This application is a U.S. non-provisional application claiming the benefit of French Application No. 23 03280, filed on Apr. 3, 2023, which is incorporated herein by reference in its entirety.
The present invention relates to an access point of a cell-free distributed massive MIMO network.
The invention further relates to such a cell-free distributed massive MIMO network.
The invention further relates to a method of limiting signal distortion caused by hardware impairments of a plurality of access points of a fronthaul link of a cell-free distributed massive MIMO network.
The invention further relates to a computer program comprising software instructions which, when executed by a computer, implement such a method of limiting signal distortion caused by hardware impairments of a plurality of access points of a fronthaul link of a cell-free distributed massive MIMO network.
The present invention relates, in a general way, to the field of wireless communications systems, and more particularly to data transmission via the use of a radio frequency signal using multi-carrier modulation, in particular OFDM (Orthogonal Frequency Division Multiplexing) according to a downlink communication channel corresponding to the communication between access points and users.
Telecommunication systems using multi-carrier modulation for the downlink communication channel are well known in the prior art. The principle of such modulation consists in dividing the transmission band into a plurality of frequency sub-channels associated with carriers and in modulating each of the carriers by the data to be transmitted on said downlink communication channel, also called, hereinafter, a downlink channel.
More precisely, the present invention belongs to the framework of a cell-free, distributed massive MIMO (Multiple-Input Multiple-Output) network architecture, or CF-mMIMO (cell-free massive MIMO) as introduced in particular in the article by S. Buzzi et al. entitled “Cell-free massive mimo: User-centric approach” published in IEEE Wireless Communications Letters, vol. 6, no. 6, pp. 706-709, 2017. Such a cell-free distributed massive MIMO network architecture has been proposed to address the exponential growth of mobile data traffic and the problems of inter-cell interference and excessive variation in quality of service, to meet the challenges of the sixth generation of mobile communications, 6G.
Such a cell-free distributed massive MIMO network architecture is composed of a large number of geographically distributed access points (APs), which jointly serve the user terminals along said downlink channel, or UE (User Equipment), which guarantees a gain in macro-diversity and provides good spectral efficiency (SE), uniformly good in the coverage area.
Such telecommunication systems based on such a cell-free distributed massive MIMO network architecture can only be commercially advantageous if the APs are deployed using inexpensive hardware with low power consumption. Therefore, severe hardware impairments (HWIs), may occur when transmitting radio frequency signals using multi-carrier modulation, including OFDM with a high peak-to-average power ratio (PAPR), which results in poor transmission quality.
The goal of the present invention is thus to propose a solution for effectively limiting the effect of such hardware impairments in order to make cost and energy efficient deployments of access points possible within such cell-free distributed massive MIMO networks and provide energy efficient communications.
To this end, the invention relates to an access point of a cell-free distributed massive MIMO network comprising at least:
According to one particular case, the invention relates to an access point of a cell-free distributed massive MIMO network comprising at least:
The present invention thereby aims to take advantage of each fronthaul link connecting in series a plurality of access points to the central unit of the base station, in other words, the fronthaul link corresponding, by definition according to the present invention, to the interconnection link of the access points with the central unit, in order to correct step-by-step via said fronthaul link for signal distortion caused by hardware impairments of each access point when implementing communication on the downlink communication channel of the cell-free distributed massive MIMO network, each access point being configured to cancel the distortion caused by hardware impairments of the preceding access point within said fronthaul link, and so on, from the farthest access point to the central unit of the base station, along a predetermined direction of travel of said fronthaul link.
According to other advantageous aspects of the invention, the access point of a cell-free, distributed massive MIMO comprises one or a plurality of the following features, taken individually or according to all technically possible combinations:
A further subject matter of the invention is a central unit of a base station of a cell-free distributed massive MIMO network, said central unit being associated with at least one fronthaul link comprising a plurality of said access points in series and ordered along a predetermined direction of travel of said fronthaul link to said central unit,
A further subject matter of the invention is a cell-free distributed massive MIMO network comprising at least one fronthaul link, said at least one fronthaul link comprising a plurality of access points in series according to the invention as described hereinabove and ordered along a predetermined direction of travel of said fronthaul link.
