Dirk Slock - Academia.edu (original) (raw)

Papers by Dirk Slock

Research paper thumbnail of Deep Learning to Robustify a Geometric Interpretation of Trilateration for 3D RSS-based Localization

2022 IEEE 21st Mediterranean Electrotechnical Conference (MELECON)

Research paper thumbnail of Editorial of Special Issue on improved CDMA detection techniques for future wireless systems

EURASIP Journal on Advances in Signal Processing, 2005

Research paper thumbnail of Editorial of Special issue on space-time coding and its applications - Part II

EURASIP Journal on Advances in Signal Processing, Mar 18, 2002

Research paper thumbnail of Receiver Designs and Multi-User Extensions to MIMO HSDPA

Internet and Communications, 2010

Research paper thumbnail of 3D Self-Positioning Algorithm based on joint DDoA-ToA

2021 3rd IEEE Middle East and North Africa COMMunications Conference (MENACOMM), 2021

Research paper thumbnail of Editorial of Special Issue on improved CDMA detection techniques for future wireless systems

EURASIP Journal on Advances in Signal Processing, 2005

Research paper thumbnail of Distributed Beamforming Design in Reduced-Rank MIMO Interference Channels and Application to Dynamic TDD

Employing dynamic Time Division Duplexing (DynTDD) can increase the system-wide spectral efficien... more Employing dynamic Time Division Duplexing (DynTDD) can increase the system-wide spectral efficiency of scenarios with varying and unbalanced uplink (UL) and downlink (DL) data traffic requirements. However when using DynTDD, a different DL/UL slot configuration is likely to be selected by neighboring cells, leading to Cross Link Interference (CLI) between the Base Stations (BS), which is known as BS-to-BS or DLto-UL interference, and between User Equipments (UE) which is known as UE-to-UE or UL-to-DL interference. Rank deficient channels are frequently encountered in Multi-Input Multi-Output (MIMO) networks, due to poor scattering and keyhole effects, or when using Massive MIMO and moving to mmWave. While the implications of rank deficient channels are well understood for the single user point to point setting, less is known for interference networks. In this paper we study the Degrees of Freedom (DoF) focusing on the UE-to-UE interference, by establishing necessary conditions, for ...

Research paper thumbnail of Combining Training and Quantized Feedback in Multi-Antenna Reciprocal Channels

The communication between a multiple-antenna transmitter and multiple receivers (users) with eith... more The communication between a multiple-antenna transmitter and multiple receivers (users) with either a single or multiple-antenna each can be significantly enhanced by providing the channel state information at the transmitter (CSIT) of the users, as this allows for scheduling, beamforming and multiuser multiplexing gains. The traditional view on how to enable CSIT has been as follows so far: In time-division duplexed (TDD) systems, uplink (UL) and downlink (DL) channel reciprocity allows the use of a training sequence in the UL direction, which is exploited to obtain an UL channel estimate. This estimate is in turn recycled in the next downlink slot. In frequency-division duplexed (FDD) systems, which lack the UL and DL reciprocity, the CSIT is provided via the use of a dedicated feedback link of limited capacity between the receivers and the transmitter. In this paper, we focus on TDD systems and put this classical approach in question. In particular, we show that the traditional T...

Research paper thumbnail of 2013, PP.1. <HAL-00865331&GT

HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific ... more HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et a ̀ la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés. 1 2

Research paper thumbnail of Editorial of Special issue on space-time coding and its applications - Part II

Research paper thumbnail of Optimal Training in Large TDD Multi-User Downlink Systems under Zero-Forcing and Regularized Zero-Forcing Precoding

2010 IEEE Global Telecommunications Conference GLOBECOM 2010, 2010

This paper considers a large multiuser time-division duplex (TDD) system, where the base station ... more This paper considers a large multiuser time-division duplex (TDD) system, where the base station (BS) acquires channel state information via pilot signaling from the users. In the downlink the BS employs zero-forcing (ZF) and regularized zero-forcing (RZF) precoding. We derive the optimal sum rate maximizing amount of channel training using sum rate approximations from the large system analysis of MISO downlink channels under (R)ZF precoding. Moreover, in the regime of high signal-to-noise ratio (SNR), we derive approximate solutions of the optimal amount of training for both schemes that are of closed-form. By comparing the two schemes, we find that RZF requires less training than ZF, but the training interval of both schemes is equal for asymptotically high SNR. Furthermore, simulations are carried out which demonstrate the accuracy of our approximate solutions.

