Demo Data from EDBT 2026 / reviewers in the wild / expert
Mohammad Azizur Rahman
dblp:28/3158
· DBLP profile ↗
37ranked-venue papers
10as first author
0since 2021 · last 2013
—ORCID · conflict
Domains — the database's venue-derived domains; a paper can count in several
Computer networks · 24 · 5 first-author
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
6 papers |
Physical-layer communications · 61% Wireless networking · 36% Routing and switching · 4% | |
| Computer architecture, parallel and distributed computing, and storage systems
2 papers |
Performance modeling and evaluation · 100% |
Topics — the 21 heaviest of 22, each with the papers that count most for it
| Topic | Weight | Papers | Last | Evidence papers |
|---|---|---|---|---|
Wireless networking
wireless personal area network |
0.4 | 4 | 2009 | Beam codebook based beamforming protocol for multi-Gbps millimeter-wave WPAN systems · IEEE J. Sel. Areas Commun. 2009 Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 Error performance and throughput evaluation of a multi-Gbps millimeter-wave WPAN system in the presence of adjacent and co-channel interference · IEEE J. Sel. Areas Commun. 2009 |
Wireless networking › wireless personal area network
millimeter-wave WPAN |
0.3 | 3 | 2009 | Beam codebook based beamforming protocol for multi-Gbps millimeter-wave WPAN systems · IEEE J. Sel. Areas Commun. 2009 Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 Error performance and throughput evaluation of a multi-Gbps millimeter-wave WPAN system in the presence of adjacent and co-channel interference · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications
diversity combining |
0.2 | 2 | 2011 | New Exact Closed-Form PDF of the Sum of Nakagami-m Random Variables with Applications · IEEE Trans. Commun. 2011 Comment on "accurate approximations to the sum of generalized random variables and applications in the performance analysis of diversity systems" · IEEE Trans. Commun. 2010 |
Physical-layer communications › diversity combining
equal gain combining |
0.2 | 2 | 2011 | New Exact Closed-Form PDF of the Sum of Nakagami-m Random Variables with Applications · IEEE Trans. Commun. 2011 Comment on "accurate approximations to the sum of generalized random variables and applications in the performance analysis of diversity systems" · IEEE Trans. Commun. 2010 |
Physical-layer communications
fading channels |
0.2 | 2 | 2011 | New Exact Closed-Form PDF of the Sum of Nakagami-m Random Variables with Applications · IEEE Trans. Commun. 2011 Comment on "accurate approximations to the sum of generalized random variables and applications in the performance analysis of diversity systems" · IEEE Trans. Commun. 2010 |
Physical-layer communications › fading channels › fading models
nakagami-m fading |
0.1 | 1 | 2011 | New Exact Closed-Form PDF of the Sum of Nakagami-m Random Variables with Applications · IEEE Trans. Commun. 2011 |
Physical-layer communications › fading channels › fading models
generalized fading channel |
0.1 | 1 | 2010 | Comment on "accurate approximations to the sum of generalized random variables and applications in the performance analysis of diversity systems" · IEEE Trans. Commun. 2010 |
Wireless networking › wireless personal area network
60 GHz WPAN |
0.1 | 1 | 2009 | Single carrier transmission for multi-gigabit 60-GHz WPAN systems · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications
beamforming |
0.1 | 1 | 2009 | Beam codebook based beamforming protocol for multi-Gbps millimeter-wave WPAN systems · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications
channel modeling |
0.1 | 1 | 2009 | Single carrier transmission for multi-gigabit 60-GHz WPAN systems · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications › channel modeling › propagation channel modeling
millimeter-wave channel modeling |
0.1 | 1 | 2009 | Single carrier transmission for multi-gigabit 60-GHz WPAN systems · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications › modulation
single-carrier transmission |
0.1 | 1 | 2009 | Single carrier transmission for multi-gigabit 60-GHz WPAN systems · IEEE J. Sel. Areas Commun. 2009 |
Routing and switching
time slot assignment |
0.1 | 1 | 2009 | Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications
interference |
0.1 | 2 | 2009 | Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 Error performance and throughput evaluation of a multi-Gbps millimeter-wave WPAN system in the presence of adjacent and co-channel interference · IEEE J. Sel. Areas Commun. 2009 |
Wireless networking
medium access control |
0.1 | 2 | 2009 | Beam codebook based beamforming protocol for multi-Gbps millimeter-wave WPAN systems · IEEE J. Sel. Areas Commun. 2009 Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications
channel coding |
0.0 | 1 | 2009 | Single carrier transmission for multi-gigabit 60-GHz WPAN systems · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications › interference suppression
cochannel interference |
0.0 | 1 | 2009 | Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications › modulation › m-ary modulation
higher-order modulation |
0.0 | 1 | 2009 | Error performance and throughput evaluation of a multi-Gbps millimeter-wave WPAN system in the presence of adjacent and co-channel interference · IEEE J. Sel. Areas Commun. 2009 |
Physical-layer communications
modulation |
0.0 | 1 | 2009 | Error performance and throughput evaluation of a multi-Gbps millimeter-wave WPAN system in the presence of adjacent and co-channel interference · IEEE J. Sel. Areas Commun. 2009 |
Wireless networking › spatial reuse
slot reuse |
0.0 | 1 | 2009 | Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 |
Wireless networking › medium access control
TDMA |
0.0 | 1 | 2009 | Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN system · IEEE J. Sel. Areas Commun. 2009 |
Methods — techniques the papers use, named apart from their topics
probability density function derivation · 0.2closed-form error probability derivation · 0.2simulation · 0.2throughput evaluation · 0.1error performance analysis · 0.1cross-layer scheduling · 0.1
