CN114337933B - High-speed visible light communication system based on SCMA and self-adaptive coding and decoding method - Google Patents
High-speed visible light communication system based on SCMA and self-adaptive coding and decoding method Download PDFInfo
- Publication number
- CN114337933B CN114337933B CN202210254982.1A CN202210254982A CN114337933B CN 114337933 B CN114337933 B CN 114337933B CN 202210254982 A CN202210254982 A CN 202210254982A CN 114337933 B CN114337933 B CN 114337933B
- Authority
- CN
- China
- Prior art keywords
- signal
- user
- decoding
- codebook
- users
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000000034 method Methods 0.000 title claims abstract description 39
- 238000004891 communication Methods 0.000 title claims abstract description 34
- 238000013507 mapping Methods 0.000 claims abstract description 22
- 238000012545 processing Methods 0.000 claims abstract description 3
- 230000003044 adaptive effect Effects 0.000 claims description 22
- 239000011159 matrix material Substances 0.000 claims description 8
- 239000000654 additive Substances 0.000 claims description 3
- 230000000996 additive effect Effects 0.000 claims description 3
- 238000012163 sequencing technique Methods 0.000 claims description 3
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 2
- 238000005516 engineering process Methods 0.000 description 10
- 238000001514 detection method Methods 0.000 description 5
- 238000004088 simulation Methods 0.000 description 5
- 238000010586 diagram Methods 0.000 description 3
- 238000001228 spectrum Methods 0.000 description 3
- 238000007476 Maximum Likelihood Methods 0.000 description 2
- 230000005540 biological transmission Effects 0.000 description 2
- 239000002131 composite material Substances 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 238000006243 chemical reaction Methods 0.000 description 1
- 239000000470 constituent Substances 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- 238000005286 illumination Methods 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 238000005259 measurement Methods 0.000 description 1
- 238000010295 mobile communication Methods 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 238000002360 preparation method Methods 0.000 description 1
- 238000013139 quantization Methods 0.000 description 1
- 230000008054 signal transmission Effects 0.000 description 1
- 238000012795 verification Methods 0.000 description 1
Images
Landscapes
- Mobile Radio Communication Systems (AREA)
Abstract
The invention provides a high-speed visible light communication system based on SCMA and a self-adaptive coding and decoding method, which relate to the technical field of wireless communication, and the communication system comprises: the system comprises a signal sending end, a signal receiving end and a signal processing end, wherein the signal sending end is used for mapping bit signal streams of a plurality of users through a codebook and superposing the bit signal streams to synthesize a four-dimensional complex signal stream, and superposing and transmitting the complex signal stream; a visible light channel for transmitting the complex signal stream; and the signal receiving end is used for receiving the complex signal stream transmitted by the visible light channel and decoding the complex signal stream to obtain an original bit signal stream. The invention aims to reduce the complexity of the original MPA decoding algorithm to the maximum extent on the premise of ensuring the decoding accuracy.
Description
Technical Field
The invention relates to the technical field of wireless communication, in particular to a high-speed visible light communication system based on a Single Chip Microcomputer (SCMA) and a self-adaptive coding and decoding method.
Background
After the development of 5G technology, people focus on the next generation mobile communication technology, i.e., 6G technology, which is expected to be used in visible light communication and non-orthogonal multiple access technologies. The visible light communication technology has the advantages of high safety, good confidentiality, strong anti-electromagnetic interference capability, integration of communication and illumination functions and no electromagnetic pollution. The SCMA (Sparse Code Multiple Access) technology is a non-orthogonal Multiple Access technology in which Multiple users share spectrum resources, and combines a Low Density Signature (LDS) technology and a Code Division Multiple Access (CDMA) technology together to solve the problem of system overload. The conventional SCMA decoding technique employs a Message Passing Algorithm (MPA), combines a priori probability, and iteratively updates a posteriori probability messages between user nodes and resource nodes using a factor graph, so as to decode codewords originally sent by each user as accurately as possible. Compared with a Maximum Likelihood (ML) detection method, although the algorithm complexity of the MPA decoder is reduced, the complexity increases exponentially with the number of users, so that the decoding efficiency is low, and the deployment requirement of a future 6G system cannot be met. In addition, for the multi-user detection of non-orthogonal multiple access, a technique called Successive Interference Cancellation (SIC) can also be adopted, the SIC decoding technique can greatly reduce the decoding complexity compared with the MPA decoding technique, and a great disadvantage of the SIC decoding technique is that the decoding performance is inferior to that of MPA, especially under the condition of high signal-to-noise ratio.