Research paper thumbnail of Orthogonal Linear Beamforming in MIMO Broadcast Channels

2007 IEEE Wireless Communications and Networking Conference, 2007

The problem of joint linear beamforming and scheduling in a MIMO broadcast channel is considered.... more The problem of joint linear beamforming and scheduling in a MIMO broadcast channel is considered. We show how Orthogonal Linear Beamforming (OLBF) can be efficiently combined with a low-complexity user selection algorithm to achieve a large portion of the multiuser capacity. The use of orthogonal transmission enables the transmitter to calculate exact signal-to-interference plus noise ratio (SINR) values during the user selection process. The knowledge of multiuser interference proves to be of particular importance for user scheduling as both the number of users in the cell and the average signal-tonoise ratio (SNR) decrease. The sum capacity of our scheme is characterized in the low-SNR regime, providing analytical results on the performance gain over Zero-Forcing Beamforming (ZFBF). Numerical results show gains over both suboptimal and optimal ZFBF techniques in different scenarios.

Research paper thumbnail of Hybrid Pilot/Quantization Based Feedback in Multi-Antenna TDD Systems

GLOBECOM 2009 - 2009 IEEE Global Telecommunications Conference, 2009

Research paper thumbnail of Software implementation of spatial interweave cognitive radio communication using OpenAirInterface platform

2012 International Symposium on Wireless Communication Systems (ISWCS), 2012

We present in this paper a software implementation of a cognitive radio (CR) communication based ... more We present in this paper a software implementation of a cognitive radio (CR) communication based on long term evolution-time division duplex (LTE-TDD) channel reciprocity. We study the problem of calibration and beamforming design for a CR system in which a multiple-input single-output (MISO) secondary link, wants to opportunistically communicate without harming the primary SISO system. Specifically, we evaluate the CR communication through the EURECOM's experimental OpenAirInterface (OAI) software platform. We will show that it is feasible to restore the reciprocity after calibration in a non reciprocal channel, and provide an overview of challenges in the channel estimation for real conditions.

Research paper thumbnail of On the MIMO interference channel

Research paper thumbnail of Combining Training and Quantized Feedback in Multiantenna Reciprocal Channels

IEEE Transactions on Signal Processing, 2012

Research paper thumbnail of Normalized sliding window constant modulus and decision-directed algorithms: A link between blind equalization and classical adaptive filtering

Signal Processing, IEEE …, 1997

By minimizing a deterministic criterion of the constant modulus (CM) type or of the decisiondirec... more By minimizing a deterministic criterion of the constant modulus (CM) type or of the decisiondirected (DD) type, we derive normalized stochastic gradient algorithms for blind linear equalization (BE) of QAM systems. These algorithms allow us to formulate CM and DD separation principles, which help obtain a whole family of CM or DD BE algorithms from classical adaptive ltering algorithms. We focus on the algorithms obtained by using the A ne Projection adaptive ltering Algorithm (APA). Their increased convergence speed and ability to escape from local minima of their cost function, make these algorithms very promising for BE applications.

Research paper thumbnail of Optimal diversity vs multiplexing tradeoff for frequency selective MIMO channels

International Symposium on Information Theory, 2005

In this paper we derive the optimal diversity versus multiplexing tradeoff for a frequency select... more In this paper we derive the optimal diversity versus multiplexing tradeoff for a frequency selective i.i.d. Rayleigh MIMO channel. This tradeoff is shown to be better than the one of the frequency flat MIMO channel. Traditional approaches for frequency selective channels use OFDM techniques in order to exploit the diversity gain due to frequency selectivity. We show that although coding in OFDM over a sufficient subset of subcarriers allows to exploit full diversity as such (at fixed rate), such an approach leads to a suboptimal diversity vs multiplexing tradeoff.