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2013 | Measurement and characterization of broadband indoor TVWS radio channel on multipath spreadabstractThis paper reports measurements and characterizations of broadband indoor Television White Space (TVWS) channel with center frequency of 670 MHz. The measurements have been carried out in small- and medium-size mixed office and lab indoor environments recently. Channel multipath delay spread of both line-of-sight (LOS) and non-LOS (NLOS) connections are identified by using BPSK signaling of 20-Mbps data rate. The root-mean-square (RMS) delay spreads are found between 20 ns to 32 ns for LOS and 32 ns to 41 ns for NLOS in small-size office and lab environment, and is found about 38 ns for LOS and 39 ns for NLOS in medium-size indoor environment. A general complex low-pass impulse response model is proposed based on our findings and the classic Saleh-Valenzuela (S-V) channel model. With the proposed channel impulse response model, ray clusters may appear before and after the strongest cluster and rays may exist on both sides of the strongest ray in a cluster. Model parameters are extracted from the measurement results. Extensive simulation results show that the model fits the measurements well. Ming-Tuo Zhou, Chunyi Song, Mohammad Azizur Rahman, Hiroshi Harada |
ICC | 3 |
| 2012 | Design Aspects of a Television White Space Device PrototypeabstractIn this paper, we describe the design challenges of a recently developed television white space (TVWS) device prototype and how those were resolved. The prototype, which includes the following components: a cognitive management entity (CME), a sensing module, a geolocation device, a TV band database, a transmitter and a receiver, was designed to take part in Singapore TVWS test trial. The major features the prototype has are: cognitive functionality, spectrum sensing and database access. The technical challenges faced during its development are described in terms of wide dynamic range, adjacent channel rejection and synchronization issues of the spectrum sensor, baseband vs intermediate frequency based sensing, non white environmental noise, security regarding database access and troubles inherent in wireless environment. Performance of the prototype is also presented in terms of cognitive operations such as, success of TV signals and other incumbent detection through database access and sensing, time required for database access, sensing, channel selection, channel switching etc. Discussion regarding setting a reasonable sensing target is also presented. Mohammad Azizur Rahman, Chunyi Song, Hiroshi Harada |
VTC Spring | 1 |
| 2012 | On communication and interference range of IEEE 802.15.4g smart utility networksabstractThis paper presents the analysis on communication range and interference range of the IEEE 802.15.4g Smart Utility Networks (SUN). Firstly, error performance analysis corresponding to different propagation environments based on realistic measurement is conducted. Secondly, the effective communication range of SUN devices in these propagation channels are presented and discussed. Thirdly, in the presence of an interfering SUN device, the interference range between the victim and interfering devices are also studied. As a result, we have found that the achievable communication range of SUN devices in the GHz-order bands, the higher-UHF bands and the lower-UHF bands are 33m, 65m and 104m respectively. The critical interferer-to-victim distance below which, causing intolerable degradation to the victim receiver, is found to be 20m for typical urban and 35m for hilly rural environment. Finally, the analysis results are compared with the requirements based on the survey on utility metering device deployment conditions. Chin-Sean Sum, Mohammad Azizur Rahman, Liru Lu, Fumihide Kojima, Hiroshi Harada |
WCNC | 2 |
| 2012 | Coexistence protocol design for autonomous decision-making systems in TV white spaceabstractIn this paper, we present a coexistence protocol design to provide coexistence solution among dissimilar or independently operated autonomous decision-making networks in a wireless communication environment over, specifically but not limited to, TV white space (TVWS) frequency bands. The designed coexistence protocol for the information service has three main functionalities: (1) To collect basic information of subscribed TVWS networks; (2) To support generating neighbor lists for the TVWS networks based on the geography information or propagation parameters; (3) To provide the necessary information for TVWS networks to make coexistence decisions. Both theoretical analysis and simulation results shows that the designed coexistence protocol ensures harmonious communication among multiple dissimilar networks and finally achieves coexistence over a particular area with a limited white space channel resource. Tuncer Baykas, Stanislav A. Filin, Mohammad Azizur Rahman, Chunyi Song, Hiroshi Harada |
WCNC | 4 |
| 2012 | A feasible neighbor discovery algorithm for coexistence control system over TVWSabstractThis paper discusses a way to determine which devices interfere with each other in order to provide efficient information for coexistence control among dissimilar or independently operated networks in wireless communication environment over, specifically but not limited to, TV white space (TVWS) frequency bands. We refer this as coexistence neighbor discovery in TVWS. Coexistence neighbor discovery is a key algorithm for coexistence control system, which provides the necessary input for coexistence manager or for TVWS networks or devices subscribing for coexistence information service to make coexistence decisions. It therefore significantly impacts the complexity and accuracy of coexistence decision-making. In this paper the potential interference between two networks are statistically evaluated. The 90% confidential interference level that 90% of devices inside communication area receives interference equal or less than is taken as a potential interference of two networks. This value is then compared with the tolerable interference level of a device to determine interference relationship of two networks. The simulation results show the rational to select 90% as confidential interference level, the accuracy of the proposed algorithm was also approved in this paper. Stanislav A. Filin, Tuncer Baykas, Mohammad Azizur Rahman, Chunyi Song, Hiroshi Harada |
WCNC | 4 |
| 2011 | Performance Evaluation of IEEE 802.19.1 Coexistence SystemabstractIn this paper we analyze mechanisms of coexistence between different cognitive radio systems operating as secondary users in white space frequency bands. In particular, our focus is coexistence mechanisms that can be provided by IEEE 802.19.1 coexistence system. IEEE 802.19.1 standard is at the early stage of its development. At this stage it is very important to consider different design directions and focus areas. This paper presents results of performance evaluation of the IEEE 802.19.1 coexistence system based on simulation. We believe that simulation results shown in this paper and analysis of these results are very important for the future of both IEEE 802.19.1 standard and products based on this standard. Stanislav A. Filin, Tuncer Baykas, Mohammad Azizur Rahman, Hiroshi Harada |
ICC | 3 |