Aiming at the problem of high complexity brought by the MPA decoding algorithm, people also provide a plurality of improved MPA algorithms, such as algorithms for reducing the MPA decoding complexity, including an MPA algorithm based on a log domain, an MPA decoding algorithm based on a serial mode, an MPA decoding algorithm based on partial code words and the like.
Disclosure of Invention
Based on the above disadvantages of the decoding method, the present invention provides a high-speed visible light communication system and an adaptive encoding and decoding method based on SCMA, aiming at reducing the complexity of the original MPA decoding algorithm to the maximum extent on the premise of ensuring the decoding accuracy.
A first aspect of the present invention is to provide a SCMA-based high-speed visible light communication system, including:
the system comprises a signal sending end, a signal receiving end and a signal processing end, wherein the signal sending end is used for mapping bit signal streams of a plurality of users through a codebook and superposing the bit signal streams to synthesize a four-dimensional complex signal stream, and superposing and transmitting the complex signal stream;
a visible light channel for transmitting the complex signal stream;
and the signal receiving end is used for receiving the complex signal stream transmitted by the visible light channel and decoding the complex signal stream to obtain an original bit signal stream.
According to an aspect of the foregoing technical solution, the expression of the complex signal stream is:;
wherein,Jrepresent a sum ofJThe number of the individual users is increased by the number of the individual users,is shown as the firstiThe power allocated by the individual user;is shown asiThe complex signal stream transmitted by an individual user,xrepresenting the superimposed complex signal streams of the respective users.
According to an aspect of the foregoing technical solution, an expression of the complex signal stream after being decoded is:
wherein,indicating that the receiving end receives the signal,representing a useriThe gain of the channel of (a) is,is shown asiThe complex signal stream transmitted by an individual user,is shown as the firstiThe power allocated to the individual user(s),nrepresenting the total additive white gaussian noise received。
A second aspect of the present invention is to provide an adaptive coding method applied to the SCMA-based high-speed visible light communication system described in the above technical solution, the method comprising:
when the channel condition is presentWhen the temperature of the water is higher than the set temperature,codebook for selecting SIC decoding mode by threshold value representing channel conditionMapping and coding a bit signal of a user, specifically comprising:
according to a preset coding principle, a signal to be coded is set asX,XIs composed ofA matrix; wherein,Von behalf of the number of users,Ntransmitted on behalf of each userMCarrying out number of the binary signals; and setting the symbol transmitted by each userAre all numberedNUser ofjCorresponding codebook isWhereinRepresents oneThree-dimensional array of whichFor the total number of resource blocks in the SCMA,represents oneA two-dimensional array;
the code word obtained by the user through codebook mapping superposition is as follows:
A third aspect of the present invention is to provide an adaptive coding method applied to the SCMA-based high-speed visible light communication system described in the above technical solution, the method comprising:
when the channel condition is presentSelecting a codebook of MPA decoding schemeMapping of user bit signalsThe encoding specifically includes:
according to a preset coding principle, a signal to be coded is set asX,XIs composed ofA matrix; wherein,Von the behalf of the number of users,Ntransmitted on behalf of each userMCarrying out number of the binary signals; and the number of symbols transmitted by each user is set to beNUser ofjCorresponding codebook isWhereinRepresents oneThree-dimensional array of whichBeing the total number of resource blocks in the SCMA,represents oneA two-dimensional array;
the code word obtained by the user through codebook mapping superposition is as follows:
a fourth aspect of the present invention is to provide an adaptive decoding method applied to the SCMA-based high-speed visible light communication system described in the above technical solution, the method comprising:
when the channel condition isSelecting an SIC decoding mode, which specifically comprises the following steps:
calculating the codebook power of each user, performing descending sequencing on the codebook powers of all the users, and recording the arrangement sequence of the codebook powers of all the users;
decoding the codebook power in sequence according to the arrangement sequence of the codebook power of all users;
by means of a factor graphInquiring the position of the resource block occupied by the decoding user at the moment specifically comprises the following steps:
whereinkindicating the location where the user occupies the resource block,is shown asThe user, expressed by the above formula, isIndividual user is in the factor graphPosition of occupied resource block is storedkIn the method, find represents a find query function in matlab software and is used for querying the position of a resource block occupied by each user;
(ii) a Wherein m represents the symbol corresponding to the nth symbolThe decoded value norm represents norm function of norm in matlab software, min represents min minimum function in matlab software,which represents the signal received at the receiving end,representing the decoded recovered signal, n represents the nth signal,represents decoding tojThe nth signal sent by each user;
after decoding a signal of one user, removing the secondary received signal from the total received signal, specifically comprising:
wherein,indicating that the receiving end receives the signal,kthe representation indicates the position of the resource block occupied by the user, and n indicates the nth signal.