Research paper thumbnail of 0 On Optimum End-to-End Distortion in Wideband MIMO Systems

This paper presents the impact of frequency diversity on the optimum expected end-to-end distorti... more This paper presents the impact of frequency diversity on the optimum expected end-to-end distortion (EED) in an outage-free wideband multiple-input multiple-output (MIMO) system. We provide the closed-form expression of optimum asymptotic expected EED comprised of the optimum distortion exponent and the multiplicative optimum distortion factor for high signal-to-noise ratio (SNR). It is shown that frequency diversity can improve EED though it has no effect on ergodic capacity. The improvement becomes slight when the frequency diversity order is greater than a certain number. The lower bounds related to infinite frequency diversity are derived. The results for outagefree systems are the bounds for outage-suffering systems and they are instructive for system design.

Research paper thumbnail of On the Convergence of Normalized Constant Modulus Algorithms for Blind Equalization

One of the most known classes of algorithms for blind equalization is the so-called class of Cons... more One of the most known classes of algorithms for blind equalization is the so-called class of Constant Modulus Algorithms (CMA's) [1], [2]. These adaptive algorithms use an instantaneous gradient-search procedure similar to that of the LMS algorithm in order to minimize a stochastic criterion that penalizes the deviations of the received signal's modulus with respect to the known modulus of the emitted input signal. However, as has been recently reported [4], [5], [6], [7], these algorithms might ill-converge if they are not properly initialized, due to false minima of their corresponding cost function. This holds even in cases where the equalizer can match exactly the inverse of the transmitting channel [6]. Recently, a variant of CMA algorithms, the so-called Normalized CMA (NCMA) has been introduced in [8] and a more general class of normalized CMA algorithms containing NCMA as its first member has been introduced in [11]. These algorithms have a stable operation for any...

Research paper thumbnail of Deep Learning to Robustify a Geometric Interpretation of Trilateration for 3D RSS-based Localization

2022 IEEE 21st Mediterranean Electrotechnical Conference (MELECON)

Research paper thumbnail of Editorial of Special Issue on improved CDMA detection techniques for future wireless systems

EURASIP Journal on Advances in Signal Processing, 2005

Research paper thumbnail of Editorial of Special issue on space-time coding and its applications - Part II

EURASIP Journal on Advances in Signal Processing, Mar 18, 2002

Research paper thumbnail of Receiver Designs and Multi-User Extensions to MIMO HSDPA

Internet and Communications, 2010

Research paper thumbnail of 3D Self-Positioning Algorithm based on joint DDoA-ToA

2021 3rd IEEE Middle East and North Africa COMMunications Conference (MENACOMM), 2021

Research paper thumbnail of Editorial of Special Issue on improved CDMA detection techniques for future wireless systems

EURASIP Journal on Advances in Signal Processing, 2005

Research paper thumbnail of Distributed Beamforming Design in Reduced-Rank MIMO Interference Channels and Application to Dynamic TDD

Employing dynamic Time Division Duplexing (DynTDD) can increase the system-wide spectral efficien... more Employing dynamic Time Division Duplexing (DynTDD) can increase the system-wide spectral efficiency of scenarios with varying and unbalanced uplink (UL) and downlink (DL) data traffic requirements. However when using DynTDD, a different DL/UL slot configuration is likely to be selected by neighboring cells, leading to Cross Link Interference (CLI) between the Base Stations (BS), which is known as BS-to-BS or DLto-UL interference, and between User Equipments (UE) which is known as UE-to-UE or UL-to-DL interference. Rank deficient channels are frequently encountered in Multi-Input Multi-Output (MIMO) networks, due to poor scattering and keyhole effects, or when using Massive MIMO and moving to mmWave. While the implications of rank deficient channels are well understood for the single user point to point setting, less is known for interference networks. In this paper we study the Degrees of Freedom (DoF) focusing on the UE-to-UE interference, by establishing necessary conditions, for ...