| 2011 | Performance analysis of low duty FSK system for Smart Utility NetworkabstractThis paper presents the performance analysis of a realistic Smart Utility Network (SUN) system with low duty signaling design. The main focus of this paper is to evaluate the performance of the SUN system based on the specifications in an on-going industrial standardization activity, the IEEE 802.15.4g. For this purpose, a theoretical framework is constructed to model the transceiver with low duty signals over a realistic SUN channel based on actual measurements. The theoretical framework provides the models of multiple access interference (MAI) and inter-symbol interference (ISI). To align the analysis with actual industrial requirements, the developed framework is substituted with parameters from the IEEE 802.15.4g specifications. As a result, it is found that the low duty system (i.e. 0.1%) is capable of supporting up to 100 users in a single network. Additionally, by reducing the duty factor (e.g. from 1% to 0.1%), a 2-digit performance improvement (e.g. bit error rate (BER)=10-5to BER=10-7) can be achieved as compared to the requirement of IEEE 802.15.4g specifications (i.e. BER ≈ 10-5). Chin-Sean Sum, Mohammad Azizur Rahman, Zhou Lan, Fumihide Kojima, Ryuhei Funada, Hiroshi Harada |
WCNC | 2 |
| 2011 | New Exact Closed-Form PDF of the Sum of Nakagami-m Random Variables with ApplicationsabstractAn exact closed-form expression is developed for the probability density function (PDF) of the sum of independent but not necessarily identically distributed Nakagami-m random variables. By utilizing the newly developed PDF and the associated developments, new exact expressions of the bit error probability are presented for predetection equal gain combining diversity. Mohammad Azizur Rahman, Hiroshi Harada |
IEEE Trans. Commun. | 1 |
| 2010 | A Scalable Heuristic Scheduling Strategy for 60GHz WPAN STDMA System with Directional AntennasabstractThis paper proposes a scalable heuristic spatial time division multiple access (STDMA) time-slot scheduling algorithm for millimeter-wave wireless personal area network (WPAN) with spatial division multiple access (SDMA) through directional antenna system. A detailed cross layer design is proposed including the medium access control (MAC) layer and the physical (PHY) layer designs. The proposed hybrid STDMA/SDMA scheduling engine possesses the capability of flexible throughput-enhancement employing different levels (i.e. heuristic order) of algorithm complexity. Firstly, it is found that the scheduling engine with exhaustive searching algorithm is able to improve up to 9-fold of the achievable system throughput. Secondly, it is determined that heuristic order of 5 is sufficient to provide optimum throughput enhancement with minimized system complexity. Thirdly, the analysis of required overhead to perform the STDMA scheduling engine is also discussed. Chin-Sean Sum, Mohammad Azizur Rahman, Zhou Lan, Ryuhei Funada, Tuncer Baykas, Hiroshi Harada, Shuzo Kato |
ICC | 2 |
| 2010 | Investigation of Synchronization Frame Transmission in Multi-Gbps 60 GHz WPANsabstractMillimeter wave (mmWave) wireless personal area networks (WPANs) could provide multi-Gbps based data rate for short range communications. However, this ultra high data rate is sensitive to the co-channel interference (CCI). In this paper we use synchronization frame (sync frame) to mitigate possible interference between WPANs. Sync frames could be simply considered as the copies of beacons, which are relayed via the devices associated with the piconet. By using sync frames, the possible CCI could be reduced by increasing per WPAN coverage range, but meanwhile, the spatial reuse capability is also reduced. Therefore, in this work, we are motivated to investigate the optimized beacon/sync frame range at different link distances and its effect to throughput. Simulation results in 60 GHz system for a 2.5 m link indicate that, sync frames can double the guaranteed throughput. For guaranteed throughput of 1.4 Mbps at a 3.5 m link, beacon range can be 35\% reduced. Another contribution of the paper is investigating the effect of CCI in 60 GHz systems with spreading 2 and 4. Our results indicate a limited increase in robustness at high CCI situation compared to non spreading cases. Tuncer Baykas, Xueli An, Chin-Sean Sum, Mohammad Azizur Rahman, Zhou Lan, Ryuhei Funada, Hiroshi Harada, Shuzo Kato |
WCNC | 4 |
| 2010 | A Cross Layer Interference and Coexistence Model for Millimeter-Wave WPAN with Directional AntennasabstractThis paper develops a cross layer model for both interference and coexistence analysis of a multi-Gbps millimeter-wave wireless personal area network (WPAN) system with directional antennas. The model takes into consideration realistic 60 GHz propagation channel and high-speed physical layer design in actual WPAN network scenario. The model facilitates the analysis of directional interference and coexistence unique to the millimeter-wave frequency band. Employing the developed model, we found that in order to generate minimum interference to the victim receiver, the interferer has to be angularly located at least 1.3 times the victim's beamwidth away from the victim's antenna pointing direction, and/or the interferer's antenna has to be angularly pointing towards at least 1.3 times its beamwidth away from the location of the victim. Additionally, to mitigate interference and still maintain the desired link connectivity, the victim receiver may shift its antenna beam away from the location of the interferer, as much as the angle between the victim's antenna pointing direction and the interferer's location minus 1.3 times the victim's beamwidth. Lastly, we have also introduced the quantification of coexistence availability between interfering and desired links, taking into consideration requirements and parameters in the physical layer. Chin-Sean Sum, Zhou Lan, Tuncer Baykas, Ryuhei Funada, Mohammad Azizur Rahman, Hiroshi Harada, Shuzo Kato |
WCNC | 6 |
