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46results about How to "Improve Quantization Efficiency" patented technology

Data processing method of neural network processor and neural network processor

The invention provides a data processing method of a neural network processor and a neural network processor. The method includes the following steps that: input data and corresponding weight absolute values are added together through an adder, wherein the input data are data of the output of a previous stage, and the input data and the weight absolute values are n-element vectors; and n-term data obtained after adding the input data and the corresponding weight absolute values together are subjected to n times of first nonlinear mapping; results obtained after the first nonlinear mapping are subjected to n times of accumulation operation through an accumulator, wherein the accumulation operation includes weight sign bit-controlled adding operation and subtraction operation; and a result obtained after the n times of accumulation operation is subjected to second nonlinear mapping, so that a processing result can be obtained, and data output is carried out, wherein the second nonlinear mapping is formulated according to the rules of neural network nonlinear mapping and the inverse mapping of the first nonlinear mapping. With the method adopted, quantization efficiency can be improved, and storage requirements and bandwidth requirements of data can be decreased.
Owner:HUAWEI TECH CO LTD

Method and device for generating psychoacoustic model

The invention discloses a method and device for generating a psychoacoustic model, and the method and device provided by the invention belong to the technical field of audio processing. The method comprises the following steps: using a modified discrete cosine transform (MDCT) to perform the time sequence analysis on an input time domain audio signal frame to obtain a MDCT frequency domain parameter; computing a spectrum flat measure function, a local maximum dominant component extension envelope of the frequency spectrum and a local minimum dominant component average envelope of the frequency spectrum according to the MDCT frequency domain parameter, and computing a local masking threshold according to the spectrum flat measure function, the local maximum dominant component extension envelope of the frequency spectrum and the local minimum dominant component average envelope of the frequency spectrum; and generating and outputting a global masking threshold according to the local masking threshold. By computing the local masking threshold through the spectrum flat measure function, the tone masking characteristic and non-tone masking characteristic of the audio signal are distinguished from each other, thereby achieving the purposes of distributing quantification bit numbers more reasonably and effectively improving the effect of the quantification efficiency.
Owner:HUAWEI TECH CO LTD +1

Crack defect quantification method and device based on magnetic flux leakage space integration

The invention discloses a crack defect quantification method and device based on magnetic flux leakage space integration. The method comprises the following steps: converting crack defect magnetic flux leakage signals under different lift-off values into analog voltage signals; carrying out integral operation on the crack defect magnetic flux leakage analog signals under different lift-off values by combining a mileage sampling trigger signal; sampling the output of the integral operation to obtain a first magnetic flux leakage signal integral value corresponding to the first lift-off value and a second magnetic flux leakage signal integral value corresponding to the second lift-off value; constructing an iterative equation to obtain a half-width quantitative numerical solution of the crack defect; obtaining a depth quantitative analytic solution of the crack defect according to a leakage magnetic field integration method; and outputting a quantitative size result of the crack defect. According to the invention, problems which may occur when a conventional magnetic flux leakage detection system directly samples a leakage magnetic field, such as leakage of crack magnetic flux leakage signals or loss of effective magnetic flux leakage signals, can be avoided; the theoretical model is clear, the calculation speed is high, the calculation result is accurate, and the crack defect size quantification efficiency is high.
Owner:TSINGHUA UNIV

Data processing method of neural network processor and neural network processor

The invention provides a data processing method of a neural network processor and a neural network processor. The method includes the following steps that: input data and corresponding weight absolute values are added together through an adder, wherein the input data are data of the output of a previous stage, and the input data and the weight absolute values are n-element vectors; and n-term data obtained after adding the input data and the corresponding weight absolute values together are subjected to n times of first nonlinear mapping; results obtained after the first nonlinear mapping are subjected to n times of accumulation operation through an accumulator, wherein the accumulation operation includes weight sign bit-controlled adding operation and subtraction operation; and a result obtained after the n times of accumulation operation is subjected to second nonlinear mapping, so that a processing result can be obtained, and data output is carried out, wherein the second nonlinear mapping is formulated according to the rules of neural network nonlinear mapping and the inverse mapping of the first nonlinear mapping. With the method adopted, quantization efficiency can be improved, and storage requirements and bandwidth requirements of data can be decreased.
Owner:HUAWEI TECH CO LTD
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