Magisterarbeit, 2016
95 Seiten, Note: 75%
Ingenieurwissenschaften - Nachrichten- und Kommunikationstechnik
This thesis investigates channel estimation techniques for the Long-Term Evolution (LTE) downlink system, with a focus on pilot symbol-based methods. It examines the performance of various channel estimation techniques, including Least Square (LS), Minimum Mean Square Error (MMSE), and Maximum Likelihood Estimation (MLE). The work also analyzes the complexity of these techniques and explores the effects of different system parameters, such as the number of antennas, FFT size, and Cyclic Prefix (CP).
Channel Estimation, LTE Downlink, Least Squares (LS), Minimum Mean Square Error (MMSE), Maximum Likelihood Estimation (MLE), Pilot Symbols, OFDM, MIMO, Complexity Analysis, System Modeling, Simulation, Performance Evaluation.
Channel estimation is the process of characterizing the effects of the wireless medium on the transmitted signal. In LTE, it is crucial for accurate data recovery and relies on known pilot symbols inserted into the resource grid.
Least Square (LS) is simple but sensitive to noise. Minimum Mean Square Error (MMSE) offers better performance by considering noise but is more complex. Maximum Likelihood Estimation (MLE) often provides the best performance and can have lower complexity in specific implementations.
Research shows that increasing the number of antennas (e.g., from 2x2 to 4x4) generally improves the performance of the estimator, as it provides more spatial diversity and better signal quality.
Pilot arrangements determine how reference signals are placed. Block type is better for slow-fading channels, while Comb type is more effective for fast-fading channels as it tracks frequency variations more closely.
Complexity, measured in complex multiplications, determines the hardware requirements and energy consumption of the receiver. Efficient algorithms are essential for real-time processing in mobile devices.
Doppler shift, caused by mobility, creates time-varying channel conditions. High Doppler shifts (e.g., 300Hz in the EVA model) require more robust channel estimation techniques to maintain link quality.
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