A further subject matter of the invention is a method of limiting the signal distortion caused by hardware impairments of a plurality of access points of a fronthaul link of a cell-free distributed massive MIMO network, said plurality of access points being connected in series along said fronthaul link to the central unit of a base station and ordered along a predetermined direction of travel of said fronthaul link, said method being implemented by each access point of said fronthaul link or by said central unit, and implemented during the communication on the downlink communication path of said cell-free distributed massive MIMO network, said method comprising at least the following steps:
According to one particular case, the invention provides a method of limiting the signal distortion caused by hardware impairments of a plurality of access points of a fronthaul link of a cell-free distributed massive MIMO network, said plurality of access points being connected in series along said fronthaul link to the central unit of a base station and ordered along a predetermined direction of travel of said fronthaul link, said method being implemented by each access point of said fronthaul link or by said central unit, and implemented during the communication on the downlink communication channel of said cell-free distributed massive MIMO network, said method comprising at least the following steps:
According to an advantageous optional aspect of the method according to the invention, said determination of an information item representative of a signal distortion caused by the own hardware impairments of said access point comprises:
A further subject matter of the invention is a computer program comprising software instructions which, when executed by a computer, implement such a method of limiting signal distortion caused by hardware impairments of a plurality of access points of a fronthaul link of a cell-free distributed massive MIMO network, such as defined hereinabove.
Such features and advantages of the invention will become clearer upon reading the following description, given only as a non-limiting example, and made with reference to the enclosed drawings, wherein:
It should be noted that thereafter, the following conventions of mathematical notations are used, namely:
According to the present invention, such an access point 10 of a cell-free distributed massive MIMO network first of all comprises a determination module 12 configured to determine an information item representative of a signal distortion caused by the own hardware impairments of said access point 10.
In addition, the access point 10 according to the present invention comprises a transmission module 14 configured to transmit, via a fronthaul link comprising a plurality of access points in series, ordered along a predetermined direction of travel of said fronthaul link to the central unit, said information item representative of said signal distortion to another access point, or to the central unit of a base station, directly following it within said fronthaul link.
Furthermore, the access point 10 according to the present invention further comprises a reception module 16 configured to receive, via said fronthaul link, said information item representative of a signal distortion caused by the hardware impairments of an access point directly preceding it within said fronthaul link, and to take the information item so as to determine the local precoding filters of said access point configured to cancel said signal distortion caused by the hardware impairments of said access point preceding it.
In addition, the access point 10 conventionally comprises a set 18 of electronic modules dedicated to conventional processing implemented conventionally by an access point of a cell-free distributed massive MIMO network such as e.g. a channel estimation module configured to estimate the channel, a first precoding module configured to calculate the local precoding filters (i.e. conventionally without worrying about signal distortion caused by the hardware impairments of the preceding access point), a second precoding module configured to precode each of the data vectors suitable for being transmitted to a user by applying said local precoding filters, electronic elements of the radio interface configured to transmit, by radio, the precoded data via said precoding filters to the users, etc., such elements being described thereafter in relation to
An example of a determination module 12 such as represented by
Indeed, according to the embodiment illustrated in
The element 20 is configured, in particular, to obtain a local estimation of the propagation channel between each of the transmitters (not shown in
Such a local channel estimation is implemented in particular by a channel estimation module of the set 18 and the element 20 recovers each channel estimation between each of the transmitters (not shown in
The element 22 is configured to determine the power allocated to each data signal suitable for being transmitted between said access point and each user terminal within the range thereof within said cell-free distributed massive MIMO network.
The element 24 is configured to precode each data signal suitable for being transmitted between each of the transmitters of the access point 10 and each user terminal within the range thereof within said cell-free distributed massive MIMO network, based on said associated local estimation and said allocated power.
The element 26 is configured to transmit each precoded signal at the input of a hardware model of the transmission chain of the associated transmitter thereof (i.e. associated with said precoded signal).
The element 28 is configured to determine said information item representative of the signal distortion caused by the own hardware impairments of said transmitter by comparing the output of said hardware model and said input precoded signal.