A fifth aspect of the present invention is to provide an adaptive decoding method, wherein the adaptive decoding method is applied to the SCMA-based high-speed visible light communication system described in the above technical solution, and the method includes:
initialization function nodeTo the user nodeThe probability value is specifically implemented as follows:
whereinwhereinrepresenting functional nodesTo the user nodeThe initial probability of delivering a message is,kis shown in commonKOne of the resource blocks is a resource block,jis shown in commonJThe number of the individual users is increased by the number of the individual users,the initial probability is represented by a probability of being,is shown asThe number of the individual user nodes is,is shown asA function node for each of the plurality of function nodes,representing a signal to be decoded by a user;
the functional node is updated, and the specific implementation is as follows:
wherein,representing user nodesTo function nodeThe updated probability of the delivery of the message,is shown in the factor graphTo middlekThe position of the non-zero element in the row,is shown asThe estimated signal of the individual user or users,which represents the variance of the noise, is,which represents the gain of the channel and is,tthe number of iterations is indicated and,indicating a received signal at a receiving end;
judging whether the maximum iteration number is reachedIf the maximum iteration times are reached, entering the next step, and if the maximum iteration times are not reached, continuously updating the resource nodes and the user nodes;
decoding the signal sent by each user, and specifically implementing the following steps:
whereinRepresenting the bit signal finally decoded by decision,is shown in the factor graphTo middlejThe position of the non-zero elements in the column,the maximum number of iterations is indicated,representing the signal to be judged, the judgment rule being a current expression When the signal is true, the bit signal judged at the moment is 1, otherwise, the bit signal is judged to be 0, and finally, the signal obtained by judgment is obtainedNumber storing variableIn (1).
Compared with the prior art, the high-speed visible light communication system based on the SCMA and the self-adaptive coding and decoding method have the advantages that:
1) aiming at a SCMA (Single chip multiple Access) assisted high-speed visible light communication system, a new channel condition-based adaptive coding and decoding strategy is provided;
2) the decoding complexity of the system can be obviously reduced to a great extent, and the error rate of the system can be properly reduced, so that the performance of the system can be integrally improved.
Additional aspects and advantages of the invention will be set forth in part in the description which follows and, in part, will be obvious from the description, or may be learned by practice of the invention.
Drawings
FIG. 1 is a block diagram of an SCMA-based high-speed visible light communication system according to an embodiment of the present invention;
FIG. 2 is a system model diagram of adaptive encoding and decoding of a SCMA-based high-speed visible light communication system according to an embodiment of the present invention;
FIG. 3 is a flow chart of an adaptive coding method in a SCMA-based high-speed visible light communication system according to an embodiment of the present invention;
FIG. 4 is a flow chart of another adaptive decoding method in an SCMA-based high-speed visible light communication system according to an embodiment of the present invention;
FIG. 5 is a diagram illustrating simulation results of the performance of an adaptive codec system of the SCMA-based high-speed visible light communication system according to an embodiment of the present invention;
FIG. 6 is a partially enlarged view of a performance simulation result of an adaptive encoding and decoding system of a SCMA-based high-speed visible light communication system according to an embodiment of the present invention;
the following detailed description will further illustrate the invention in conjunction with the above-described figures.
Detailed Description
In order to make the objects, features and advantages of the present invention comprehensible, embodiments accompanied with figures are described in detail below. Several embodiments of the invention are shown in the drawings. This invention may, however, be embodied in many different forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete.
Example one
Referring to fig. 1-2, a first embodiment of the present invention provides a high-speed visible light communication system based on SCMA, which includes at least three parts, including an encoded signal transmitting end, a visible light channel, and a receiving and decoding end.
