More Is Less: Signal Processing and the Data Deluge 论文

2011Science引用 242
Anomaly Detection Techniques and ApplicationsNeural Networks and ApplicationsSparse and Compressive Sensing Techniques

摘要

The data deluge is changing the operating environment of many sensing systems from data-poor to data-rich--so data-rich that we are in jeopardy of being overwhelmed. Managing and exploiting the data deluge require a reinvention of sensor system design and signal processing theory. The potential pay-offs are huge, as the resulting sensor systems will enable radically new information technologies and powerful new tools for scientific discovery.