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R23a.0.11

Contents:

  • Release Notes
  • Install 5G Toolkit
    • System Requirements:
    • Dependent Libraries
    • Install Miniconda
    • Install Jupyter Notebook
    • Install 5G Toolkit
    • Final Confirmation
    • License 5G Toolkit
    • Activate the 5G Toolkit License
    • Installation Tutorial: Video
  • Getting Started
    • Understanding API Documentation
    • Hello World!
      • Import Python Libraries
        • How to import 5G Toolkit Libraries
        • Create Objects for all the Modules
        • Generate Payload bits and Encode them
        • Symbol Mapping the Encoded Bits
        • Pass through AWGN Channel
        • Demapping the Symbols
        • Detect Error in the Blocks
        • Compute Bit and Block Error Rate
        • Constellation Diagrams at the Tx and Rx
        • Link Level Simulation
        • Bit/Block Error Rate Performance
    • Resources and Scripts
  • API Documentation
    • Sequence Generation
      • Primary Synchronization Signal
        • PSS
      • Secondary Synchronization Signal
        • SSS
      • Demodulation Reference Sequence (DMRS)
        • DMRS
      • Positioning Reference Sequence (PRS)
        • PRS
      • Channel State Information Reference Sequence (CSI-RS)
        • CSIRS
      • Pseudo Random (PN) Sequence
        • PNSequence
      • PUCCH Format 0 Sequence
        • PUCCHFormat0Sequence
          • PUCCHFormat0Sequence.controlInfo
          • PUCCHFormat0Sequence.indexPUCCH
          • PUCCHFormat0Sequence.initial_CyclicShift
          • PUCCHFormat0Sequence.m_CS
          • PUCCHFormat0Sequence.nID
          • PUCCHFormat0Sequence.numBatches
          • PUCCHFormat0Sequence.numInterlacedRBs
          • PUCCHFormat0Sequence.numRBs
          • PUCCHFormat0Sequence.numberOfSymb
          • PUCCHFormat0Sequence.pucch_GroupHopping
          • PUCCHFormat0Sequence.seqNumber
          • PUCCHFormat0Sequence.slotNumber
          • PUCCHFormat0Sequence.start_SymbIndex
      • PUCCH Format 1 Sequence
        • PUCCHFormat1Sequence
          • PUCCHFormat1Sequence.indexPUCCH
          • PUCCHFormat1Sequence.initial_CyclicShift
          • PUCCHFormat1Sequence.m_CS
          • PUCCHFormat1Sequence.maxNumPRBs
          • PUCCHFormat1Sequence.nHop
          • PUCCHFormat1Sequence.nID
          • PUCCHFormat1Sequence.numInterlacedRBs
          • PUCCHFormat1Sequence.numRBs
          • PUCCHFormat1Sequence.numberOfSymb
          • PUCCHFormat1Sequence.pucch_GroupHopping
          • PUCCHFormat1Sequence.slotNumber
          • PUCCHFormat1Sequence.start_SymbIndex
      • Low PAPR Sequence Type 1
        • LowPAPRSeqType1
          • LowPAPRSeqType1.cyclicShift
          • LowPAPRSeqType1.delta
          • LowPAPRSeqType1.groupNumber
          • LowPAPRSeqType1.m
          • LowPAPRSeqType1.seqNumber
        • Cyclic Shift Hopping
          • CyclicShiftHopping
        • Group And Sequence Hopping
          • GroupNumber
      • Sidelink Primary Synchronization Signal
        • S_PSS
      • Sidelink Secondary Synchronization Signal
        • S_SSS
    • Resource Mapping
      • Synchronization Signal Block (SSB) Grid Generation
        • SSB_Grid
          • SSB_Grid.dmrsIndices
          • SSB_Grid.pbchIndices
          • SSB_Grid.pssIndices
          • SSB_Grid.sssIndices
      • Synchronization Signal Block (SSB) Resource Mapping
        • ResourceMapperSSB
      • Physical Downlink Shared Channel-DMRS
        • ResourceMapperDMRSPDSCH
          • ResourceMapperDMRSPDSCH.displayCDMPattern()
          • ResourceMapperDMRSPDSCH.displayResourceGrid()
      • Physical Downlink Shared Channel-PTRS
        • ResourceMapperPTRSPDSCH
      • Physical Downlink Control Channel (PDCCH)
        • ResourceMappingPDCCH
      • Control Resource Set
        • CORESET
      • Search Space Set
        • SearchSpaceSet
      • Channel state Information reference signal (CSI-RS)
        • ResourceMapperCSIRS
          • ResourceMapperCSIRS.displayCDMPattern()
          • ResourceMapperCSIRS.displayResourceGrid()
      • Positioning Reference Signal (PRS)
        • ResourceMapperPRS
      • Physical Uplink Control Channel (PUCCH)
        • PUCCH Format-0
          • PUCCH Format 0 Resource Mapping
          • PUCCH Format 0 Resource De-Mapping
        • PUCCH Format-1
          • PUCCH Format-1 Resource Mapping
          • PUCCH Format-1 Resource De-Mapping
          • PUCCH Format-1 Spreading
          • PUCCH Format-1 De-Spreading
        • PUCCH Format-2
        • PUCCH Format-3
        • PUCCH Format-4
      • Sidelink Synchronization Signal Block (S-SSB) Grid Generation
        • SSSB_Grid
          • SSSB_Grid.displayGrid()
      • Physical Sidelink Control Channel (PSCCH)
        • ResourceMappingPSCCH
    • Physical Channels
      • Physical Downlink Shared Channel (PDSCH)
        • PDSCH Transmitter
          • PDSCH: Upper Physical layer Chain
          • PDSCH: Lower Physical layer Chain
        • PDSCH Receiver
          • PDSCH: Upper Physical layer Chain Decoder
          • PDSCH: Lower Physical layer Chain Decoder
        • PDSCH Components
          • Transport Block Size Computation
          • Transport Block Processing
          • Code Block Segmentation
          • Low Density Parity Check Codes
          • Rate Matching
          • Code Block Concatenation
          • Scrambling: PDSCH
          • Modulation
          • Layer Mapper
          • Physical Downlink Shared Channel-DMRS
      • Physical Downlink Control Channel (PDCCH)
        • PDCCH Transmitter
          • PDCCH
        • PDCCH Receiver
          • PDCCHDecoder
        • PDCCH Components
          • Cyclic Redundency Check
          • RNTI Masking
          • Input Bit Interleaver
          • Polar Coder
          • Rate Matching
          • Scrambling: PDCCH
          • Modulation
      • Physical Broadcast Channel (PBCH)
        • PBCH Transmitter
          • PBCH
        • PBCH Receiver
          • PBCHDecoder
        • PBCH Components
          • Cyclic Redundency Check
          • RNTI Masking
          • Input Bit Interleaver
          • Polar Coder
          • Rate Matching
          • Scrambling: PDCCH
          • Modulation
      • Physical Uplink Shared Channel (PUSCH)
        • PUSCH Transmitter
          • Transmitter Chain
        • PUSCH Receiver
          • Receiver Chain
      • Physical Uplink Control Channel (PUCCH)
        • PUCCH Format 0
        • PUCCH Format 1
        • PUCCH Format 2
        • PUCCH Format 3
        • PUCCH Format 4
      • Physical Random Access Channel (PRACH)
      • Physical Sidelink Control Channel (PSCCH)
        • PSCCH Transmitter
          • PSCCHUpperPhy
          • PSCCHLowerPhy
        • PSCCH Receiver
          • PSCCHLowerPhyDecoder
          • PSCCHUpperPhyDecoder
        • PSCCH Components
          • Cyclic Redundency Check
          • Input Bit Interleaver
          • Polar Coder
          • Rate Matching
          • Scrambling: PDCCH
          • Modulation
          • Resource Mapping PSCCH
      • Physical Sidelink Broadcast Channel (PSBCH)
        • PSBCH Transmitter
          • PSBCH
          • PSBCHDecoder
        • PSBCH COMPONENTS
          • Cyclic Redundancy Check
          • Input Bit Interleaver
          • Polar Coder
          • Rate Matching
          • Scrambling: PSBCH
          • Modulation
          • ResourceMapping: PSBCH
    • Payload Generation
      • Master Information Block (MIB)
        • MIB Generation
          • MIBGeneration
        • MIB Extraction
          • MIBExtraction
      • Downlink Control Information (DCI)
        • DCIGeneration
        • DCIExtraction
    • Forward Error Correction
      • Hamming Coder
        • Hamming coder
          • HammingEncoder
        • Hamming Decoder
          • HammingDecoder
        • Hamming Decoder - Sphere Decoding
          • HammingSphereDecoder
        • Hamming Decoder - Syndrome Based Decoding
          • HammingSyndromeDecoder
      • Low Density Parity Check Codes
        • LDPC Encoder
          • LDPCEncoder5G
        • LDPC Decoder
          • LDPCDecoder5G
        • LDPC Codec Subcomponents
          • LDPC Parameters Computation
          • Codeblock Processing: Transmitter
          • Codeblock Processing: Receiver
      • Polar Codes
        • Polar Encoder
          • PolarEncoder5G
        • Polar Decoder
          • PolarDecoder5G
        • Polar Codec Components
          • Code-block Processing: Transmitter
          • Code-block Processing: Receiver
          • Input Bit Interleavers
      • Reed Muller Codes
        • Reed Muller Encoder 5G
          • ReedMullerEncoder5G
        • Reed Muller Decoder 5G
          • ReedMullerDecoder5G
    • Rate matching
      • Rate matching for LDPC
        • Bit Selection for LDPC
          • Bit Selection
          • Bit De-selection
        • Bit Interleaver for LDPC
          • Bit Interleaver
          • Bit De-interleaver
        • RatematchParameters
          • RatematchParameters.baseGraph
          • RatematchParameters.enableLBRM
          • RatematchParameters.k0
          • RatematchParameters.liftingFactor
          • RatematchParameters.modOrder
          • RatematchParameters.numCodeBlocks
          • RatematchParameters.numCodedBits
          • RatematchParameters.numLayers
          • RatematchParameters.rvID
          • RatematchParameters.tbSize
      • Rate matching for Polar coder
        • Sub Block Interleaver for Polar Coder
          • Sub-block Interleaver
          • Sub-block De-interleaver
        • Bit Selection for Polar Coder
          • Bit Selection
          • Bit De-selection
        • Channel Interleaver for Polar Coder
          • Channel Interleaver
          • Channel De-interleaver
    • Interleavers
      • PBCH Interleaver
        • PBCH Interleaver
          • PBCHInterleaver
        • PBCH DeInterleaver
          • PBCHDeInterleaver
      • Input Bit Interleaver
        • Input Bit Interleaver
          • InputBitInterleaver
        • Input Bit DeInterleaver
          • InputBitDeInterleaver
      • Sub Block Interleaver
        • Sub Block Interleaver
          • Subblock_Interleaver
        • Sub Block Interleaver
          • Subblock_DeInterleaver
      • Channel Interleaver
        • Channel Interleaver
          • ChannelInterleaver
        • Channel De-interleaver
          • ChannelDeInterleaver
      • Bit Interleavers
        • Bit Interleaver
          • BitInterleaver
        • Bit Deinterleaver
          • BitDeinterleaver
    • Orthogonal Frequency Division Multiplexing
      • OFDM: Modulator
        • OFDMModulator
      • OFDM: Demodulator
        • OFDMDemodulator
    • Channel Processing and Hardware Impairment
      • Apply Channel to Transmitted Signal
        • ApplyChannel
          • ApplyChannel.enableInterTxInterference
          • ApplyChannel.isFrequencyDomain
          • ApplyChannel.memoryConsumptionLevel
      • Add Noise and CFO at Receiver
        • AddNoise
    • Symbol Mapping
      • Mapper
        • Mapper
      • Demapper
        • Demapper
    • Scrambling
      • Scrambler
        • Scrambler
          • Scrambler.Lmax
          • Scrambler.c_init
          • Scrambler.id
          • Scrambler.mu
          • Scrambler.nID
          • Scrambler.purpose
          • Scrambler.q
          • Scrambler.rnti
          • Scrambler.ssbIndex
      • Descrambler
        • DeScrambler
          • DeScrambler.Lmax
          • DeScrambler.c_init
          • DeScrambler.id
          • DeScrambler.mu
          • DeScrambler.nID
          • DeScrambler.purpose
          • DeScrambler.q
          • DeScrambler.rnti
          • DeScrambler.ssbIndex
      • RNTI Masking
        • RNTImasking
          • RNTImasking.rnti
    • Channel Models
      • Antenna Array
        • AntennaArrays
        • Antenna Elements
          • 3GPP_38_901 Antenna Element
          • Hertzian Dipole Antenna Element
          • Linear Dipole Antenna Element
      • Node Mobility
        • NodeMobility
          • NodeMobility.displayRoute()
          • NodeMobility.randomizeOrientations
          • NodeMobility.timeInstances
          • NodeMobility.typeOfMobility
        • Mobility Models
          • Random-Walk
          • Circular Route
          • Vehicle Drops on HighWays
      • Simulation Layout
        • SimulationLayout
          • SimulationLayout.BSLocations
          • SimulationLayout.ISD
          • SimulationLayout.UELocations
          • SimulationLayout.UEdistibution
          • SimulationLayout.UEheightDistribution
          • SimulationLayout.bsAntennaArray
          • SimulationLayout.bsRoute
          • SimulationLayout.carrierFrequency
          • SimulationLayout.clutterDensity
          • SimulationLayout.clutterHeight
          • SimulationLayout.clutterSize
          • SimulationLayout.display2DLocationsOfBS()
          • SimulationLayout.display2DLocationsOfUE()
          • SimulationLayout.forceLOS
          • SimulationLayout.heightOfBS
          • SimulationLayout.heightOfRoom
          • SimulationLayout.heightOfUE
          • SimulationLayout.indoorUEfraction
          • SimulationLayout.layoutLength
          • SimulationLayout.layoutType
          • SimulationLayout.layoutWidth
          • SimulationLayout.lengthOfIndoorObject
          • SimulationLayout.maxNumberOfFloors
          • SimulationLayout.minNumberOfFloors
          • SimulationLayout.minUEBSDistance
          • SimulationLayout.numOfBS
          • SimulationLayout.numOfSectorsPerSite
          • SimulationLayout.numOfSnapShots
          • SimulationLayout.numOfUE
          • SimulationLayout.radiusForCircularUEDrop
          • SimulationLayout.routeType
          • SimulationLayout.terrain
          • SimulationLayout.ueAntennaArray
          • SimulationLayout.ueDropMethod
          • SimulationLayout.ueRoute
          • SimulationLayout.widthOfIndoorObject
        • BS Layouts
          • SimulationLayout
          • Hexagonal Layout
          • Rectangular Layout
        • UE Drops
          • Rectangular Drop
          • Circular Drop
          • Hexagonal Drop
      • Channel Parameter Generator
        • ParameterGenerator
          • ParameterGenerator.avgBuildingHeight
          • ParameterGenerator.avgStreetWidth
          • ParameterGenerator.d2D
          • ParameterGenerator.d3D
          • ParameterGenerator.displayClusters()
          • ParameterGenerator.enableAbsoluteAngles
          • ParameterGenerator.enableAbsoluteDelays
          • ParameterGenerator.fc
          • ParameterGenerator.getChannel()
          • ParameterGenerator.hallVolume
          • ParameterGenerator.linkStateVec
          • ParameterGenerator.locBS
          • ParameterGenerator.locUE
          • ParameterGenerator.surfaceArea
          • ParameterGenerator.terrain
      • Channel Generator
        • ChannelGenerator
          • ChannelGenerator.fc
    • Cyclic Redundancy Check
      • CRC Encoder
        • CRCEncoder
      • CRC Decoder
        • CRCDecoder
    • MIMO Processing
      • Analog Beamforming
        • AnalogBeamforming
      • Receive Combining
        • ReceiveCombining
          • ReceiveCombining.carrierFrequency
          • ReceiveCombining.combinerType
          • ReceiveCombining.numDFTBeams
          • ReceiveCombining.output
    • Receiver Algorithms
      • Channel Estimation and Equalization Methods
        • Channel Estimation and Equalization for PBCH
          • ChannelEstimationAndEqualization
        • Channel Estimation and Equalization for PDCCH
          • ChannelEstimationAndEqualizationPDCCH
      • Parameter Estimation Methods
        • SSB Parameters Estimation
          • DMRSParameterDetection
        • Time Synchronization and PSS/Cell ID-2 Detection
          • PSSDetection
        • SSS/Cell ID-1 Detection
          • SSSDetection
    • Position Estimation
      • Position Estimation
        • PositionEstimation
          • PositionEstimation.display()
      • Submodules
        • Time of Arrival (ToA)/Delay Estimation
          • ToAEstimation
          • DFT based Method
          • ESPRIT based ToA Estimation
          • MUSIC based ToA Estimation
        • Direction of Arrival Estimation
          • DoAEstimation
          • DFT based AoA Method
          • ESPRIT based DoA Estimation
          • MUSIC based DoA Estimation
        • Optimization Algorithms
          • Gradient Descent for TDoA
          • Newton Raphson for TDoA
          • ToA Least Square Estimate
          • Gradient Descent for DoA
          • Newton Raphson for DoA
    • 5G Configurations
      • 3GPP Complaint Time Bandwidth Parameters
        • TimeFrequency5GParameters
      • MIB and SSB Parameters
        • GenerateValidSSBParameters
      • PDSCH Lower Phy Configurations
        • PDSCHLowerPhyConfiguration
      • PDSCH Upper Phy Configurations
        • PDSCHUpperPhyConfiguration
    • Utilities
      • Decimal to binary Converter
        • Decimal2Binary
  • Tutorials
    • Hamming Codes
      • Import Libraries
        • Python Libraries
        • 5G Toolkit Libraries
      • Hamming Codes Parameters
      • Simulation Setup
      • Performance Evaluation: SNR vs BER
      • Performance Evaluation: SNR vs BLER
      • Conclusions
    • Reed Muller Codes in 5G
      • Table of content:
      • Import Libraries
        • Python Libraries
        • 5G Toolkit Libraries
      • Mapper and Demapper Parameters
      • Simulation Parameters
      • Simulation
      • Performance Evaluation
        • Performance Plot
    • Polar Codes in 5G
      • Table of content:
      • Import libraries
        • Python Libraries
        • 5G Toolkit libraries
      • Symbol Mapping Configurations
      • Polar Coder Configurations
      • Simulation: AWGN Channel
      • Performance Evaluations
    • Low Density Parity Check (LDPC) Codes in 5G
      • Import Libraries
        • Python LIbraries
        • 5G Toolkit Libraries
      • Symbol Mapping Configurations
      • Simulation: Variation in Reliability with code-rate for fixed block-length
        • LDPC Parameters
        • Simulation Procedure
      • Performance Evaluation: BER vs SNR for different code-rates
      • Simulation: Variation in Reliability with block-length for fixed coderate
      • Performance Evaluation: BER vs SNR for different block lengths
    • Initial Access in 5G
      • Import Libraries
        • External Libaries
        • 5G Toolkit Modules
      • System Parameters
      • PBCH Information
      • Transmission-side Processing
        • Generate Primary Synchronization Sequence (PSS)
        • Generate Secondary Synchronization Sequence (SSS)
        • Generate Demodulation Reference Sequence (DMRS)
        • Generate the PBCH Payload
      • Constellation Diagram: Tx
        • Construct SSB Grid
        • Mapping SSB to Transmission Grid for ODFM
        • OFDM-Modulator
        • Analog Beamforming
      • Channel Generation
      • Pass Tx signal through Wireless Channel
      • Noise addition at receiver
      • SSB Receiver Side
        • Receiver combining
        • PSS Detection: largest peak
        • Largest peak
        • OFDM Demodulation: Resource Grid reconstruction
        • SSB Extaction from Resource Grid
        • Comparing Transmitted and Received SSB Grid
        • Spectrum Analysis
        • (SSS Detection: PSS channel assisted) + Cell-ID estimation
        • DMRS Parameters Detection + DMRS Sequence Generation
        • Channel Estimation and PBCH Symbol Equalization
      • Constellation Diagram: Rx
        • PBCH Decoding
        • Information Aggregation
      • Performance Evaluations: BER + Cell-IDs + DMRS Parameter Detection
        • Cell-IDs Detection
        • DMRS Parameter Detection
        • BER computation
    • 3D Spatial Channel Models for Simulation in 5G and Beyond Networks: Basic
      • Generating the Wireless Channel for Mobile Users
        • Import Libraries
          • Python Libraries
          • 5G Toolkit Libraries
        • Simulation Parameters
        • Antenna Arrays
        • Node Mobility
        • Simulation Layout
        • Channel Parameters, Channel Coefficients and OFDM Channel
        • Variation in Channel Power across Time
        • Animation
          • Functions to Animate the Plot
          • Simulation Animation
          • Further Study
      • Genarating the Wireless Channel for Indoor Factory Scenario
        • Import Libraries
          • Import Python Libraries
          • Import 5G Toolkit Libraries
        • Simulation Parameters
        • Generate Antenna Arrays
        • Generate Simulation Layout
        • Generate Channel Parameters
        • Generate Channel Coefficients
        • Generate OFDM Channel
          • Frequency Domain : Magnitude Response Plot
          • Time Domain Channel response
      • Wireless Channel Generation for Multiple Carrier Frequencies
        • Import Libraries
          • Python Libraries
          • 5G Toolkit Libraries
        • Simulation Parameters
        • Generate Antenna Array
        • Node Mobility
        • Generate Simulation Layout
        • Generate Channel Parameters
        • Generate Channel Coefficients
        • Generate OFDM Channel
          • Frequency Domain : Magnitude Response Plot
          • Time Domain Channel response
    • BER Performance of PUCCH Format 0
      • Table of Contents
      • Import Libraries
        • Python Libraries
        • 5G ToolKit Libraries
      • Simulation Parameters
      • Format 0
      • Format 0 Decoder
      • M_CS Estimation
      • Information content based on MCS value
      • Simulation
      • Performance Evaluation
        • Performance Plot
    • Downlink Time of Arrival based Positioning in 5G and Beyond Networks
      • Positioning Procedure
      • Table of Content:
        • Import Libraries
      • Python Libraries
      • 5G Toolkit Libraries
        • Simulation Parameters
        • Channel Generation
      • Channel Parameters:
        • Position Reference Signal
        • OFDM Transmitter: Create Transmission Grid
      • Display Transmission Grid
        • Transmit Beamforming
        • Pass the Beamformed Grid Through Wireless Channel
        • Add Noise
      • Display Received Resource Grid
        • Extracting the Resource Grid
        • Channel Estimation + Interpolation
      • Display the quality of Channel Estimates
        • ToA Estimation
      • Visualization: Time of Arrival locus Circles
        • Position Estimation + K-Best Measurement Selection (Genie Aided)
          • Measurement Selection:
      • Visualization of Positioning
        • Performance Analysis of Positioning Error for ToA based method
        • Further Study
  • Projects
    • Learning to Demap
      • Table of Contents
      • Import Libraries
        • Import Python Libraries
        • Import 5G Toolkit Modules
      • Learning to Demap the Symbols
        • Input Output Mapping for M = 4
        • Input Output Mapping for M = 6
        • Input Output Mapping for M = 8
      • Throughput and BER Performance of LLRnet
        • Import Libraries
        • Simulation Parameters
        • PDSCH Parameters
        • LLRnet Parameters
          • Training Framework
          • Deployment Framework
      • Simulation Section
      • Performance Evaluation
        • Throughput vs SNR (dB) for 16-QAM, 64-QAM and, 256-QAM.
          • Throughput vs SNR (dB) for 16-QAM.
          • Throughput vs SNR (dB) for 64-QAM.
          • Throughput vs SNR (dB) for 256-QAM.
        • Bit Error rate (BER) vs SNR (dB) for 16-QAM, 64-QAM and, 256-QAM.
          • BER vs SNR for 64-QAM
          • BER vs SNR for 256-QAM
        • Block Error Rate (BLER) vs SNR (dB) for 16-QAM, 64-QAM and, 256-QAM.
          • BLER vs SNR for 16-QAM
          • BLER vs SNR for 64-QAM
          • BLER vs SNR for 256-QAM
        • Complexity Analysis
      • Conclusion
        • Positives of the LLRnet:
        • Limitations of the LLRnet:
      • References:
    • Imitation Learning for Position Estimation
    • Channel Interpolation based on SRCNN and DnCNN
    • Comparative Study of Reed Muller codes, Polar Codes and LDPC codes
    • Channel Quality Estimation in 5G and Beyond Networks
    • Hybrid Automatic repeat Request in 5G and Beyond
    • Constellation Learning in an AWGN Channel
      • PHY layer as AutoEncoder
      • Steps
        • Importing Libraries
        • Parameters of AutoEncoder
        • Training Data
        • Testing Data
        • Normalization Functions
        • Defining AutoEncoder Model
        • Training AutoEncoder
        • Defining Tx, Channel and Rx from Trained AutoEncoder
        • Block Error Rate (BLER) performance
        • Hamming Codes
      • Importing necessary libraries
      • Transmitter
      • BLER plot : comparison of AutoEncoder BLER with base line (n,k) Hamming Code BLER
        • Constellation Learning
      • learned constellation plot
        • References
    • Downlink Synchronization using SSB in 5G systems
    • Uplink Synchronization using PRACH in 5G systems
    • Downlink TDoA Based Positioning for Millimeter Wave 5G Networks Deployed in Indoor Factory
      • Import Libraries
        • Python Libraries
        • 5G Toolkit Libraries
      • Simulation Parameters
      • Channel Generation
        • Channel Parameters:
      • Position Reference Signal
      • OFDM Transmitter: Create Transmission Grid
        • Display Transmission Grid
      • Transmit Beamforming
      • Pass the Beamformed Grid Through Wireless Channel
      • Add Noise
        • Display Received Resource Grid
      • Extracting the Resource Grid
      • Channel Estimation + Interpolation
        • Display the quality of Channel Estimates
      • ToA Estimation
        • Visualization: Time of Arrival locus Circles
      • Position Estimation + K-Best Measurement Selection (Genie Aided)
        • Measurement Selection:
        • Visualization of Positioning
      • Performance Analysis of Positioning Error for ToA based method
      • Further Study
  • Integration with SDRs
    • Downlink Synchronization in 5G Networks: SSB
      • Import Libraries
        • Import Python and SDR Libraries
        • Import 5G Toolkit Libraries
      • Emulation Configurations
      • Transmitter Implementation
      • Generate the SSB Grid for synchronization
      • Constellation Diagram
      • OFDM Modulation: Tx
      • SDR-Setup Configurations
      • Transmission: SDR RF Transmitter
      • Receiver Implementation
      • Reception: SDR RF Receiver
      • Time Synchronization: Based on PSS Correlation
      • OFDM Demodulation and SSB Extraction
      • SSB Grid: Transmitter and Receiver
      • Spectrum: Transmitted Grid and Received Grid
      • Parameter Estimation for SSB and PBCH
      • Channel Estimation and PBCH Symbol Equalization
      • PBCH Decoding and Constellation
      • Performance Verification
  • Tentetive list of Feature
    • In Progress (To be Released soon):
    • Next Quarter
    • Before September 2023
    • Before March 2024
  • Research work carried out using 5G Toolkit
  • Challenge Of this Week
    • Solution of this Months Problems
    • Arxiv-ed Challenges
  • License
    • Trademarks
    • Source Code
    • Content
  • Discussion Forum
5G Toolkit
  • Projects
  • Uplink Synchronization using PRACH in 5G systems

Uplink Synchronization using PRACH in 5G systems

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