.
Haiyun Luo, Songwu Lu, Vaduvur Bharghavan
MobiCom1
1995 New Algorithm for Structurally Balanced Model Reduction of 2-D Discrete Systems
abstract
A new structurally balanced model reduction algorithm that leads to a stable reduced-order system with improved approximation error is proposed. The algorithm is developed by formulating the problem at hand as an unconstrained optimization problem in which the objective function includes a term that depends on the sum of discarded 2-D Hankel singular values. An example is given to illustrate the performance of the reduced-order system obtained using the new algorithm.
Haiyun Luo, Songwu Lu, Andreas Antoniou
ISCAS1
1995 A Weighted Balanced Realization of 2-D Discrete Systems
abstract
An innovative weighted structurally balanced realization of two-dimensional (2-D) discrete systems is proposed. Two auxiliary transfer-function matrices called the weighted-input-to-state and the state-to-weighted-output transfer-function matrices are first introduced. Based on these matrices, the controllability and observability grammians of the weighted system are defined and the existence of the grammians is justified. The resulting 2-D weighted structurally balanced realization method can be applied for the reduction of the system order of 2-D discrete systems.
Haiyun Luo, Songwu Lu, Andreas Antoniou
ISCAS1
1993 New algorithms for the derivation of the transfer function matrix of two-dimensional digital filters
Wu-Sheng Lu, Haiyun Luo, Andreas Antoniou
ISCAS2