| 2010 | A Pro-Active Beamforming Protocol for Multi-Gbps Millimeter-Wave WPAN SystemsabstractIn this paper, we proposes the pro-active beamforming (BF) protocol realized in media access control (MAC) layer following IEEE 802.15.3c criteria for millimeter-wave 60GHz wireless personal area networks (60GHz WPANs). The pro-active BF may be used when the piconet controller (PNC) is the source of data to one or multiple devices (DEVs). It allows multiple DEVs to train their own receiver antennas for optimal reception from the PNC with lower overhead. The pro-active BF realizes part of BF operation in association process, extending the system's BF capability. It also enables DEVs to associate with PNC with directional antenna pattern, thus enlarges the coverage area of a piconet. Since it may train multiple users simultaneously based on the proposed multi-resolution codebooks, it significantly decreases the BF set-up time and mitigates the high path loss of 60GHz WPAN systems. Simulation results show that the proposed pro-active BF further reduce more than 20% of the BF set-up time comparing with on-demand BF in the multiple DEVs scenarios. It is completely compliant to IEEE 802.15.3c, and adopted by IEEE 802.15.3c as an important compliment to the on-demand BF to realize Giga-bit-per-second (Gbps) communication in WPAN Systems. Zhou Lan, Chang Woo Pyo, Tuncer Baykas, Chin-Sean Sum, Mohammad Azizur Rahman, Ryuhei Funada, Fumihide Kojima, Hiroshi Harada, Shuzo Kato |
WCNC | 6 |
| 2010 | Comment on "accurate approximations to the sum of generalized random variables and applications in the performance analysis of diversity systems"abstractClosed-form expressions of the precisely accurate error probability are given for equal gain diversity in generalized fading distributions, namely ¿-¿ and ¿-¿, considered by da Costa and Yacoub. Mohammad Azizur Rahman, Hiroshi Harada |
IEEE Trans. Commun. | 1 |
| 2009 | A Multi-Gbps Millimeter-Wave WPAN System Based on STDMA with Heuristic SchedulingabstractThis paper proposes a spatial time-division multiple access (STDMA) throughput enhancement scheme for a multiGbps millimeter-wave (mmWave) wireless personal area network (WPAN) system. The system design includes in the medium access control (MAC) layer, an interference-monitoring mechanism and a heuristic TDMA time-slot scheduling engine, and in the physical (PHY) layer, a Reed-Solomon (RS) coded phase-shift keying (PSK) system with selective Rake reception over a realistic 60 GHz multipath propagation channel. The theoretical analysis of the throughput and error performance is verified by Monte Carlo simulations. Firstly, it is found that the proposed STDMA scheme is capable of improving system throughput as much as 100%. Secondly, the co-channel interference (CCI) in a communication link has to be controlled at/below -15 dB in order to achieve the optimum system throughput. Lastly, different tolerable CCI levels to meet respective application requirements are determined. Chin-Sean Sum, Zhou Lan, Mohammad Azizur Rahman, Tuncer Baykas, Ryuhei Funada, Hiroshi Harada, Shuzo Kato |
GLOBECOM | 3 |
| 2009 | Beam Codebook Based Beamforming Protocol for Multi-Gbps Millimeter-Wave WPAN SystemsabstractIn this paper, we propose a feasible beamforming (BF) scheme realized in media access control (MAC) layer following the guidelines of the IEEE 802.15.3c criteria for millimeterwave 60 GHz wireless personal area networks (60 GHz WPANs). The proposed BF targets to minimize the BF set-up time and mitigates the high path loss of 60 GHz WPAN systems. It is based on designed multi-resolution codebooks, which generate three kinds of patterns of different half power beam widths (HPBWs): quasi-omni pattern, sector and beam. These three kinds of patterns are employed in the three stages of the BF protocol, namely device-to-device (DEV-to-DEV) linking, sector-level searching and beam-level searching. All the three stages can be completed within one superframe, which minimizes the potential interference to other systems during BF set-up period. In this paper, we show some example codebooks and provide the details of BF procedure. Simulation results show that the setup time of the proposed BF protocol is as small as 2% when compared to the exhaustive searching protocol. The proposed BF is a complete design, it re-uses commands specified in IEEE 802.15.3c, completely compliant to the standard; It has thus been adopted by IEEE 802.15.3c as an optional functionality to realize Giga-bit-per-second (Gbps) communication in WPAN Systems. Zhou Lan, Chang Woo Pyo, Tuncer Baykas, Chin-Sean Sum, Mohammad Azizur Rahman, Ryuhei Funada, Fumihide Kojima, Ismail Lakkis, Hiroshi Harada, Shuzo Kato |
GLOBECOM | 6 |
| 2009 | Virtual Time-Slot Allocation Scheme for Throughput Enhancement in a Millimeter-Wave GBPS WPAN Cross Layer DesignabstractThis paper proposes the virtual time-slot allocation (VTSA) scheme for throughput enhancement to realize a Gbps-order time division multiple access (TDMA) wireless personal area network (WPAN) system in a realistic millimeter-wave residential multipath environment. Conventional TDMA system allocates each time-slot to only one communication link, which is insufficient to achieve Gbps-order throughput, particularly in severe channel conditions of multipath environment. In this paper, the proposed VTSA scheme enables a single time-slot to be reused for multiple communication links simultaneously (hence the name virtual), thus significantly increases system throughput. However, this generates co-channel interference (CCI) among the communication links occupying the same time-slot. The proposed cross layer VTSA scheme is therefore designed to be able to schedule the sharing of time-slots among multiple communication links, and at the same time monitor to minimize performance degradation due to CCI. Two time-slot reuse methods are proposed and compared in this paper, namely the minimum-CCI slotting method and the random slotting method. As a result, it is found that the VTSA scheme is capable of increasing the system throughput as much as approximately 30% in the additive white Gaussian noise (AWGN), line-of-sight (LOS) and the non-line-of-sight (NLOS) multipath channel. It is also found that the minimum-CCI slotting method has 10% better performance as compared to the random slotting method. Chin-Sean Sum, Zhou Lan, Ryuhei Funada, Tuncer Baykas, Mohammad Azizur Rahman, Hiroshi Harada, Shuzo Kato |
ICC | 6 |
| 2009 | A synchronization-frame-aided interference mitigation mechanism for millimeter-wave WPANabstractThis paper investigates the interference mitigation capability of a millimeter-wave wireless personal area network (WPAN) in a realistic 60 GHz channel. The interference mitigation mechanism employs farther-reaching beacon signals and device-relayed synchronization command frames (sync frames) to further extend the protection range of the victim (a.k.a. primary) network. Firstly, it is found that the sync frame is capable of extending the 'interference-free' region as a function of network-controller-to-device distance and the location of the interferer. Secondly, it is found that in the interference-free region extended by the beacon/sync frame, the probability of interference is near zero. Finally, interference, when taking place, impacts high speed (3~5 Gbps) links 5~8 dB more significantly than their low speed (1~3 Gbps) counterparts. Chin-Sean Sum, Xueli An, Zhou Lan, Tuncer Baykas, Ryuhei Funada, Mohammad Azizur Rahman, Hiroshi Harada, Shuzo Kato |
