How Orthogonal is LoRa Modulation?
Насколько ортогональна модуляция LoRa?
2022-05-06
SCID: 54.1/b694b94y
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LoRa modulationbit error probabilitycross-correlation functionsdownchirpingspreading factors (SFs)
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Abstract (AI)
In this article, we provide, for the first time, a comprehensive understanding of long-range (LoRa) waveform theory in order to quantify its orthogonality. We present LoRa waveform expressions in continuous- and discrete-time domains, and analyze measures of orthogonality between different LoRa spreading factors (SFs) through cross-correlation functions. The cross-correlation functions are analytically expressed in a general form and they account for diverse configuration parameters (bandwidth, SF, etc.) and different cases of signal displacements (time delay shift, frequency shift, etc.). We quantify their mean and maximum in all time domains. We highlight the impact of the temporal displacement and different bandwidths. The general result is that LoRa modulation is nonorthogonal. First, we observe that for same bandwidths, the largest maximum cross-correlation happens for same SF and is equal to 100% due to same symbols; whereas for different bandwidths, the largest maximum cross-correlation is no longer observed at the same SF. Second, the maximum cross-correlation is less than 26% between different SFs, is higher for closer SFs, and decreases as the difference between SFs increases. After downchirping, the maximum cross-correlation increases and the mean decreases compared to those before downchirping. Moreover, the maximum cross-correlation is insignificantly impacted by the temporal delay, which makes it valid to adopt for the performance analysis of both synchronous and asynchronous systems. Finally, we analyze by simulating the bit error probability statistics for different bandwidth ratios and highlighting their correlated behavior with the insights obtained from the maximum cross-correlation expressions.
Key Findings
1
After downchirping, maximum cross-correlation increases while mean cross-correlation decreases compared to pre-downchirping values.
2
For differing bandwidths, the largest maximum cross-correlation does not necessarily occur at the same SF.
3
For identical bandwidths, the largest maximum cross-correlation occurs for identical SFs and reaches 100% because symbols coincide.
4
LoRa modulation is nonorthogonal: cross-correlation analysis shows nonzero interference between different signals and configurations.
5
Maximum cross-correlation between different SFs is below 26%, is higher for SFs that are closer, and decreases as SF difference increases.
6
Maximum cross-correlation is insignificantly affected by temporal delay, validating its use for both synchronous and asynchronous performance analyses.
7
Simulated bit error probability statistics for varying bandwidth ratios correlate with the maximum cross-correlation insights derived analytically.
Research Object
LoRa waveform/modulation signals (LoRa modulation across spreading factors and bandwidths)
Research Subject
Orthogonality properties quantified via cross-correlation (mean and maximum) between LoRa spreading factors and bandwidth configurations, including effects of time/frequency shifts, downchirping, and implications for bit error probability
Publication Details
Publication Date
2022-05-06
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