According to a variant illustrated as an example in
In a variant (not shown), the reception module 12, the transmission module 14, the reception module 16, and one or a plurality of electronic modules of the set 18 of electronic modules dedicated to conventional processing usually implemented by an access point of a cell-free, distributed massive MIMO are each produced in the form of a programmable logic component, such as an FPGA (Field Programmable Gate Array), or further in the form of a dedicated integrated circuit, such as an ASIC (Application Specific Integrated Circuit).
When at least a part of the access point 10 according to the invention is produced in the form of one or a plurality of software programs, i.e. in the form of a computer program, such part is further apt to be stored on a computer-readable medium (not shown). The computer-readable medium is e.g. a medium apt to store the electronic instructions and to be coupled to a bus of a computer system. As an example, the readable medium is an optical disk, a magneto-optical disk, a ROM memory, a RAM memory, any type of non-volatile memory (e.g. EPROM, EEPROM, FLASH, NVRAM), a magnetic card or further an optical card. A computer program containing software instructions is then stored on the readable medium.
According to such example, N modulated input signals s1 to sN, are considered, N being an integer corresponding to the number of OFDM subcarriers, at the input of a set 40 of electronic modules for digital signal processing.
The information data to be transmitted to K users on the nth subcarrier denoted by means of the signal Sn such as sn∈K×1 comprise independent elements of unit power, such as E{∥sn∥2}=1.
It should be noted that OFDM systems conventionally define a guard band of unused subcarriers, located at each end of the spectral band used. Thereby, the set of available subcarriers is divided into two complementary sets, one used for data transmission and the complementary set thereof used for the guard band wherein no data is transmitted.
More particularly, thereafter, the response of the channel in the frequency domain between the lth access point and the user k on the nth subcarrier with n=0, . . . , N−1, is denoted by hl,k,nϵM×1. The channels are modeled using the independent Rayleigh fading, i.e. each channel hl,k,n˜CN(0,βl,kIM), where βl,k is the large-scale fading coefficient between the lth access point AP and the kth UE (User Equipment), independent of the antennas or of the subcarriers used.
In addition, thereafter, block fading channels are considered, which are constant during a time-frequency interval, known as a coherence time, and which vary independently between the coherence times.
Furthermore, it is also assumed later that the large-scale fading coefficients vary slowly, within a range of several coherence intervals, which makes it obvious to consider that the channel gains are known a priori at each access point and are used to estimate the current channel responses.
The set 40 of electronic modules is organized into M digital signal processing chains associated with each of said M transmitters of the access point 10 considered, each transmitter optionally being an OFDM transmitter.
Such an assembly 40 comprises, in particular, in the example of digital architecture shown in
More precisely, the precoding implemented by the precoding module 42 is needed for being used at each access point in order to eliminate the multi-user interference (MUI) at the receivers. Within CF-mMIMO-OFDM networks, the local nature of the precoders (i.e. precoding module 42) is crucial for preserving a system scalability (a scalable network being a network the computational complexity of which remains finite by geographically extending the network and by increasing the number of users); for this reason, the notion of “local precoding” (i.e. locally within the access point) is used thereafter.
More precisely, thereafter, an implementation distributed by the precoding module 42 of each access point is considered, without sharing any information between access points, and, at the precoding module 42 as such, without worrying about signal distortion caused by hardware impairments of the access point preceding the current access point.
Each local precoding filter is an MRT (maximum ratio transmission) filter, namely the maximum ratio transmission precoding, a FZF (Full pilot zero forcing) filter, namely the zero forcing for pilots or an RZF filter—the regularized version of FZF namely the regularized zero forcing, the precoded vector in the frequency domain suitable for being transmitted by the access point with index l on the subcarrier with index n being expressed in the following form:
More precisely, the precoding vector wl,n,kϵM×1 used by the lth access point toward the kth user on the subcarrier n is expressed in the form:
where:
It should be noted that, conventionally, the precoding schemes are known to a person skilled in the art as described in particular by G. Interdonato et al. in the article “Local Partial Zero-Forcing Precoding for Cell-Free Massive MIMO” IEEE Transactions on Wireless Communications, vol. 19, no. 7, pp. 4758-4774, 2020, reason why such diagrams are not further discussed in detail thereafter, as being known and are not being as such, the subject matter of the invention.
