# Towards statistical machine learning for edge analytics in large scale networks: Real-time Gaussian function generation with generic DSP

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### Cites background or methods from "Towards statistical machine learnin..."

...Clipped signals are then fetched from the C28x LUT, sequenced, and concatenated together [37] - [40] (using Embedded C) to generate different 2-GMM and 3-GMM models for the C28x DSP....

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...0139) ensures that the positive half cycle part (half sine) will approximate the needed Gaussian distribution with a low mean square error (MSE) as discussed extensively in [24]....

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...Needed parts of sine waves that represents different Gaussian shapes are then clipped and stored in the C28x DSP lookup table (LUT) [24]....

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...The signal processing method adopted is first to construct sine waves that have different frequencies for the C28x DSP using Embedded C. Needed parts of sine waves that represents different Gaussian shapes are then clipped and stored in the C28x DSP lookup table (LUT) [24]....

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...8 peak SDI value hence could be obtained for the needed GMM plots in CCS since for the C28x DSP, the DAC analog voltage waveform [24], [48] is given is...

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##### References

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### Additional excerpts

..., [9], [10], [11], [12], are designed using widely available, industrial, real-time DSP....

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5,198 citations

### "Towards statistical machine learnin..." refers background in this paper

...With memory and computing power shortages, adequate real-time analytics, inference and decisions that will lead to IoT system optimization will be almost impossible [2], [3]....

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113 citations

### "Towards statistical machine learnin..." refers methods in this paper

...The sine wave part corresponding to the height and width of the gaussian distribution is clipped [21] and stored in C28x LUT....

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40 citations

### "Towards statistical machine learnin..." refers background in this paper

...One of the suggested solutions to this problem is that various communications systems, such as wireless, wired (including PLC [4]) and fiber optics should be made to work together (as shown in Fig....

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...TMS320C2000 is designed for PLC at the low voltage end of the SG....

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...In this paper, gaussian distribution functions are designed using C28x real-time digital signal processor (DSP) that is embedded in the TMS320C2000 modem designed for powerline communication (PLC) at the low voltage distribution end of the smart grid, where numerous devices that generate massive amount of data exist....

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32 citations

### "Towards statistical machine learnin..." refers background in this paper

...1) to provide adequate communication bandwidth for interacting IoT devices [5], [6], [7]....

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