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1st 5G Algorithm Innovation Competition-SCMA

1st 5G Algorithm Innovation Competition-SCMA . Task Description Requirements Multiple access is among the core physical layer technologies of Requirements: wireless communications, which enables wireless base stations to According to the introduction given in the SCMA training materials, please design and then identify a large number of different terminal users and serve them implement a simplified SCMA uplink multiple access communication system (abstract system, simultaneously. Current systems choose to use orthogonal multiple rather than a complete communication system) , focusing especially on the development of SCMA encoder and the corresponding low complexity decoder design. access method, , users are orthogonal to each other in at least one radio resource dimension ( , frequency, time, code and etc.) . Works format: The OFDMA technology used in 4G systems is one example, in which 1. Complete the detailed system design documents for the simplified SCMA uplink multiple radio resources is divided into two-dimensional time-frequency access system, especially the low-complexity SCMA decoder design.

1st 5G Algorithm Innovation Competition-SCMA Task Description Requirements SCMA- sparse code multiple access for the next generation wireless

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Transcription of 1st 5G Algorithm Innovation Competition-SCMA

1 1st 5G Algorithm Innovation Competition-SCMA . Task Description Requirements Multiple access is among the core physical layer technologies of Requirements: wireless communications, which enables wireless base stations to According to the introduction given in the SCMA training materials, please design and then identify a large number of different terminal users and serve them implement a simplified SCMA uplink multiple access communication system (abstract system, simultaneously. Current systems choose to use orthogonal multiple rather than a complete communication system) , focusing especially on the development of SCMA encoder and the corresponding low complexity decoder design. access method, , users are orthogonal to each other in at least one radio resource dimension ( , frequency, time, code and etc.) . Works format: The OFDMA technology used in 4G systems is one example, in which 1. Complete the detailed system design documents for the simplified SCMA uplink multiple radio resources is divided into two-dimensional time-frequency access system, especially the low-complexity SCMA decoder design.

2 Grids and each grid can only be used by one user at a time. 2. Complete Matlab simulation for the simplified SCMA uplink multiple access system, and gives BER vs Eb / No performance curve. SCMA- It is obvious that the number of simultaneously accessible user is 3. Complete FPGA logic design and implementation of the SCMA uplink multiple access strictly proportional to the number of available orthogonal resources, system, test its performance, compare with simulation curves and report the resource sparse and is thus limited. Facing the 5G requirement of massive usage. code connectivity, non-orthogonal multiple access becomes the research multiple focus of 5G multiple access technologies, among which, Sparse code Delivery Material: access for multiple access (SCMA) is a promising candidate. At the transmitter, 1. SCMA uplink multi-access system design documents, code and simulation results;. the next coded bits are directly mapped to multi-dimensional codewords in 2.

3 FPGA design specifications, code, and test results of the bit file. generation complex domain, and codewords from different users are wireless overlapped non-orthogonally in a sparse spreading way; the Selection criteria in the first round: receiver performs joint multiuser detection followed by channel 1. Correctly understand SCMA system, complete the detailed system design documents for communic the simplified SCMA uplink multiple access system, especially the low-complexity decoder. decoding for data recovering. Thanks to the sparsity, low complexity ations 2. Complete the link-level Matlab / C simulations for the simplified system, and give BER vs algorithms could be design to achieve near optimal detection results. The number of non-orthogonally superposed codewords can be Eb / No performance curve . much larger than the number of orthogonal resource units. This 3. Complete the framework and methodology design of using the given FPGA platform for leads to the advantage of SCMA to serve more users while keeping the SCMA system implementation.

4 The same expanse of resources, thus effectively improve the overall Selection criteria in the second round: system capacity. 1. Complete the FPGA logic design document, and implement the simplify SCMA uplink multiple access system with given FPGA platform, achieving a correct decoding rate more According to the introduction of SCMA encoding and decoding than principles in the given material, please design and then implement a 2. Test the BER vs Eb / No performance curve, and compare the results with simulation (allow simplified SCMA uplink communication system, and verify the refreshed optimization in simulations, the difference should be less than 1dB. feasibility and performance of such non-orthogonal multiple access 3. FPGA implementation of the low complexity SCMA decoder, data throughput, processing system by software simulations and hardware testing. delays and FPGA chip resource should be optimized. References to Read _Helpful Documents for Understanding SCMA.)

