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Upsampling01:22

Upsampling

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Managing signal sampling rates is essential in digital signal processing to maintain signal integrity. A decimated signal, characterized by a reduced frequency range due to its lower sampling rate, can be upsampled by inserting zeros between each sample. This upsampling process expands the original spectrum and introduces repeated spectral replicas at intervals dictated by the new Nyquist frequency. To refine this zero-inserted sequence, it is passed through a lowpass filter with a cutoff...
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The Fast Fourier Transform (FFT) is a computational algorithm designed to compute the Discrete Fourier Transform (DFT) efficiently. By breaking down the calculations into smaller, manageable sections, the FFT significantly reduces the computational complexity involved. Direct computation of an N-point DFT requires N2 complex multiplications, whereas the FFT algorithm needs only (N/2)log⁡2N multiplications, offering a much faster performance.
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When considering a sampled sequence with zero values between sampling instants, one can replace it by taking every N-th value of the sequence. At these integer multiples of N, the original and sampled sequences coincide. This process, known as decimation, involves extracting every N-th sample from a sequence, thereby creating a more efficient sequence.
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Biasing a Junction Field Effect Transistor (JFET) is crucial for setting operational parameters and ensuring efficient functioning in electronic circuits. JFETs are characterized by using a single carrier type in N-channel or P-channel configurations, where the channel is surrounded by PN junctions. These junctions are central to the device's ability to control current flow.
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In signal processing, a continuous-time signal can be sampled using an impulse-train sampling technique, followed by the zero-order hold method. Impulse-train sampling involves the use of a periodic impulse train, which consists of a series of delta functions spaced at regular intervals determined by the sampling period. When a continuous-time signal is multiplied by this impulse train, it generates impulses with amplitudes corresponding to the signal's values at the sampling points.
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Related Experiment Video

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A Real-Time Wearable Electromyography Measurement System for Small Animals
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A FPGA Implementation of JPEG Baseline Encoder for Wearable Devices.

Yuecheng Li1, Wenyan Jia1, Bo Luan2

  • 1Department of Neurological Surgery, University of Pittsburgh, Pittsburgh, PA 15213, USA.

Proceedings of the IEEE ... Annual Northeast Bioengineering Conference. IEEE Northeast Bioengineering Conference
|July 21, 2015
PubMed
Summary
This summary is machine-generated.

This study presents an efficient Field-Programmable Gate Array (FPGA) implementation for JPEG image compression, ideal for wearable health devices. The design optimizes real-time performance and resource usage using High-Level Synthesis (HLS).

Keywords:
JPEGefficient implementationhealth and wellnesshigh level synthesisparallel computingwearable devices

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Area of Science:

  • Digital Signal Processing
  • Embedded Systems Engineering
  • Computer Vision

Background:

  • Wearable devices require efficient image compression for health and wellness applications.
  • Field-Programmable Gate Arrays (FPGAs) offer a flexible hardware solution for real-time processing.
  • Balancing performance and resource utilization is critical for embedded systems.

Purpose of the Study:

  • To present an efficient FPGA implementation of the JPEG baseline encoder for wearable health and wellness devices.
  • To leverage High-Level Synthesis (HLS) for flexible FPGA software development and optimized resource utilization.
  • To validate the performance of the proposed FPGA implementation in a real-world system.

Main Methods:

  • Utilized High-Level Synthesis (HLS) tool for system design and FPGA implementation.
  • Developed an optimized dataflow configuration with a padding scheme for simplified data transfer timing control.
  • Integrated and tested the JPEG encoder on a system-on-chip (SoC) multi-sensor platform.

Main Results:

  • Achieved efficient real-time performance for JPEG baseline image compression.
  • Demonstrated effective balance between computational efficiency and FPGA resource utilization.
  • Verified the implementation's suitability for wearable health and wellness applications through experimental validation.

Conclusions:

  • The proposed FPGA implementation of the JPEG baseline encoder is efficient and suitable for wearable devices.
  • HLS provides flexibility and aids in optimizing performance and resource usage for embedded image compression.
  • The validated design meets the demands of real-time processing in health and wellness applications.