Wherein, at the signal transmitting end,Jshared by one userKFor better explaining the implementation principle of the present invention, the following system models share 4 resource blocks for 6 users, and the constituent expression of the transmission signal is as follows:
specifically, the signals of 6 users are codebook-mapped, and then are superimposed and synthesized into a 4-dimensional complex signal stream, and the complex signal streams of the respective users are superimposed and transmitted. However, since the visible light communication can only use the intensity modulation/direct detection (IM/DD) method for signal transmission and conversion, the coded complex signal stream must be converted into a real-positive signal stream, and the hermitian symmetric transform is usually used. In the present embodiment, however, the ACO-OFDM technology is adopted to realize high-speed visible light communication. The generated 4-dimensional parallel complex signals are converted into serial signals in parallel and in series before the ACO-OFDM modulation, the signals after the ACO-OFDM modulation are converted into serial signals, the modulated signals are converted again, the dimensionality of the signals is the same as that of the signals after codebook mapping at the beginning, the converted 4-dimensional parallel signals are used for driving 4-primary-color LED lamps to transmit the signals, and therefore the purpose that the signals are transmitted is achievedJEach user shares 4 spectrum resource blocksAnd (4) sending a signal.
In the above embodiment, for the convenience of analysis, it is assumed that each user is signaled in the same visible light channel, so their channel conditions are the same, and they are all subjected to channel equalization.
Further, at the signal receiving end, after the transmission signal is transmitted through the visible light channel, the signal representation of the mixed noise after filtering by the optical filter and the ACO-OFDM demodulation is as follows:
in the formula,representing a useriThe channel gain of (a) is determined,nrepresenting the total additive white gaussian noise received。
Example two
Referring to fig. 3, a second embodiment of the present invention provides an adaptive coding method, which indicates that a signal to be transmitted is adaptively selected to perform coding mapping according to the channel condition when performing SCMA coding mapping.
Wherein the channel condition adopts a quantization index signal-to-noise ratioAccording to the measurement, theoretical analysis and simulation verification show that a signal-to-noise ratio-error rate curve graph obtained by adopting a codebook suitable for SIC decoding in a SIC decoding mode and a signal-to-noise ratio-error rate curve graph obtained by adopting a codebook suitable for MPA decoding in an MPA decoding mode have an intersecting intersection point. The signal-to-noise ratio corresponding to the intersection point can be obtained from theoretical analysis, and the ratio of the received noise power to the received noise is used for quantifying the channel shapeIn condition of usingIndicating that the signal-to-noise ratio is set as a threshold condition for distinguishing channel conditionsRepresent
In this embodiment, when the channel condition is satisfiedThen, select the codebook of SIC decoding modeMapping and coding a bit signal of a user, specifically comprising:
according to a preset coding principle, a signal to be coded is set asX,XIs composed ofA matrix; wherein,Von behalf of the number of users,Ntransmitted on behalf of each userMCarrying out number of the system signals; and the number of symbols transmitted by each user is set to beNUser ofjCorresponding codebook isWhereinRepresents oneThree-dimensional array of whichBeing the total number of resource blocks in the SCMA,represents oneA two-dimensional array;
the code word obtained by the user through codebook mapping superposition is as follows:
Specifically, the adaptive encoding method shown in this embodiment includes:
step S1, when the channel condition is correctThen, through the codebook of SIC decoding modeMapping and coding the bit signal of the user;
specifically, step S1 includes steps S11-S12:
step S11, according to the SCMA encoding principle, without loss of generality, assume that the signal to be encoded isX,XIs oneMatrix of whichVWhich represents how many users there are,Ntransmitted on behalf of each userMNumber of binary signals, assuming that the number of symbols transmitted by each user isNUser ofjCorresponding codebook is;
Step S12, the code word obtained by the user through codebook mapping superposition is:
in this embodiment, when the channel condition is satisfiedSelecting a codebook of MPA decoding schemeMapping and coding a bit signal of a user, specifically comprising:
according to a preset coding principle, a signal to be coded is set asX,XIs oneMatrix of whichVWhich represents how many users there are,Ntransmitted on behalf of each userMNumber of binary signals, assuming that the number of symbols transmitted by each user isNUser ofjCorresponding codebook is;
Specifically, the adaptive encoding method shown in this embodiment includes:
step S2: when the channel condition isCodebook of time-multiplexed MPA decoding schemeMapping and coding the bit signal of the user;
specifically, step S2 includes steps S21-S22:
step S21, according to SCMA encoding principle without loss of generality, assume the signal to be encoded isX,XIs oneMatrix therein ofVWhich represents how many users there are,Ntransmitted on behalf of each userMNumber of binary signals, assuming that the number of symbols transmitted by each user isNUser ofjCorresponding codebook is;
EXAMPLE III
Referring to fig. 4, a third embodiment of the present invention provides an adaptive decoding method for decoding a signal by using a suitable decoding algorithm to recover an original bit stream.