Research paper thumbnail of Combining Training and Quantized Feedback in Multi-Antenna Reciprocal Channels

The communication between a multiple-antenna transmitter and multiple receivers (users) with eith... more The communication between a multiple-antenna transmitter and multiple receivers (users) with either a single or multiple-antenna each can be significantly enhanced by providing the channel state information at the transmitter (CSIT) of the users, as this allows for scheduling, beamforming and multiuser multiplexing gains. The traditional view on how to enable CSIT has been as follows so far: In time-division duplexed (TDD) systems, uplink (UL) and downlink (DL) channel reciprocity allows the use of a training sequence in the UL direction, which is exploited to obtain an UL channel estimate. This estimate is in turn recycled in the next downlink slot. In frequency-division duplexed (FDD) systems, which lack the UL and DL reciprocity, the CSIT is provided via the use of a dedicated feedback link of limited capacity between the receivers and the transmitter. In this paper, we focus on TDD systems and put this classical approach in question. In particular, we show that the traditional T...

Research paper thumbnail of 2013, PP.1. <HAL-00865331&GT

HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific ... more HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et a ̀ la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés. 1 2

Research paper thumbnail of Editorial of Special issue on space-time coding and its applications - Part II

Research paper thumbnail of Optimal Training in Large TDD Multi-User Downlink Systems under Zero-Forcing and Regularized Zero-Forcing Precoding

2010 IEEE Global Telecommunications Conference GLOBECOM 2010, 2010

This paper considers a large multiuser time-division duplex (TDD) system, where the base station ... more This paper considers a large multiuser time-division duplex (TDD) system, where the base station (BS) acquires channel state information via pilot signaling from the users. In the downlink the BS employs zero-forcing (ZF) and regularized zero-forcing (RZF) precoding. We derive the optimal sum rate maximizing amount of channel training using sum rate approximations from the large system analysis of MISO downlink channels under (R)ZF precoding. Moreover, in the regime of high signal-to-noise ratio (SNR), we derive approximate solutions of the optimal amount of training for both schemes that are of closed-form. By comparing the two schemes, we find that RZF requires less training than ZF, but the training interval of both schemes is equal for asymptotically high SNR. Furthermore, simulations are carried out which demonstrate the accuracy of our approximate solutions.

Research paper thumbnail of Orthogonal Linear Beamforming in MIMO Broadcast Channels

2007 IEEE Wireless Communications and Networking Conference, 2007

The problem of joint linear beamforming and scheduling in a MIMO broadcast channel is considered.... more The problem of joint linear beamforming and scheduling in a MIMO broadcast channel is considered. We show how Orthogonal Linear Beamforming (OLBF) can be efficiently combined with a low-complexity user selection algorithm to achieve a large portion of the multiuser capacity. The use of orthogonal transmission enables the transmitter to calculate exact signal-to-interference plus noise ratio (SINR) values during the user selection process. The knowledge of multiuser interference proves to be of particular importance for user scheduling as both the number of users in the cell and the average signal-tonoise ratio (SNR) decrease. The sum capacity of our scheme is characterized in the low-SNR regime, providing analytical results on the performance gain over Zero-Forcing Beamforming (ZFBF). Numerical results show gains over both suboptimal and optimal ZFBF techniques in different scenarios.

Research paper thumbnail of Hybrid Pilot/Quantization Based Feedback in Multi-Antenna TDD Systems

GLOBECOM 2009 - 2009 IEEE Global Telecommunications Conference, 2009

Research paper thumbnail of Software implementation of spatial interweave cognitive radio communication using OpenAirInterface platform

2012 International Symposium on Wireless Communication Systems (ISWCS), 2012

We present in this paper a software implementation of a cognitive radio (CR) communication based ... more We present in this paper a software implementation of a cognitive radio (CR) communication based on long term evolution-time division duplex (LTE-TDD) channel reciprocity. We study the problem of calibration and beamforming design for a CR system in which a multiple-input single-output (MISO) secondary link, wants to opportunistically communicate without harming the primary SISO system. Specifically, we evaluate the CR communication through the EURECOM's experimental OpenAirInterface (OAI) software platform. We will show that it is feasible to restore the reciprocity after calibration in a non reciprocal channel, and provide an overview of challenges in the channel estimation for real conditions.

