Lossless compression of industrial time series with direct access

نویسندگان

چکیده

The new opportunities generated by the data-driven economy in manufacturing industry have caused many companies opt for it. However, size of time series data that need to be captured creates problem having assume high storage costs. Moreover, these costs, which are constantly growing, begin an impact on profitability companies. Thus, this scenario, arises develop techniques allow obtaining reduced representations series. In paper, we present a lossless compression method industrial allows efficient access. That is, our aim goes beyond pure compression, where usual way access requires complete decompression dataset before processing Instead, decompressing portions dataset, and moreover, it direct querying compressed data. proposed combines access, typical lossy methods, with compression.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Lossless quantum data compression and secure direct communication

CONTENTS 5 7 Summary and Outlook 107 Acknowledgements V 6 CONTENTS Introduction Quantum information theory is the combination of quantum mechanics and information theory. The profit is on both sides: quantum mechanics gains valuable aspects concerning the physical interpretation of the theory, and information theory gains enhanced capabilities of information processing and communication. Classi...

متن کامل

Lossless and near-lossless image compression with successive refinement

We present a technique that provides progressive transmission and near-lossless compression in one single framework. The proposed technique produces a bitstream that results in progressive reconstruction of the image just like what one can obtain with a reversible wavelet codec. In addition, the proposed scheme provides nearlossless reconstruction with respect to a given bound after each layer ...

متن کامل

Lossless and near-lossless image compression with color transformations

A comparison of lossleess compression results is given for RGB, YCRCB and reversible JPEG 2000 color space. The paper describes the general conditions that rounding errors of a color transformation do not cumulate in the consecutive cycles of forward and inverse transformation. In particular, rounding errors of the RGB → YCRCB → RGB transformation do not accumulate in the consecutive transforma...

متن کامل

Lossless Microarray Image Compression by Hardware Array Compactor

Microarray technology is a new and powerful tool for concurrent monitoring of large number of genes expressions. Each microarray experiment produces hundreds of images. Each digital image requires a large storage space. Hence, real-time processing of these images and transmission of them necessitates efficient and custom-made lossless compression schemes. In this paper, we offer a new archi...

متن کامل

Simple Lossless and Near-lossless Waveform Compression

This report describes a program that performs compression of waveform les such as audio data. A simple predictive model of the waveform is used followed by Huuman coding of the prediction residuals. This is both fast and near optimal for many commonly occuring waveform signals. This framework is then extended to lossy coding under the conditions of maximising the segmental signal to noise ratio...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Computers in Industry

سال: 2021

ISSN: ['1872-6194', '0166-3615']

DOI: https://doi.org/10.1016/j.compind.2021.103503