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Published on: March 13, 2017
First detection of threshold crossing events under intermittent sensing.
Aanjaneya Kumar1, Aniket Zodage1, M S Santhanam1
1Department of Physics, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pune 411008, India.
This study introduces the concept of first detection time for intermittent sensors monitoring stochastic processes. We derive its distribution for birth-death processes and show its relation to first passage time, aiding in real-world applications.
Area of Science:
- Stochastic Processes
- Probability Theory
- Applied Mathematics
Background:
- First passage time is crucial in science and engineering, assuming continuous monitoring.
- Realistic sensors often operate intermittently, necessitating a different metric: first detection time.
- Existing models typically assume continuous sensor activity, limiting applicability.
Purpose of the Study:
- To analyze the first detection time for a birth-death process with an intermittent sensor.
- To establish the relationship between first detection time and first passage time.
- To demonstrate the framework's utility in various applications and infer first passage time from first detection time.
Main Methods:
- Developed analytical methods to derive the first detection time distribution for birth-death processes.
- Utilized simulations to validate the analytical results.
- Applied the framework to compartmental models (SIS, logistic) and birth-death processes with resetting.
Main Results:
- Obtained the first detection time distribution for the studied stochastic process.
- Demonstrated that first detection time is derivable from first passage time.
- Showed excellent agreement between analytical predictions and simulation data.
- Successfully applied the framework to diverse models and addressed the inverse problem.
Conclusions:
- The first detection time is a relevant metric for intermittently monitored stochastic processes.
- The derived relationship between first detection and first passage times offers practical insights.
- The developed framework is versatile and applicable to various scientific and engineering problems.
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