Essays about: "floating point quantization"

Showing result 1 - 5 of 7 essays containing the words floating point quantization.

  1. 1. FPGA Accelerated Digital Image Correlation For Clamping Force Measurement

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : János Csanád Csuvarszki; [2023]
    Keywords : Digital image correlation; Field-programmable gate array; High-level synthesis;

    Abstract : Digital image correlation is a contactless optical method used for displacement and strain measurement which has become increasingly popular in the field of experimental mechanics. A specialized use case for the algorithm is to measure the clamping force in bolted joints, a crucial metric when considering the longevity and reliability of the constructs. READ MORE

  3. 2. Mapping quantized convolutional layers on the SiLago platform

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Yue Zhang; [2022]
    Keywords : SiLago; algorithm mapping; quantized neural networks; convolution; SiLago; algoritmkartläggning; kvantiserade neurala nätverk; faltning;

    Abstract : Convolutional neural networks (CNNs) have been utilized in various applications, such as image classification, computer vision, etc. With development, the complexity and computation of CNNs also increase, which requires more memory and resources when deployed on devices, especially embedded systems. READ MORE

  4. 3. Optimizing Convolutional Neural Networks for Inference on Embedded Systems

    University essay from Uppsala universitet/Signaler och system

    Author : Lucas Strömberg; [2021]
    Keywords : Machine Learning; Embedded Systems; Computer Science; CNN; Quantization; Pruning;

    Abstract : Convolutional neural networks (CNN) are state of the art machine learning models used for various computer vision problems, such as image recognition. As these networks normally need a vast amount of parameters they can be computationally expensive, which complicates deployment on embedded hardware, especially if there are contraints on for instance latency, memory or power consumption. READ MORE

  5. 4. Evaluation of Word Length Effects on Multistandard Soft Decision Viterbi Decoding

    University essay from Elektroniksystem

    Author : Ahmed Salim; [2011]
    Keywords : Soft-Decision Viterbi; Tail-biting; Zero-tail; Direct Trace-back; Word Length effects; floating point quantization; BER analysis;

    Abstract : There have been proposals of many parity inducing techniques like Forward ErrorCorrection (FEC) which try to cope the problem of channel induced errors to alarge extent if not completely eradicate. The convolutional codes have been widelyidentified to be very efficient among the known channel coding techniques. READ MORE

  6. 5. Analysis of Fix‐point Aspects for Wireless Infrastructure Systems

    University essay from Karlstads universitet/Fakulteten för teknik- och naturvetenskap

    Author : Andreas Grill; Robin Englund; [2009]
    Keywords : fixed-point; fixed point; telecommunication; DSP; MATLAB; Fixed‐Point Toolbox; least squares solution; floating point; Householder QR decomposition; saturation; quantization error;

    Abstract : A large amount of today’s telecommunication consists of mobile and short distance wireless applications, where the effect of the channel is unknown and changing over time, and thus needs to be described statistically. Therefore the received signal can not be accurately predicted and has to be estimated. READ MORE