In this embodiment, when the channel condition is satisfiedThen, selecting a SIC decoding mode, which specifically includes:
calculating the codebook power of each user, performing descending sequencing on the codebook powers of all the users, and recording the arrangement sequence of the codebook powers of all the users;
according to the arrangement sequence of the codebook power of all users, decoding the codebook power in sequence;
by a factor mapInquiring the position of the resource block occupied by the decoding user at the moment specifically comprises the following steps:
whereinto representFirst, theA user, and willIndividual user is in the factor graphPosition of occupied resource blockkPerforming the following steps;
after decoding a signal of one user, removing the secondary received signal from the total received signal, specifically comprising:
specifically, the adaptive decoding method shown in this embodiment includes:
specifically, step S1 includes steps S11-S16:
step S11, obtaining codebook power of each user;
step S12, sorting the codebook power of the user in descending order and recording the arrangement order of the codebook power;
step S13, decoding is carried out in sequence according to the power arrangement sequence of the codebook;
step S14, passing through the factor graphFinding out the position of the resource block occupied by the decoding user at the moment, the implementation method is as follows:
here, theIs shown asA user, here will beIndividual user is in factor graphThe position of the occupied resource block is storedkThe preparation method comprises the following steps of (1) performing;
step S15, decoding the firstThe signal transmitted by each user is specifically realized as follows:
step S16, after decoding a signal of a user each time, removing the secondary received signal from the total received signal to reduce interference to the next user to be detected, which is specifically implemented as follows:
here, the signal of each user needs to be detected before entering the next round of signal detection, that is, the detection is sequential and cannot be skipped.
In this embodiment, when the channel condition is satisfiedThen, selecting an MPA decoding scheme specifically includes:
the probability value from the function node to the user node is initialized, and the specific implementation is as follows:
whereinwhereinkis shown in commonKOne of the resource blocks is a resource block,jis shown in commonJA user;
the functional node is updated, and the specific implementation is as follows:
judging whether the maximum iteration number is reachedIf the maximum iteration times are reached, entering the next step, and if the maximum iteration times are not reached, continuously updating the resource nodes and the user nodes;
decoding the signal transmitted by each user, which is specifically implemented as follows:
specifically, the adaptive decoding method shown in this embodiment includes:
specifically, step S2 includes steps S21-S25:
step S21, initializing function nodeTo the user nodeThe probability values are specifically implemented as follows:
here, theWhereinrepresenting functional nodesTo the user nodeThe initial probability of delivering a message is,kis shown in commonKA number of resource blocks, each of which is a number of resource blocks,jis shown in commonJThe number of the individual users is increased by the number of the individual users,the initial probability is represented by a probability of being,is shown asThe number of the individual user nodes is,is shown asA function node for each of the plurality of function nodes,representing a signal to be decoded by a user;
step S22, updating the functional node, specifically implementing as follows:
wherein,representing user nodesTo function nodeThe updated probability of the delivery of the message,is shown in the factor graphTo middlekThe position of the non-zero element in the row,is shown asThe estimated signal of the individual user or users,which represents the variance of the noise, is,which represents the gain of the channel and is,tthe number of iterations is indicated and,indicating a received signal at a receiving end;
step S23, updating the user node, which is specifically implemented as follows:
step S24, judging whether the maximum iteration number is reachedIf the maximum iteration times are reached, entering the next step, and if the maximum iteration times are not reached, continuously updating the resource nodes and the user nodes;
step S25, decoding the signal sent by each user, which is specifically implemented as follows:
in summary, by using the adaptive coding and decoding method of the present invention, two different sets of codebook combinations can be generated for a SCMA-based high-speed visible light communication system in which 6 users share 4 spectrum resource blocks, wherein the coding codebook optimized by SIC decoding is used, and the coding codebook optimized by SIC decoding is usedRepresenting the code codebook optimized by MPA decodingAnd (4) showing. FIGS. 5 and 6 show two sets of codebook combinations constructedAndconstructed codebook combinationsAndthe performance curve obtained by adaptive coding and decoding can be seen from the simulation results obtained in fig. 5 and 6The performance of the decoding algorithm using SIC is indeed better than that of the decoding algorithm using MPAThe performance of the MPA decoding algorithm is actually better than that of the SIC decoding algorithm; therefore, from the simulation result level, the self-adaptive coding and decoding method provided by the invention is reasonable and can be realized, and self-adaptive coding and self-adaptive decoding are carried out according to the channel condition, so that the error rate of system decoding is reduced, and the decoding complexity of the system is also reduced.