PIMRC | 7 |
| 2009 | Preamble Design for Millimeter-Wave Single Carrier WPANsabstractIn this paper we present preamble design for millimeter-wave single carrier wireless personal area networks. Several factors are considered for a successful preamble design, such as sequence complexity, operation range, associated delay, robustness to frequency offset. Complementary Golay sequences are selected, which combine flexibility and performance. Simulation results indicate at optimum threshold level, it is possible to reduce both false alarm probability and misdetection probability less than 10-3in non-line-of-sight channels. Tuncer Baykas, Ryuhei Funada, Mohammad Azizur Rahman, Chin-Sean Sum, Ryota Kimura, Hiroshi Harada, Shuzo Kato |
VTC Spring | 4 |
| 2009 | Analysis and Comparison of Inter-Symbol/Frame Interference in Pulsed DS- and Hybrid DS/TH-UWB CommunicationsabstractInter-symbol/frame interference analysis is presented for pulsed direct sequence (DS) and hybrid direct sequence time hopping (DS/TH) ultra-wideband (UWB) communications considering a frequency selective Nakagami fading channel. Following the analysis, error rate expressions are developed and performance comparison is presented for the systems. It is found that the performance of pulsed DS system may depend on pulse repetition rate (PRR), number of combined paths by Rake receiver and the channel profile in a kind of unpredictable manner. For low PRR, the DS system performs better than DS/TH irrespective of the channel profile. For medium to high PRR, DS and DS/TH systems may perform comparably in a channel with a single decaying profile. However, if the channel contains more than one decaying profiles like as in Saleh-Valenzuela model, the performance of DS may drastically degrade and perform worse than DS/TH at some values of PRRs. The performance of DS/TH is relatively less influenced by the shape of the channel profile. Theoretical results are verified by simulations. Mohammad Azizur Rahman, Shigenobu Sasaki, Shahi Taphsir Islam, Tuncer Baykas, Chin-Sean Sum, Ryuhei Funada, Hiroshi Harada, Shuzo Kato |
VTC Spring | 1 |
| 2009 | Error Performance and Throughput Evaluation of a Multi-Gbps Millimeter-Wave WPAN System in Multipath Environment in the Presence of Adjacent and Co-Channel InterferenceabstractThis paper investigates the impact of adjacent channel interference (ACI) and co-channel interference (CCI) on the error performance and throughput of a multi-Gbps millimeter-wave wireless personal area network (WPAN) system in both residential multipath line-of-sight (LOS) and non-LOS (NLOS) environment. It is found that the ACI that causes 0.5dB degradation in signal-to-noise ratio (SNR) for BPSK, QPSK, 8-PSK and 16-QAM systems are 13, 7, 0 and -6 dB respectively. And the CCI that causes similar SNR degradation for BPSK, QPSK, 8-PSK and 16-QAM are -18, -20, -26 and -29 dB respectively. Additionally, multipath NLOS environment in the presence of ACI is found to cause an extra 5 dB degradation on error performance as compared to ACI in LOS environment. On the other hand, CCI in both LOS and NLOS environment display approximately similar impact on error performance. In extremely low ACI/CCI environment, the maximum achievable throughput for BPSK, QPSK, 8-PSK and 16-QAM in NLOS environment are 1.1, 2.2, 3.4 and 4.6Gbps respectively. Then as ACI/CCI increases, the throughput of 16-QAM decreases the most rapidly, followed by 8-PSK, QPSK and pi/2-BPSK. It is also found that system tolerance against ACI/CCI can be increased by employing modulation schemes with lower modulation level, at the expense of lower maximum achievable throughput. Chin-Sean Sum, Ryuhei Funada, Tuncer Baykas, Mohammad Azizur Rahman, Hiroshi Harada, Shuzo Kato |
VTC Spring | 5 |
| 2009 | A Space-Time Resource Management Scheme for Multi-Gbps Millimeter-wave WPAN SystemabstractThis paper presents throughput and error performance analysis of the proposed space-time resource management (STRM) scheme for a multi-Gbps millimeter-wave system. The proposed STRM allows multiple peer-to-peer communication links to occupy the same time-division-multiple-access (TDMA) time slot, in contrary to the conventional TDMA system that allocates only one time slot to one communication link. In this paper, theoretical analysis is conducted to investigate the achievable throughput in the presence of co-channel interference (CCI) generated by communication links co-sharing the same time slot. Firstly, it is found that the upper bound of the achievable throughput increases linearly with the number of communication links sharing the same time slot. Secondly, by presenting a parameter that manages the allowable CCI in the network, the system throughput can be optimized. The optimum preset allowable CCI values are found to be in the range of -13dB¿CCI¿-11dB. Lastly, it is also found that in a millimeterwave band system, a victim system with transmitter-receiver separation of 1-meter can achieve its targeted bit error rate (BER) provided that the interferer is 6 meters away. Chin-Sean Sum, Mohammad Azizur Rahman, Zhou Lan, Ryuhei Funada, Tuncer Baykas, Hiroshi Harada, Shuzo Kato |
VTC Fall | 2 |
| 2009 | A SNR Mapping Scheme for ZF/MMSE Based SC-FDE Structured WPANsabstractThe paper presents a signal-to-noise ratio (SNR) mapping scheme for single-carrier (SC) frequency domain equalization (FDE) based millimeter-wave wireless personal area networks (WPANs). The effective SNR, defined as an average SNR over whole data frame after equalization, is a one-to-one mapper of the SNR in practical scenario in the sense of the same bit error rate (BER) performance. As the mapping is based on theoretical calculation instead of the simulation on a specific channel model, the defined effective SNR is suitable to be used as a metric, such as threshold for link adaptation, because it decides system BER performance just based on theoretical BER performance of AWGN channel instead of channel-model dependent SNR-BER table. The close form of effective SNR is proposed. A link adaptation method based on the defined effective SNR is given to show how our defined effective SNR simplifies system design. Both theoretical analysis and simulation results show that the defined effective SNR is channel-model independent and it is accuracy enough with variance of mapping error lower than 1 dB, it is therefore useful, especially for the system possibly involved in several different wireless communication scenarios. Tuncer Baykas, Ryuhei Funada, Chin-Sean Sum, Mohammad Azizur Rahman, Zhou Lan, Hiroshi Harada, Shuzo Kato |
VTC Spring | 5 |
