{"title":"Unified framework for linear scale invariant signals, systems, and transforms: A tutorial","authors":"Anubha Gupta , Pushpendra Singh , Priya Aggarwal , Shiv Dutt Joshi","doi":"10.1016/j.dsp.2024.104880","DOIUrl":null,"url":null,"abstract":"<div><div>This paper presents a unified framework for linear scale invariant signals, systems, and transforms from a system theoretic perspective. The work is the scale counterpart of the theory related to linear shift invariant systems and transforms. Similar to Fourier and Laplace transforms that are used to study linear shift or time invariant systems, Mellin transform is used to study scale invariant systems. However, unlike the shift invariant theory, the theory related to scale invariant systems and transforms has so far not been presented with a unified approach. In this work, we present this theory from signal processing viewpoint, where we present the development of scale invariant transform as a systematic progression from scale series for scale periodic signals to scale invariant transform for scale aperiodic signals. We also present a few examples to illustrate the utility of the presented theory.</div></div>","PeriodicalId":51011,"journal":{"name":"Digital Signal Processing","volume":"157 ","pages":"Article 104880"},"PeriodicalIF":2.9000,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Digital Signal Processing","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1051200424005049","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
This paper presents a unified framework for linear scale invariant signals, systems, and transforms from a system theoretic perspective. The work is the scale counterpart of the theory related to linear shift invariant systems and transforms. Similar to Fourier and Laplace transforms that are used to study linear shift or time invariant systems, Mellin transform is used to study scale invariant systems. However, unlike the shift invariant theory, the theory related to scale invariant systems and transforms has so far not been presented with a unified approach. In this work, we present this theory from signal processing viewpoint, where we present the development of scale invariant transform as a systematic progression from scale series for scale periodic signals to scale invariant transform for scale aperiodic signals. We also present a few examples to illustrate the utility of the presented theory.
期刊介绍:
Digital Signal Processing: A Review Journal is one of the oldest and most established journals in the field of signal processing yet it aims to be the most innovative. The Journal invites top quality research articles at the frontiers of research in all aspects of signal processing. Our objective is to provide a platform for the publication of ground-breaking research in signal processing with both academic and industrial appeal.
The journal has a special emphasis on statistical signal processing methodology such as Bayesian signal processing, and encourages articles on emerging applications of signal processing such as:
• big data• machine learning• internet of things• information security• systems biology and computational biology,• financial time series analysis,• autonomous vehicles,• quantum computing,• neuromorphic engineering,• human-computer interaction and intelligent user interfaces,• environmental signal processing,• geophysical signal processing including seismic signal processing,• chemioinformatics and bioinformatics,• audio, visual and performance arts,• disaster management and prevention,• renewable energy,