In the description herein, references to the description of the term "one embodiment," "some embodiments," "an example," "a specific example," or "some examples," etc., mean that a particular feature, structure, material, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the invention. In this specification, the schematic representations of the terms used above do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, materials, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
The above examples only show several embodiments of the present invention, and the description thereof is specific and detailed, but not to be construed as limiting the scope of the present invention. It should be noted that, for those skilled in the art, various changes and modifications can be made without departing from the spirit of the invention, and these changes and modifications are all within the scope of the invention. Therefore, the protection scope of the present patent shall be subject to the appended claims.
Claims (5)
1. A SCMA-based high-speed visible light communication system, the communication system comprising:
the system comprises a signal sending end, a signal receiving end and a signal processing end, wherein the signal sending end is used for mapping bit signal streams of a plurality of users through a codebook and superposing the bit signal streams to synthesize a four-dimensional complex signal stream, and superposing and transmitting the complex signal stream;
a visible light channel for transmitting the complex signal stream;
a signal receiving end, configured to receive the complex signal stream transmitted through the visible light channel, and decode the complex signal stream to obtain an original bit signal stream;
the signal transmitting end is specifically configured to:
when the channel condition is presentWhen the temperature of the water is higher than the set temperature,codebook for selecting SIC decoding mode by threshold value representing channel conditionMapping and coding a bit signal of a user, specifically comprising:
according to a preset coding principle, a signal to be coded is set asX,XIs composed ofA matrix; wherein,Von the behalf of the number of users,Ntransmitted on behalf of each userMCarrying out number of the binary signals; and the number of symbols transmitted by each user is set to beNUser ofjCorresponding codebook isWhereinRepresents oneThree-dimensional array of whichFor the total number of resource blocks in the SCMA,represents oneA two-dimensional array;
the code word obtained by the user through codebook mapping superposition is as follows:
or, when the channel conditionSelecting a codebook of MPA decoding schemeMapping and coding a bit signal of a user, specifically comprising:
according to a preset coding principle, a signal to be coded is set asX,XIs composed ofA matrix; wherein,Von the behalf of the number of users,Ntransmitted on behalf of each userMCarrying out number of the binary signals; and the number of symbols transmitted by each user is set to beNUser ofjCorresponding codebook isWhereinRepresents oneThree-dimensional array of whichBeing the total number of resource blocks in the SCMA,represents oneA two-dimensional array;
the code word obtained by the user through codebook mapping superposition is as follows:
2. A SCMA-based high speed visible light communication system according to claim 1 wherein the complex signal stream is expressed as:;
wherein,Jrepresent a sumJThe number of the individual users is increased by the number of the individual users,is shown asiThe power allocated by the individual user;is shown asiThe complex signal stream transmitted by an individual user,xrepresenting the superimposed complex signal streams of the respective users.