| 2009 | Beamforming Codebook Design and Performance Evaluation for 60GHz Wideband WPANsabstractAbstract-The paper proposes a codebook design to support beamforming mechanism in a wide band millimeter-wave 60 GHz wireless personal area networks (60 GHz WPANs) in a realistic millimeter-wave environment. The codebooks are designed symmetrically in order to mitigate the possible beam shift due to the large differences of wave lengthes at different sub-bands of a wide band communication system. In order to provide a high data rate and high performance with minimum power consumption in 60 GHz systems, the codebooks are generated with 90 degree phase resolution without amplitude adjustment. The codebooks are designed for different numbers of antenna elements, supporting a multitude of antenna configurations. The paper provides codebook design mechanism, some example codebooks and some analysis on antenna gain loss due to phase shift errors of phase shifters. Simulation results shows that: (1) To keep the gain loss at the intersections of any two patterns inside the codebook lower than ldB, the number of patterns inside the codebook shall be at least 2 times of the number of antenna elements used for pattern generation; (2) The designed codebooks are robust to phase shift errors: the gain loss is lower than ldB with only 10% outage probability when standard deviation of phase shift errors at phase shifters is 0.5 [28.6 degree]. The proposed codebooks are a feasible design, they are the key basis of the beamforming protocol in 60 GHz WPANs (IEEE 802.15.3c). Zhou Lan, Chin-Sean Sum, Chang Woo Pyo, Tuncer Baykas, Mohammad Azizur Rahman, Ryuhei Funada, Fumihide Kojima, Ismail Lakkis, Hiroshi Harada, Shuzo Kato |
VTC Fall | 7 |
| 2009 | Exact error probabilities for MRC in frequency selective Nakagami fading with ISI, CCI and ACIabstractAn exact expression of error rate is developed for maximal ratio combining (MRC) in an independent but not necessarily identically distributed frequency selective Nakagami fading channel taking into account inter-symbol, co-channel and adjacent channel interferences (ISI, CCI and ACI respectively). The characteristic function (CF) method is adopted. While accurate analysis of MRC performance cannot be seen in frequency selective channel taking ISI (and CCI) into account, such analysis for ACI has not been addressed yet. The general analysis presented in this paper solves a problem of past and present interest, which has so far been studied either approximately or in simulations. The exact method presented also lets us obtain an approximate error rate expression based on Gaussian approximation (GA) of the interferences. It is shown, especially while the channel is lightly faded, has fewer multipath components and a decaying delay profile, the GA may be substantially inaccurate at high signal-to-noise ratio. Mohammad Azizur Rahman, Chin-Sean Sum, Shigenobu Sasaki, Tuncer Baykas, Ryuhei Funada, Hiroshi Harada, Shuzo Kato |
WCNC | 1 |
| 2009 | A virtual time-slot allocation throughput enhancement scheme with multiple modulations for a multi-gbps millimeter-wave WPAN systemabstractThis paper proposes a virtual time-slot allocation (VTSA) throughput enhancement scheme with multiple modulation methods to realize a multi-Gbps time division multiple access (TDMA) wireless personal area network (WPAN) system in a realistic millimeter-wave residential multipath environment. The VTSA scheme allows multiple communication links in the network to simultaneously use the same time-slot, thus increases system throughput. Additionally, by coupling to higher-order modulation schemes, higher data rate can be achieved. The combination of both is found to be capable of realizing a multi- Gbps WPAN system. However, the employment of the VTSA scheme causes the generation of co-channel interference (CCI) in the system, and CCI is found to affect the modulation schemes differently. This paper investigates the tradeoff parameters between varying CCI due to the employment of the VTSA scheme, and the higher-order modulations applied. As a result, it is found that the VTSA scheme is capable of increasing 30% of the system throughput. It is also found that in low CCI environment, 16QAM offers the highest achievable system throughput, whereas when CCI becomes higher, the more-robust BPSK offers the highest throughput. Chin-Sean Sum, Zhou Lan, Ryuhei Funada, Tuncer Baykas, Mohammad Azizur Rahman, Hiroshi Harada, Shuzo Kato |
WCNC | 6 |
| 2009 | Single carrier transmission for multi-gigabit 60-GHz WPAN systemsabstractThis paper proposes a new channel model for millimeter wave (60 GHz) for indoor applications, power amplifier and phase noise models at 60 GHz, an optimal global channelization over 9 GHz bandwidth, common mode signaling to bridge SC (single carrier) and OFDM (orthogonal frequency division multiplex) camps, and a robust payload as well as a header and preamble design for single carrier for practical applications. The computer simulations have validated these new proposals for WPAN (wireless personal are network) design and significantly contributed a lot to global (IEEE802.15.3c) standardization which will be closed in the near future by issuing system specifications. Shuzo Kato, Hiroshi Harada, Ryuhei Funada, Tuncer Baykas, Chin-Sean Sum, Mohammad Azizur Rahman |
IEEE J. Sel. Areas Commun. | 7 |
| 2009 | Error performance and throughput evaluation of a multi-Gbps millimeter-wave WPAN system in the presence of adjacent and co-channel interferenceabstractThis paper investigates the impact of adjacent channel interference (ACI) and co-channel interference (CCI) on error performance and throughput of a multi-Gbps millimeterwave wireless personal area network (WPAN) system in a realistic residential line-of-sight (LOS) and non-line-of-sight (NLOS) multipath environment. The main contribution of this paper is providing a multi-Gbps WPAN system design in the challenging multipath environment in the presence of ACI/CCI. Based on the investigation results, we have provided ACI/CCI rejection as a reference for victim receiver protection design. In the NLOS environment, the ACI rejection (i.e. ACI that causes 0.5 dB degradation in the required signal-to-noise ratio (SNR) to achieve bit error rate (BER) of 10-6) for pi/2-BPSK, QPSK, 8 PSK and 16 QAM are 13, 7, 0 and -6dB respectively. And the CCI rejection for similar modulation schemes are -18, -20, -26 and -29 respectively. Secondly, we have clarified the LOS-NLOS relationship of the ACI/CCI impact to system performance. ACI in multipath NLOS environment causes an additional 5 dB degradation to error performance as compared to ACI in the LOS environment. CCI on the other hand, has similar impact on error performance in both LOS and NLOS environment. Thirdly, we have clarified the relationship between modulation spectral efficiency and robustness against ACI/CCI. In an environment with no or low ACI/CCI, the maximum achievable throughput for pi/2-BPSK, QPSK, 8 PSK and 16 QAM in LOS environment are 1.2, 2.5, 3.8 and 5 Gbps respectively. In NLOS environment, the achievable throughput decreases to 1, 1.9, 2.8 and 3.8 Gbps respectively. As ACI/CCI increases, the throughput of higherorder modulation schemes such as 16 QAM decreases the most rapidly, followed by 8 PSK and QPSK. The throughput for pi/2-BPSK has the highest tolerance against increasing ACI/CCI, at the expense of lower maximum achievable throughput. Chin-Sean Sum, Ryuhei Funada, Tuncer Baykas, Mohammad Azizur Rahman, Hiroshi Harada |