Research paper thumbnail of On the MIMO interference channel

Research paper thumbnail of Combining Training and Quantized Feedback in Multiantenna Reciprocal Channels

IEEE Transactions on Signal Processing, 2012

Research paper thumbnail of Normalized sliding window constant modulus and decision-directed algorithms: A link between blind equalization and classical adaptive filtering

Signal Processing, IEEE …, 1997

By minimizing a deterministic criterion of the constant modulus (CM) type or of the decisiondirec... more By minimizing a deterministic criterion of the constant modulus (CM) type or of the decisiondirected (DD) type, we derive normalized stochastic gradient algorithms for blind linear equalization (BE) of QAM systems. These algorithms allow us to formulate CM and DD separation principles, which help obtain a whole family of CM or DD BE algorithms from classical adaptive ltering algorithms. We focus on the algorithms obtained by using the A ne Projection adaptive ltering Algorithm (APA). Their increased convergence speed and ability to escape from local minima of their cost function, make these algorithms very promising for BE applications.

Research paper thumbnail of Optimal diversity vs multiplexing tradeoff for frequency selective MIMO channels

International Symposium on Information Theory, 2005

In this paper we derive the optimal diversity versus multiplexing tradeoff for a frequency select... more In this paper we derive the optimal diversity versus multiplexing tradeoff for a frequency selective i.i.d. Rayleigh MIMO channel. This tradeoff is shown to be better than the one of the frequency flat MIMO channel. Traditional approaches for frequency selective channels use OFDM techniques in order to exploit the diversity gain due to frequency selectivity. We show that although coding in OFDM over a sufficient subset of subcarriers allows to exploit full diversity as such (at fixed rate), such an approach leads to a suboptimal diversity vs multiplexing tradeoff.

Research paper thumbnail of 0 On Optimum End-to-End Distortion in Wideband MIMO Systems

This paper presents the impact of frequency diversity on the optimum expected end-to-end distorti... more This paper presents the impact of frequency diversity on the optimum expected end-to-end distortion (EED) in an outage-free wideband multiple-input multiple-output (MIMO) system. We provide the closed-form expression of optimum asymptotic expected EED comprised of the optimum distortion exponent and the multiplicative optimum distortion factor for high signal-to-noise ratio (SNR). It is shown that frequency diversity can improve EED though it has no effect on ergodic capacity. The improvement becomes slight when the frequency diversity order is greater than a certain number. The lower bounds related to infinite frequency diversity are derived. The results for outagefree systems are the bounds for outage-suffering systems and they are instructive for system design.

Research paper thumbnail of On the Convergence of Normalized Constant Modulus Algorithms for Blind Equalization

One of the most known classes of algorithms for blind equalization is the so-called class of Cons... more One of the most known classes of algorithms for blind equalization is the so-called class of Constant Modulus Algorithms (CMA's) [1], [2]. These adaptive algorithms use an instantaneous gradient-search procedure similar to that of the LMS algorithm in order to minimize a stochastic criterion that penalizes the deviations of the received signal's modulus with respect to the known modulus of the emitted input signal. However, as has been recently reported [4], [5], [6], [7], these algorithms might ill-converge if they are not properly initialized, due to false minima of their corresponding cost function. This holds even in cases where the equalizer can match exactly the inverse of the transmitting channel [6]. Recently, a variant of CMA algorithms, the so-called Normalized CMA (NCMA) has been introduced in [8] and a more general class of normalized CMA algorithms containing NCMA as its first member has been introduced in [11]. These algorithms have a stable operation for any...