As illustrated in
More particularly, each chain conventionally comprises, first of all, at the output of the precoding module 42, an application module 44 for applying an Inverse Fast Fourier Transform of size MFFT, such that N, the number of OFDM subcarriers, is less than or equal to the size of MFFT of the Inverse Fast Fourier Transform, so that in case of strict inferiority, the inputs of the Inverse Fast Fourier Transform are completed with zeros as shown in
At the output of the module 44 for applying an Inverse Fast Fourier Transform, each chain then conventionally comprises a multiplexer 46
Moreover specifically, according to the present invention, each chain is supplemented by elements 48, 50 and 52 used to determine the signal distortion caused by the hardware impairments of each transmission chain.
Indeed, each radiofrequency transmission chain further conventionally comprising a digital-to-analog (DAC) converter 54, a transmitter 56, in particular an OFDM transmitter denoted by RF Tx in
For example, the signal transmitted by the antenna of index m of the access point of index l, is expressed in the following form:
where f(.) represents the non-linear operation assumed to have no memory and identical for all the antennas of all the access points of the fronthaul link considered, for reasons of simplicity applied to the modulated signals {al,mt, ∀m} transmitted to each antenna of the access point through the M radio frequency transmission chains.
It should be noted that according to Bussgang's theorem as introduced by R. Price in the article entitled “A useful theorem for nonlinear devices having Gaussian inputs” IRE Transactions on Information Theory, vol. 4, no. 2, pp. 69-72, 1958, the OFDM signal in the time domain is expressed at the output of the nonlinear function by the following single decomposition:
where K0 is a frequency independent complex gain and dl,mt is a distortion (i.e. a noise) of zero mean with a decorrelated variance σd2 of each non-Gaussian modulated transmission signal al,mt, but becoming Gaussian on the reception side after OFDM demodulation.
K0 and σd2 are the parameters of hardware impairments and are suitable for being determined analytically so that the present invention proposes to determine the associated signal distortion:
As an optional addition, said hardware model 48 of the transmission chain of each transmitter is modeled using at least one predetermined measurement and/or a predetermined optimization, in particular a mathematical optimization, which serves to develop models for characterizing hardware impairments.
As an optional addition, as shown in
In other words, for a given sample, the distortion generated by a transmitter is represented by a coefficient dl,mt. Consequently, the distortion generated by M emitters is a vector of dimension M comprising the M distortion coefficients generated by the M emitters.
More precisely, the time-division duplex technique (TDD) separates transmissions of the downlink (DL) communication channel from the transmission of the uplink (UL) communication channel according to the assumption of perfect reciprocity of the channels, which can be provided by precise calibration methods known to a person skilled in the art. In addition, the transmission of a frame according to the TDD technique within a CF-mMIMO-OFDM network is implemented within the coherence time and the width of the physical resource block (RB) is less than the coherence bandwidth.
Thereafter, to comply with the standard 5G NR, a radio frame the time-frequency resource of which is divided into N resource blocks RB, will be considered in particular. Each resource block comprises
consecutive subcarriers. The resource unit (RU) is denoted by (t,n)l,m, which represents the smallest time-frequency resource of the nth subcarrier of the tth OFDM symbol corresponding to the mth antenna of the lth access point.
For example, such a TDD frame conventionally comprises N0 OFDM symbols, which corresponds to the shortest coherence interval of all users, and to the transmission of: τc=NscNc resource units RU per resource block RB, where τp resource units among the τc resource units are used as pilots which are distributed within the transmission payload on the uplink communication channel UL. Such pilots are conventionally used in particular to estimate M×K channels in the frequency domain, per resource block, within each access point. Thus, ND=NscNc−τp resource units are reserved per resource block, for the useful data in the samples, which are divided between the transmissions of the downlink communication channel DL and the data of the uplink communication channel UL into two complementary parts εND and (1−ε)ND, respectively, with 0<ε<1.
