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ISAAC: A Convolutional Neural Network Accelerator with In-Situ Analog Arithmetic in Crossbars
International Symposium on Computer Architecture, 2016A number of recent efforts have attempted to design accelerators for popular machine learning algorithms, such as those involving convolutional and deep neural networks (CNNs and DNNs).
A. Shafiee +7 more
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Biomedical Signal Processing and Control, 2020
Epilepsy, a common neurological disorder, is generally detected by electroencephalogram (EEG) signals. Visual inspection and interpretation of EEGs is a slow, time consuming process that is vulnerable to error and subjective variability.
H. Amin +2 more
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Epilepsy, a common neurological disorder, is generally detected by electroencephalogram (EEG) signals. Visual inspection and interpretation of EEGs is a slow, time consuming process that is vulnerable to error and subjective variability.
H. Amin +2 more
semanticscholar +1 more source
High-Performance FPGA-Based CNN Accelerator With Block-Floating-Point Arithmetic
IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2019Convolutional neural networks (CNNs) are widely used and have achieved great success in computer vision and speech processing applications. However, deploying the large-scale CNN model in the embedded system is subject to the constraints of computation ...
Xiaocong Lian +5 more
semanticscholar +1 more source
The Mathematics Teacher, 1971
Students new to computer programming often write computer programs that fail to perform as expected. Seeking to correct the resulting deficiencies, the student often looks in vain for an error in logic, when the true cause of the trouble may be a failure to consider the nature of computer arithmetic.
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Students new to computer programming often write computer programs that fail to perform as expected. Seeking to correct the resulting deficiencies, the student often looks in vain for an error in logic, when the true cause of the trouble may be a failure to consider the nature of computer arithmetic.
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Introduction: Computer Arithmetic
IEEE Transactions on Computers, 1983SINCE the inception of electronic computers, much effort has been directed towards the search of faster arithmetic techniques. For all scientific computations, the arithmetic units have always been considered as the heart of a digital computer. In the earlier approaches, emphasis on the arithmetic elements was limited to integer arithmetic with limited
D.P. Agrawal, T.R.N. Rao
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Higher Order Computer Arithmetic
1985 IEEE 7th Symposium on Computer Arithmetic (ARITH), 1985The floating-point arithmetic on computers is designed to approximate the corresponding operations over the real numbers as close as possible. In this paper it is shown by means of counterexamples that this need not to be true for existing machines. For achieving good numerical results a floating-point arithmetic approximating the real operations as ...
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2020
This chapter consists of a brief review or introduction, depending on the reader’s background, of the basics of computer arithmetic. The first two sections are on algorithms and designs of hardware units for addition and multiplication. (Subtraction is another fundamental operation, but it is almost always realized as the addition of the negation of ...
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This chapter consists of a brief review or introduction, depending on the reader’s background, of the basics of computer arithmetic. The first two sections are on algorithms and designs of hardware units for addition and multiplication. (Subtraction is another fundamental operation, but it is almost always realized as the addition of the negation of ...
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Computer Representation and Arithmetic
1995In Chapter 2, we looked at how numbers can be represented in the binary number system. In this chapter, we shall use the techniques we developed in Chapter 2 to investigate the ways in which numbers are represented and manipulated in binary form in a computer.
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