IEEE J. Sel. Areas Commun. | 5 |
| 2009 | Virtual time-slot allocation scheme for throughput enhancement in a millimeter-wave multi-Gbps WPAN systemabstractThis paper proposes a virtual time-slot allocation (VTSA) scheme for throughput enhancement to realize a multi-Gbps time division multiple access (TDMA) wireless personal area network (WPAN) system in a realistic millimeter-wave residential multipath environment. TDMA system without time-slot-reuse mechanism conventionally allocates one TDMA time-slot to only one communication link at a time. In the proposed VTSA scheme, taking advantage on the large path loss in the millimeterwave band, a single TDMA time-slot can be reallocated and reused by multiple communication links simultaneously (hence the name virtual), thus significantly increasing system throughput. On the other hand, allowing multiple communication links to occupy the same time-slot causes the generation of co-channel interference (CCI). The cross layer VTSA scheme is therefore designed to be able to maximize the throughput improvement by adaptively scheduling the sharing of time-slots, and at the same time monitor the potential performance degradation due to CCI. As a result, it is found that the VTSA scheme is capable of improving system throughput as much as 30% in both AWGN and multipath channels (line-of-sight (LOS) and non-line-of-sight (NLOS) environment). Additionally, by coupling with higher-order modulation schemes, the system is able to achieve up to a maximum throughput of 3.8 Gbps. It is also observed that higher-order modulations although have higher maximum achievable throughput in low CCI environment, the tolerance against increasing CCI is considerably lower than that of the lower-order modulations. Chin-Sean Sum, Zhou Lan, Ryuhei Funada, Tuncer Baykas, Mohammad Azizur Rahman, Hiroshi Harada |
IEEE J. Sel. Areas Commun. | 6 |
| 2009 | Beam codebook based beamforming protocol for multi-Gbps millimeter-wave WPAN systemsabstractIn order to realize high speed, long range, reliable transmission in millimeter-wave 60 GHz wireless personal area networks (60 GHz WPANs), we propose a beamforming (BF) protocol realized in media access control (MAC) layer on top of multiple physical layer (PHY) designs. The proposed BF protocol targets to minimize the BF set-up time and to mitigate the high path loss of 60 GHz WPAN systems. It consists of 3 stages, namely the device (DEV) to DEV linking, sector-level searching and beam-level searching. The division of the stages facilitates significant reduction in setup time as compared to BF protocols with exhaustive searching mechanisms. The proposed BF protocol employs discrete phase-shifters, which significantly simplifies the structure of DEVs as compared to the conventional BF with phase-and-amplitude adjustment, at the expense of a gain degradation of less than 1 dB. The proposed BF protocol is a complete design and PHY-independent, it is applicable to different antenna configurations. Simulation results show that the setup time of the proposed BF protocol is as small as 2% when compared to the exhaustive searching protocol. Furthermore, based on the codebooks with four phases per element, around 15.1 dB gain is achieved by using eight antenna elements at both transmitter and receiver, thereby enabling 1.6 Gbps-data-streaming over a range of three meters. Due to the flexibility in supporting multiple PHY layer designs, the proposed protocol has been adopted by the IEEE 802.15.3c as an optional functionality to realize Gbps communication systems. Zhou Lan, Chang Woo Pyo, Tuncer Baykas, Chin-Sean Sum, Mohammad Azizur Rahman, Ryuhei Funada, Fumihide Kojima, Hiroshi Harada, Shuzo Kato |
IEEE J. Sel. Areas Commun. | 6 |
| 2008 | Novel frame design methodology for multi-gigabit 60GHz WPAN systemsabstractHigh-definition video streaming and peripheral device communication on wireless access are promising applications of multi-gigabit 60-GHz wireless personal area networks (WPANs). For such different requirements, a frame design methodology is required which is different from that applied for the conventional wireless local area network (WLANs) and WPANs. This paper proposes a novel frame design methodology on PHY layer for the multi-gigabit 60-GHz WPANs supporting those applications. The proposed methodology is that preamble and header are designed to be further protected against payload, on the basis of 2-digit improvements in synchronization error probability and header error rate over payload bit error rate. In addition, the paper describes frame structures for control and data-communication in accordance with the proposed methodology. Performance evaluation is done by computer simulation to validate the proposed methodology. These frame structure designed by the proposed metrology has been applied in IEEE 802.15.3c WPANs systems. Ryuhei Funada, Tuncer Baykas, Chin-Sean Sum, Mohammad Azizur Rahman, Hiroshi Harada, Shuzo Kato |
PIMRC | 5 |
| 2008 | Golay sequence aided channel estimation for millimeter-wave WPAN systemsabstractIn order to design a simple and highly accurate channel estimator for wireless personal area network systems, this paper proposes Golay sequence aided channel estimation. To evaluate the performance of proposed channel estimation, bit error rate performance of single-carrier transmission with frequency-domain equalization has been analyzed by computer simulation. When 8PSK modulation and Reed-Solomon coding RS(255, 239) as forward error correction are used, the proposed Golay sequence aided channel estimation works very well in millimeter-wave and non line-of-sight fading environments with a 1.8 dB degradation of Eb/N0at 10-6of bit error rate against the ideal channel estimation, which is practically acceptable. Moreover, comparing with Chu sequence aided channel estimation, the proposed Golay sequence aided channel estimation improves 0.4 dB of Eb/N0at the bit error rate while achieving much less hardware than Chu sequence aided one, which is very important for mobile terminal applications. Ryota Kimura, Ryuhei Funada, Yoshinori Nishiguchi, Tuncer Baykas, Chin-Sean Sum, Mohammad Azizur Rahman, Yozo Shoji, Hiroshi Harada, Shuzo Kato |