More precisely, in
In
According to the embodiment B, the fronthaul link forms a framework around K users, e.g. K=6 for the users illustrated by the terminals p1, p2, p3, p4, p5, p6 arbitrarily distributed within the coverage area, and also comprises L access points, such as L>>K, in series, ordered along a predetermined direction 68 of travel of said fronthaul link starting e.g. with the access point 101, then 102, 103, . . . , up to the access point 10L and then the central processing unit 62 of the base station (it should be noted that in another case the direction 68 could be reversed).
It should be noted that in general, a CF-mMIMO network is suitable for being divided into a plurality of fronthaul links (i.e. segments) corresponding to access points linked in series via a fronthaul link, and the processing is applied for each segment, e.g. a segment according to the embodiment A and/or a segment according to the embodiment B independently from one segment to another, or according to any other known network topology.
The signal received at the kth user via the nth subcarrier is expressed in particular in the following form:
where zl,nϵM×1 is the amplified signal, expressed in the frequency domain, transmitted by the access point with index L on the sub-carrier n, dl,nϵM×1 is the signal distortion (i.e. the distortion noise) caused by hardware impairments, K0 is the diagonal matrix M×M whose elements are equal to K0 as introduced hereinabove, bk,n˜CN (0,1) and is a Gaussian noise, the random variables of which are independent and identically distributed (i.e. i.i.d).
Moreover, per resource block and per user, the spectral efficiency SE is suitable for being calculated as described by W. Jiang in the article “Cell-Free Massive MIMO-OFDM Transmission Over Frequency-Selective Fading Channels” IEEE Communications Letters, vol. 25, no. 8, pp. 2718-2722, 2021 in the form
with SINRk,n the Signal-to-interference-Plus-Noise Ratio of the kth user, by using the subcarrier n expressed in the following form:
with:
and Cl′ is a normalization factor.
As indicated hereinabove in relation to
More precisely, according to the present invention, it is first of all considered that, conventionally, each access point locally calculates local channel estimations from the pilot sequences transmitted by each user, and uses same specifically according to the present invention, for precoding the data useful to the users served, in such a way that the signals transmitted by all the access points are constructively added at the antennas of the user terminals, and thereby limiting, or even canceling, signal distortions caused by the hardware impairments of each access point.
In other words, as illustrated in
In the examples of fronthaul segments A and B of
As indicated hereinabove, the local precoding filters are MRT, FZF or RZF filters, the vector precoded in the frequency domain suitable for being transmitted, by radio, by the access point with index l on the sub-carrier with index n being, as indicated hereinabove, expressed in the following form: xl,n=Wl,nPlsn.
Then, as indicated above in relation to
On the user side, the signal distortions caused by the own hardware impairments of the first access point 101, actually received after the frequency domain precoded signals {x1,n, ∀n} have been generated, modulated, and have passed through each radio frequency chain of the first access point and then transmitted through the user channels, may be expressed in the form {Ĥ1,nHd1,n, ∀n}, and as illustrated in
Then, when the access point with index l, l∈[1,L], e.g. l=2 for the second access point 102, receives, via the fronthaul link, the signal distortions {Ĥl-1,nHdl-1,n, ∀n} received on the user side from the previous access point with index l−1, along the fronthaul serial link, the access point of index l uses the information item {Ĥl-1,nHdl-1,n, ∀n} in conjunction with the own local channel estimations {Ĥl,nH, ∀n} thereof, to determine the local precoding filters thereof, so that the latter can make possible, on the side of the K users, a coherent construction of the effective signals while removing the signal distortions caused by the hardware impairments of the access point of index l−1 preceding it.
Thereby, the optimal precoded signals xl,n in the frequency domain suitable for being transmitted by the lth access point on the subcarrier n to the K users are expressed by the unique solution: xl,n=Wl,nPlsn−Wl,nCl′Ĥl-1,nHdl-1,n where Cl′ϵK×K is a normalization matrix satisfying {E{∥Ĥl,nHwl,n∥2}=Ik, ∀k} that can be optimized by means of an optimal diagonal matrix, the elements of which are
As shown in
According to the present invention, the central unit 62 of a base station 64 of a cell-free distributed massive MIMO network, associated with at least one fronthaul link comprising a plurality of access points in series, such as described hereinabove with reference to
Thereby, the central processing unit 62 of the base station (or the last access point in the fronthaul link) contributes to the compensation for the distortions generated by the predecessor access point.
With regard to the distortion generated by the base station 64 as such, it should be noted that, according to a first variant, the distortion generated by the base station 64 as such is considered acceptable as the distortion has little impact on the overall performance of the system, or according to a second variant, where because the equipment used in the base station is more efficient (more expensive and more energy consuming), the distortion generated by the base station 64 as such is also considered to be negligible.
An example of an embodiment of the operation, according to the present invention, of an access point of a fronthaul link of a free-cell distributed massive MIMO network according to the present invention, is described hereinafter with reference to
More specifically, the method 70 of limiting the signal distortion caused by hardware impairments of a plurality of access points of a fronthaul link of a cell-free distributed massive MIMO network is implemented by each access point of said fronthaul link or by said central unit, and implemented during communication on the downlink communication channel of said cell-free distributed massive MIMO network.
The method 70 comprises, when it is implemented by each access point 101 to 10L-1 of said fronthaul link, first of all a step 72 of determining an information item representative of a signal distortion caused by the own hardware impairments of said access point.
In addition, when the method 70 is implemented by each access point 101 to 10L-1 of said fronthaul link, the method further comprises a step 74 of transmission T, via said fronthaul link, of said information item representative of said signal distortion caused to another access point, or to the central processing unit of a base station, directly following it within a fronthaul link comprising a plurality of access points in series, ordered along a predetermined direction of travel of said fronthaul link.
Finally, when the method 70 is implemented by each access point of said fronthaul link, with index 2≤l≤L−1 102 to 10L-1, or when same is implemented by the central processing unit 62 (last access point in the fronthaul link), the method 70 further comprises a step 76 of receiving R, via said fronthaul link, and taking into account said information item representative of a signal distortion caused by the hardware impairments of an access point directly preceding it within said fronthaul link, so as to determine the local precoding filters of said access point or said central unit configured to cancel said distortion signal caused by hardware impairments of the access point preceding it.
As an optional addition, as illustrated by the example shown in
Moreover, said determination step 72 comprises the determination D_P of the power allocated to each data signal suitable for being transmitted between said access point and each user terminal within the range thereof within said cell-free distributed massive MIMO network.
Furthermore, said determination step 72 comprises the precoding PRECOD of each data signal suitable for being transmitted between each of the transmitters thereof and each user terminal within the range thereof within said cell-free distributed massive MIMO network, based on said associated local estimation and said allocated power.
Said determination step 72 further comprises the transmission T_MOD of each precoded signal at the input of a hardware model of the transmission chain of the associated transmitter thereof.
Finally, said determination step 72 comprises the determination D_Id of said information item representative of the signal distortion caused by the own hardware impairments of said transmitter by comparing the output of said material model and of said input precoded signal.
A person skilled in the art would understand that the invention is not limited to the embodiments described, nor to the particular examples of the description, the above-mentioned embodiments and variants being suitable for being combined with one another so as to generate new embodiments of the invention.
The present invention thereby proposes an efficient solution for distributed/cell-free MIMO technologies which are currently the most promising technologies for supporting the future of Industry 4.0 wherein private/industrial networks and applications with rapid deployment of wireless access infrastructure and low energy consumption are important issues.
The sequential processing proposed according to the present invention, by using the fronthaul link, takes advantage of the serial connections of such fronthaul link, and the latest advances in distributed precoding schemes thereby providing radical performance improvements in mitigating hardware impairments of each access point of said fronthaul link, which makes the implementation of cell-free distributed massive MIMO networks, practical and useful using in particular multi-carrier modulation, in particular OFDM, such networks being known by the abbreviated name CF-mMIMO-OFDM.
Finally, the present invention aims at responding at least in part to the high demand for “green” signal processing solutions due to concerns related to the sustainability of the telecommunications sector and, correspondingly, to the reduction of associated carbon dioxide emissions, which would save energy and reduce environmental pollution.
Number | Date | Country | Kind |
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23 03280 | Apr 2023 | FR | national |