5 MUST Read Papers: 1. SCMA Codebook Design (to understand SCMA). 2. Novel low-density signature for synchronous cdma systems over AWGN channel (to understand MPA). SCMA Related Publications: H. Nikopour and H. Baligh, Sparse Code Multiple Access, IEEE PIMRC, 2013. M. Taherzadeh, H. Nikopour, A. Bayesteh, and H. Baligh, SCMA Codebook Design, IEEE VTC-fall, 2014. Kelvin Au, Liqing Zhang, Hosein Nikopour, Eric Yi, Alireza Bayesteh, Usa Vilaipornsawai, Jianglei Ma, Peiying Zhu, Uplink Contention Based SCMA for 5G Radio Access, IEEE Globecom 5G workshop 2014. H. Nikopour, E. Yi, A. Bayesteh, K. Au, M. Hawryluck, H. Baligh, and Jianglei Ma, SCMA for Downlink Multiple Access of 5G Wireless Networks, IEEE. Globecom 2014. S. Zhang, X. Xu, L. Lu, Y. Wu, G. He, and Y. Chen, Sparse Code Multiple Access: An Energy Efficient Uplink Approach for 5G Wireless Systems, IEEE. Globecom 2014. A. Bayesteh, E. Yi, E. , H. Nikopour, H. Baligh, Blind Detection of SCMA for Uplink Grant-Free Multiple-Access , ISWCS 2014.

6 Y. Wu, S. Zhang, and Y. Chen, Iterative multiuser receiver in sparse code multiple access systems, IEEE ICC 2015. 3. Outline What is SCMA? Why we need SCMA in 5G? How does SCMA work? What will you implement? 4. To have a gut feeling what is sparse code multiple access WHAT IS SCMA? Existing Multiple Access Schemes TDMA/FDMA CDMA OFDMA. 2G Communication system, 3G Communication system, 4G Communication system, GSM WCDMA LTE. Orthogonal in time or Non-orthogonal in time and Orthogonal in 2D time- frequency domain frequency but orthogonal frequency lattice domain Users are scheduled on in code domain Users are scheduled on orthogonal time slots Users are scheduled on orthogonal time-frequency orthogonal sequences lattice 2. From OFDMA to SCMA. Non-active SCMA tone OFDMA OFDM-CDMA. f f f Orthogonal multi-user Non-orthogonal multi- Overloaded multi-user multiplexing user multiplexing multiplexing Users occupy orthogonal Users occupy the same resource Users occupy the same resource resources for communication blocks using CDMA blocks in a low density way Easy to implement (single user Non-practically high multi-user joint Affordable low multi-user joint detection) detection complexity detection complexity Number of connections limited by Limited number of concurrent users Less collision even for large number the number of physical resource due to limited sequences of concurrent Users blocks that can be scheduled Better coverage due to spreading gain Better coverage due to spreading gain 3.

7 SCMA (Sparse Code Multiple Access). b11b12 . FEC SCMA MODULATION. Encoder 1 CODEBOOK MAPPING. b21b22 . FEC SCMA MODULATION. SCMA block 1. Encoder 2 CODEBOOK MAPPING. SCMA block 2. UE1. b31b32 . FEC SCMA MODULATION UE2 UE2. Encoder 3 CODEBOOK MAPPING. UE3. b41b42 UE4 UE4. FEC SCMA MODULATION. Encoder 4 CODEBOOK MAPPING UE5. UE6 UE6. b51b52 . FEC. Encoder 5. SCMA MODULATION. CODEBOOK MAPPING sc 1 sc 2 sc 3 sc 4 f b61b62 . FEC. Encoder 6. SCMA MODULATION. CODEBOOK MAPPING Non-orthogonal multiplexing of code layers Over-Loading to increase overall rate and connectivity A new frequency domain non-orthogonal waveform Sparsity to limit Rx complexity for detection Input bits are directly mapped to codewords and spread over multiple sub-carriers Spreading for robust link-adaptation, coverage Codewords can be assigned to same UE or different UEs Multi-dimensional codewords with shaping gain 4. SCMA Codebook Design Unitary lattice Mother QPSK 1 QPSK 2 rotation constellation 0000.

8 0000. Rotated 16-point lattice in SCMA codebook based on Multi-dimensional Lattice 16-point orthogonal lattice in 4. 4 real dimensions Projections on first and second Constellation to exploit shaping gain and coding gain real dimensions complex dimensions UE1 UE2 UE3 UE4 UE5 UE6. (b1,b2) (1,1) (1,0) (1,0) (0,0) (0,1) (1,1). Each UE/layer stores a unique codebook Binary input data is mapped to a codeword of the corresponding codebook M. Taherzadeh, H. Nikopour, A. Bayesteh, and H. Baligh, SCMA Codebook Design, IEEE VTC-fall, 2014. 5. To know what role SCMA plays in 5G and what benefit it brings along WHY WE NEED SCMA IN 5G? 5G Vision: Zero Distance Communications Massive 103. Capacity Times Traffic Flooding Massive 102. Connectivity Billion Connections Zero 100. Waiting ms Delay Experience 2. Example of SCMA Application Scenarios UE1 CH1. UE2 CH2 Uplink UE3 CH3. access (SCMA Codeword UE4 CH4 Division). UEn CHn p UE1. Downlink Multiple Access (SCMA Layer & Power Allocation).

9 UEn f 3. SCMA Offers Better Link Quality and 300% Larger Number of Physical Link Connections over LTE. Better Link Quality over LTE 300% Larger Number of Connected Users UMa Channel, 3km/h, ICE UMa Channel, 3km/h, ICE. 0. 10 3. 100%, SCMA-4p, R=1/2. 150%, SCMA-4p, R=1/2. Total Spectral Efficiency (bps/Hz). 200%, SCMA-4p, R=1/2. 300%, SCMA-4p, R=1/2. -1. 10 2 LTE-QPSK, R=1/2. 300%. BLER. -2. 10 1. overloading 100%, SCMA-4p, R=1/2. 150%, SCMA-4p, R=1/2. 200%, SCMA-4p, R=1/2 300%, SCMA-4p, R=1/2. LTE,QPSK, 1/2. -3. 10 0. -2 0 2 4 6 8 -2 -1 0 1 2 3 4 5 6 7. SNR SNR. SCMA has SNR gain over LTE (same rate & power per user) Given the same SNR, SCMA can boost total system throughput up to SCMA with overloading performs towards single user 300% over LTE (@LTE BLER= ). 4. SCMA Codebook Design Can Flexibly Adapt to Meet Diversified System Requirements SCMA. System requirements SCMA Codebook Configuration Codebook 1 codebook 2. Coverage Connectivity For coverage SCMA Parameters Example: larger SF, more non-zero elements Number of codewords of an SCMA codebook: M.

10 Codebook 1 odebook 2. Spreading factor: F. Max number of layers (or codebooks/signatures) : V For connectivity Number of nonzero elements of each codeword: J. Example: moderate SF, one non-zero element 5. To have a gut feeling how SCMA will be implemented in the 5G wireless systems HOW DOES SCMA WORK? SCMA Uplink Transmission System Diagram DMRS Sounding Seq. Generation Generation LTE SC-FDMA. DMRS mapping Sounding Seq maping Transmitter CB. Turbo Rate QAM RE Add Add TB CRC Segment DFT IFFT. Coding Matching Modulation Mapping CP DC. & CB CRC. DMRS Sounding Seq. SCMA over OFDM Generation Generation Transmitter DMRS mapping Sounding Seq maping CB. Turbo Rate RE Add Add TB CRC Segment SCMA Encoder IFFT. Coding Matching Mapping CP DC. & CB CRC. Wanna know more about 4G LTE? Please refer to 3 GPP standards or the book LTE the UMTS Long Term Evolution, from Theory to Practice from Wiley Press. 2. SCMA Uplink Transmission System Diagram UE Channel Noise Estimation Estimation CSRS.