PIMRC | 8 |
| 2008 | On the performance of pulsed DS- and hybrid DS/TH-UWB multiple access systems in frequency selective Nakagami fadingabstractMultiple access analysis is presented for pulsed direct sequence (DS) and hybrid DS time hopping (DS/TH) ultra-wideband (UWB) communications considering a Saleh-Valenzuela type clustered frequency selective Nakagami fading channel. A general analytical framework is developed for modeling the multiple access interference (MAI) in low-duty systems that is substantially complicated than analysis of more commonly known DS-code division multiple access (CDMA). Using Rake receiver with maximal ratio combining (MRC), we are able to produce a simple error rate expression for general number of combined paths. The theoretical results are then used for performance evaluation and comparison of the two systems. Results show that in multiple access environment, a DS/TH system may gain many fold performance improvement as compared to a DS system. Mohammad Azizur Rahman, Shigenobu Sasaki, Shahi Taphsir Islam, Masaru Asai, Hisakazu Kikuchi, Hiroshi Harada, Shuzo Kato |
PIMRC | 1 |
| 2008 | An Exact Error Rate Analysis for Equal Gain Combining of DS-CDMA Signals in Frequency Selective Nakagami FadingabstractAn exact analysis is presented for equal gain combining of binary direct sequence code division multiple access (DS-CDMA) signals in frequency selective Nakagami fading channel. Following the analysis, expressions for exact characteristic function (CF) are developed for self-interference and multiple access interference. As a final outcome, exact bit error probabilities are presented for the system based on CF method. The presented method is simple and good for any arbitrary pulse shape, channel profile, total number of resolved paths and number of combined paths. Monte Carlo simulation confirms the analytical results. Mohammad Azizur Rahman, Shigenobu Sasaki, Hisakazu Kikuchi |
VTC Spring | 1 |
| 2008 | Hardware Impairments on LDPC Coded SC-FDE and OFDM in Multi-Gbps WPAN (IEEE 802.15.3c)abstractThe multi-Gbps wireless personal area network (WPAN) using 60-GHz is being standardized in the task group of IEEE 802.15.3c. In the physical (PHY) layer design, there are two competitive techniques, one is orthogonal frequency division multiplexing (OFDM) and the other is single-carrier frequency-domain equalization (SC-FDE), a.k.a., single-carrier block transmission (SCBT). This paper compared the performance of low-density parity-check (LDPC) coded OFDM and SC-FDE under hardware impairments including analog-to-digital converter (ADC) resolution, non-linear distortion induced by 60- GHz power amplifier (PA), and phase noise of 60-GHz PLL circuits. The simulation results show that SC-FDE has much better performance than OFDM under hardware impairments of 60-GHz devices and circuits. Ismail Lakkis, Chin-Sean Sum, Tuncer Baykas, Mohammad Azizur Rahman, Ryota Kimura, Ryuhei Funada, Yozo Shoji, Hiroshi Harada, Shuzo Kato |
WCNC | 6 |
| 2007 | Exact Multiple Access Analysis for Pulsed DS-UWB Systems with Episodic Transmission in Flat Nakagami FadingabstractExact bit error probabilities (BEP) are derived in closed form for pulsed binary direct sequence ultra-wideband (DS-UWB) multiple access systems in flat Nakagami fading channel. The characteristic function (CF) method is adopted where an exact expression of the CF is obtained through a straight forward method. The method is simple and good for any arbitrary pulse shape. The results from exact analysis are then compared with those obtained from the standard Gaussian approximation (SGA), for which also a new expression is given for the error probability. It is shown that the shape of the CF depends considerably both on chip length and chip-duty and can be different even for the same processing gain (PG), since different combinations of the parameters may result into the same PG. In such a case, the BEP for a PG, however, though remains unchanged in a highly faded channel, may vary substantially in lightly faded channel. Irrespective of the chip length and chip-duty, the SGA is found quite accurate for highly faded channel, which, however, becomes extremely optimistic for low duty systems in lightly faded channels. Mohammad Azizur Rahman, Shigenobu Sasaki, Hisakazu Kikuchi |
ICC | 1 |
| 2007 | An Exact Error Analysis for Hybrid DS/TH-CDMA in Nakagami Fading for UWB CommunicationsabstractExact bit error probabilities (BEP) are derived in closed-form for hybrid direct sequence time hopping code division multiple access (DS/TH-CDMA) systems that have been recently widely used for ultra-wideband (UWB) communications. Flat Nakagami fading channel is considered. The characteristic function (CF) method is adopted where an exact expression of the CF is obtained through a straight forward method. The method is simple and good for any arbitrary pulse shape. The results from exact analysis are then compared with those obtained from the standard Gaussian approximation (SGA), for which also a new expression is given for the error probability. It is shown that the shape of the CF depends considerably both on frames per bit and chips per frame and can be different even for the same processing gain (PG), since different combinations of the parameters may result into the same PG. In such a case, the BEP for a PG, however, though remains unchanged in a highly faded channel, may vary substantially in lightly faded channel. Irrespective of several system parameters, the SGA is found quite accurate for highly faded channel, which, however, becomes quite optimistic for low duty systems in lightly faded channels. Mohammad Azizur Rahman, Shigenobu Sasaki, Hisakazu Kikuchi |
VTC Spring | 1 |
| 2007 | A Simple Exact Bit Error Analysis for DS-CDMA with Arbitrary Pulse Shape in Flat Nakagami FadingabstractBased on the characteristic function method, new expressions of exact bit error probabilities are derived in closed-form for binary direct sequence code division multiple access (DS-CDMA) in flat Nakagami fading channel adopting a straight forward method. The method is simple and good for any arbitrary pulse shape. The results from exact analysis are then compared with those obtained through modeling the multiple access interference as Gaussian noise, for which also a new expression is given for error probability. Mohammad Azizur Rahman, Shigenobu Sasaki, Hisakazu Kikuchi |
WCNC | 1 |