3. The SCMA-based high-speed visible light communication system according to claim 1, wherein the complex signal stream after being decoded is expressed as:
wherein,indicating that the receiving end receives the signal,representing a useriThe channel gain of (a) is determined,is shown asiThe complex signal stream transmitted by an individual user,is shown as the firstiThe power allocated to the individual user(s),nrepresenting the total additive white gaussian noise received。
4. An adaptive decoding method applied to the SCMA-based high-speed visible light communication system according to any one of claims 1-3, the method comprising:
when the channel condition is presentSelecting an SIC decoding mode, which specifically comprises the following steps:
calculating the codebook power of each user, performing descending sequencing on the codebook powers of all the users, and recording the arrangement sequence of the codebook powers of all the users;
decoding the codebook power in sequence according to the arrangement sequence of the codebook power of all users;
by a factor mapInquiring the position of the resource block occupied by the decoding user at the moment specifically comprises the following steps:
whereinkindicating the location where the user occupies the resource block,is shown asThe user, expressed by the above formula, is the first toEach user is in the factor graphPosition of occupied resource blockkIn the method, the find represents a find query function in matlab software and is used for querying the position of a resource block occupied by each user;
(ii) a Wherein m represents the decoded value corresponding to the nth symbol, norm represents matlNorm function is taken by norm in ab software, min represents min minimum function in matlab software,which represents the signal received at the receiving end,representing the decoded recovered signal, n represents the nth signal,represents decoding tojThe nth signal transmitted by each user;
after decoding a signal of one user, removing the secondary received signal from the total received signal, specifically comprising:
5. An adaptive decoding method applied to the SCMA-based high-speed visible light communication system according to any one of claims 1-3, the method comprising:
initialization function nodeTo the user nodeThe probability values are specifically implemented as follows:
whereinwhereinrepresenting functional nodesTo the user nodeThe initial probability of delivering a message is,kis shown in commonKA number of resource blocks, each of which is a number of resource blocks,jis shown in commonJThe number of the individual users is increased by the number of the individual users,the initial probability is represented by a probability of being,is shown asThe number of the individual user nodes is,is shown asThe number of the functional nodes is equal to the number of the functional nodes,representing a signal to be decoded by a user;
the functional node is updated, and the specific implementation is as follows:
wherein,representing user nodesTo function nodeThe updated probability of the delivery of the message,is represented in a factor graphTo middlekThe position of the non-zero element in the row,is shown asThe estimated signal of the individual user or users,which represents the variance of the noise, is,which represents the gain of the channel and is,trepresenting the number of iterations,Indicating a received signal at a receiving end;
judging whether the maximum iteration number is reachedIf the maximum iteration times are reached, entering the next step, and if the maximum iteration times are not reached, continuously updating the resource nodes and the user nodes;
decoding the signal sent by each user, and specifically implementing the following steps:
whereinRepresenting the bit signal finally decoded by decision,is shown in the factor graphTo middlejThe position of the non-zero elements in the column,the maximum number of iterations is indicated,representing the signal to be judged, the judgment rule being a current expression When the signal is true, the judged bit signal is 1, otherwise, the judged bit signal is 0, and finally, the signal obtained by judgment is stored in a variableIn (1).
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202210254982.1A CN114337933B (en) | 2022-03-16 | 2022-03-16 | High-speed visible light communication system based on SCMA and self-adaptive coding and decoding method |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202210254982.1A CN114337933B (en) | 2022-03-16 | 2022-03-16 | High-speed visible light communication system based on SCMA and self-adaptive coding and decoding method |
Publications (2)
Publication Number | Publication Date |
---|---|
CN114337933A CN114337933A (en) | 2022-04-12 |
CN114337933B true CN114337933B (en) | 2022-06-24 |
Family
ID=81033549
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202210254982.1A Active CN114337933B (en) | 2022-03-16 | 2022-03-16 | High-speed visible light communication system based on SCMA and self-adaptive coding and decoding method |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN114337933B (en) |
Families Citing this family (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114793135B (en) * | 2022-06-23 | 2022-09-27 | 南昌大学 | Visible light communication method based on HDMA technology, sending end and receiving end |
CN114978315B (en) * | 2022-07-28 | 2022-11-01 | 南昌大学 | SCMA (Single chip multiple Access) assisted visible light communication coding and decoding method and system based on fitting method |
