Overview

Localization (2022-Present)

  • UAV-aided indoor localization for emergency applications such as locating first responders

    • Cramer Rao lower bound (CRLB) based analysis by considering various system parameters.

    • Created a simulation framework to assess the positioning performance.

    • Developing algorithms to meet CRLB.

  • NTN-based 6G localization

    • Identified prospective study items for NTN-based accurate positioning in 6G.

    • Created a 3GPP-compliant simulation framework to evaluate positioning performance based on CRLB analysis.

ORAN ULPI Architectures (Summer 2023)

Analysis of Performance Differences in ORAN ULPI Proposed Architectures

  • Developed an uplink multi-user MIMO link level simulator (LLS) leveraging 5G toolbox in MATLAB.

  • Investigated proposed uplink performance improvement (ULPI) architectures compliant to ORAN 7-2x.

  • LLS Features: Channel estimation, equalization with modular granularity, MU-MIMO, hybrid ARQ, antenna array, CDL channel model, and evaluation metrics (sum throughput and post-processing SINR).

RAN intelligent controller (RIC) (2021-2022)

Developed a system framework to enable real-time RIC functionality.

  • Developed scheduling algorithms and enabled the wireless system (srsRAN) to support simultaneous connections from multiple users.

  • Facilitated the collection of scheduling weights from the RIC and efficient resource allocation for the connected users.

System Level Simulator (SLS) (2018-2021)

Developed a 3GPP-compliant downlink and uplink SLS for design validation of massive MIMO beamforming and scheduling solutions.

  • SLS Features: FD-MIMO Channel Model, Antenna Array, Different Numerologies, Flexible Slot Formats, CSI Feedback, Traffic Modeling, Proportional Fair Scheduler, SU/MU-MIMO Multiplexing, MU-MIMO User Pairing, Precoding, Hybrid ARQ, Outer Loop Rate Control, and Uplink Power Control.

  • Conducted channel model and throughput calibration aligned with 3GPP.

  • Devised an innovative scheduler capable of efficiently managing hundreds of users, supporting both SU-MIMO and MU-MIMO.

  • Developed novel user pairing algorithms to spatially multiplex users for downlink MU-MIMO transmission.

  • Designed and validated beamforming algorithms to enhance downlink control channel capacity in 4G systems.

  • Designed receiver beamforming algorithms for the uplink to reduce computational complexity and hardware cost for receivers.

  • Proposed uplink coverage enhancements for extremely large cells in 5G NR.

  • Proposed port signaling for reference signals as a means to mitigate inter-cell interference.

  • Self-Organizing Networks (SON):

    • Implemented SON functionality to monitor and control RAN parameters.

    • SON Features: Configuring cell-specific parameters such as transmit power, antenna pattern, boresight, downtilt, etc., flexible eNB locations, multiple eNBs, intra-inter frequency handover, and collecting key metrics (RSRP, SINR, CQI, etc.).