CN115865197B (en) * | 2023-02-20 | 2023-06-06 | 南昌大学 | Visible light communication SCMA real digital book optimization method and system under shot noise |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107026805A (en) * | 2016-01-29 | 2017-08-08 | 清华大学 | Non-orthogonal multiple accesses the method for reseptance and device of Transmission system |
EP3245745A1 (en) * | 2015-01-15 | 2017-11-22 | Huawei Technologies Co. Ltd. | System and method for a message passing algorithm |
CN108075857A (en) * | 2012-11-16 | 2018-05-25 | 华为技术有限公司 | For the system and method for Sparse Code multiple access access |
CN113067672A (en) * | 2021-03-17 | 2021-07-02 | 东南大学 | Non-orthogonal multiple access mobile communication low-complexity receiving method |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10326565B2 (en) * | 2016-07-08 | 2019-06-18 | Huawei Technologies Co., Ltd. | Simultaneous transmission and reception of an orthogonal multiplexed signal and a non-orthogonal multiplexed signal |
US10263660B2 (en) * | 2016-08-11 | 2019-04-16 | Qualcomm Incorporated | Methods and apparatus for construction of SCMA codebooks |
CN106877980A (en) * | 2017-03-08 | 2017-06-20 | 北京邮电大学 | Mixing Sparse Code multiple access method |
CN113454964A (en) * | 2019-01-25 | 2021-09-28 | 珍吉斯科姆控股有限责任公司 | Orthogonal and non-orthogonal multiple access |
KR102326291B1 (en) * | 2020-08-24 | 2021-11-12 | 영남대학교 산학협력단 | Method and Device for Sequentially Detecting and Decoding Sparse Code Multiple Access Signal for Multiuser |
-
2022
- 2022-03-16 CN CN202210254982.1A patent/CN114337933B/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108075857A (en) * | 2012-11-16 | 2018-05-25 | 华为技术有限公司 | For the system and method for Sparse Code multiple access access |
EP3245745A1 (en) * | 2015-01-15 | 2017-11-22 | Huawei Technologies Co. Ltd. | System and method for a message passing algorithm |
CN107026805A (en) * | 2016-01-29 | 2017-08-08 | 清华大学 | Non-orthogonal multiple accesses the method for reseptance and device of Transmission system |
CN113067672A (en) * | 2021-03-17 | 2021-07-02 | 东南大学 | Non-orthogonal multiple access mobile communication low-complexity receiving method |
Non-Patent Citations (4)
Title |
---|
"Design of Power-Imbalanced SCMA Codebook";Li Xudong等;《IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY》;20211206;第71卷(第2期);2040-2045 * |
"稀疏码多址接入(SCMA)系统与密集网络优化设计";余礼苏;《中国博士学位论文全文数据库-信息科技辑》;20210615;第2.2.1、2.3.1节 * |
基于 MIMO-SCMA 技术的室内 LED 可见光通信系统研究;梁文宽;《中国硕士学位论文全文数据库-信息科技辑》;20210215;第三章 * |
梁文宽.基于 MIMO-SCMA 技术的室内 LED 可见光通信系统研究.《中国硕士学位论文全文数据库-信息科技辑》.2021, * |
Also Published As
Publication number | Publication date |
---|---|
CN114337933A (en) | 2022-04-12 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN114337933B (en) | High-speed visible light communication system based on SCMA and self-adaptive coding and decoding method | |
Kurka et al. | Bandwidth-agile image transmission with deep joint source-channel coding | |
Goldenbaum et al. | Nomographic functions: Efficient computation in clustered Gaussian sensor networks | |
JP4208874B2 (en) | Decoder for multiplexed transmission system | |
US8219874B2 (en) | Multi-dimensional LDPC coded modulation for high-speed optical transmission systems | |
Goldsmith et al. | Joint design of fixed-rate source codes and multiresolution channel codes | |
CN109547034B (en) | Decoding method and device, decoder | |
US20090245432A1 (en) | Communication system | |
JP2005045776A (en) | Method for decoding signal, communication system intending implementation of method, and communication device intending implementation of method | |
KR20030025298A (en) | MIMO transmission system in a radio communications network | |
KR100924526B1 (en) | Coded modulation for partially coherent systems | |
Lo et al. | Collaborative semantic communication for edge inference | |
CN114978315B (en) | SCMA (Single chip multiple Access) assisted visible light communication coding and decoding method and system based on fitting method | |
CN108259135B (en) | Atmospheric turbulence weakening resistant polarization code construction method based on Gaussian approximation theory | |
US20110066917A1 (en) | Method and Apparatus for Elementary Updating a Check Node During Decoding of a Block Encoded with a Non-binary LDPC Code | |
CN114257342B (en) | Coding and decoding method for dual-user multiple access system based on non-binary polarization code | |
CN109951190A (en) | A kind of adaptive Polar code SCL interpretation method and code translator | |
Miao et al. | A low complexity multiuser detection scheme with dynamic factor graph for uplink SCMA systems | |
Abidi et al. | Convolutional neural networks for blind decoding in sparse code multiple access | |
CN107437976B (en) | Data processing method and equipment | |
CN117651076B (en) | Adaptive cross-domain multichannel secret source coding compression and decompression method | |
CN109245854A (en) | A kind of end-to-end wireless communication system and method based on AI | |
CN1633792A (en) | Method and system for joint decision feedback equalization and complementary code key decoding using a trellis | |
CN117081701A (en) | Communication system of high-order modulation combined information source channel and information transmitting and receiving method | |
Saha et al. | Novel Multi-Parameter based Rate-Matching of Polar Codes |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |