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By: Tahir Riaz Sindhu
FA16-REE-004
Topic:
Stochastic
โ€ข The word stochastic comes from
the Greek (stokhos, "aim")
โ€ข It occurs in various professional
and academic fields.
https://en.wikipedia.org
Definition
โ€ข A Stochastic Process (or random
process) is a probability model used
to describe phenomena that evolve
over time or space.[1]
โ€ข Opposite of a Deterministic Process
[1] The Oxford Dictionary of Statistical Terms.
Examples
โ€ข Simple Walk
โ€ข Blackjack Game
โ€ข Researchers use the term stochastic
systems to describe the physical systems in
which the values of parameters, measurements,
expected input, and disturbances are uncertain
โ€ข Probability Theory says that a purely
stochastic system is one whose state is
randomly determined, having a random
probability distribution or pattern that may be
analyzed statistically but may not be predicted
precisely.
https://en.wikipedia.org
Stochastic systems and processes play a fundamental role
in mathematical models of phenomena in many fields
Science Engineering
Finance Economics
https://en.wikipedia.org
Uses of Stochastic Process in
different fields of Science
โ€ข Mathematical Theory
โ€ข Artificial Intelligence
โ€ข Natural Science
( Physics, Biology, Medicine, Geomorphology , Creativity )
โ€ข Computer Science
โ€ข Music
โ€ข Subtractive Color Reproduction
โ€ข Language And Linguistics
โ€ข Social Sciences
โ€ข Business ( Manufacturing , Finance , Media )
https://en.wikipedia.org
โ€ข Electrical Grid Management
โ€ข Smart grids
โ€ข Telecommunication
โ€ข Markov Chain
โ€ข Monitoring Network Congestion
Uses of Stochastic Process in
Electrical Engineering
Continuous-time
Markov Chain (CTMC)
โ€ข It is a continuous-time stochastic process
with the Markov property which means
that future behaviour of the model
depends only on the current state of the
model and not on historical behaviour.
Telecommunication
โ€ข When messages flow from a source to a
destination (end-to-end) through a network.
Network conditions are extremely stochastic
in nature.
โ€ข Stochastic Power Grid Analysis
Automation and Test in Europe Conference and Exhibition (DATEโ€™05) 1530-1591/05 IEEE
โ€ข Stochastic Model for Power Grid Dynamics
Fortieth Hawaii International Conference on System Sciences, January 3-6, 2007, Big Island, Hawaii]
โ€ข Stochastic Information Management in Smart Grid
IEEE Paper
โ€ข Adaptive Stochastic Control for the Smart Grid
IEEE Paper
Google Images
Universities are Offering
Stochastic Process Course in
Graduate Programs Of
Asian Universities
โ€ข Manny top ranked Asian universities are offering
Stochastic Process course, for their Electrical Graduate
program
For Example
1. National UNIVERSITY OF SINGAPUR (Japan)
2. Tsinghua University ( China )
3. Comsats ( Pakistan)
According To โ€œTHEโ€
Ranking
๏ถ California Institute of Technology
Department of Electrical engineering (United States)
EE 164. Stochastic and Adaptive
๏ถ MIT University (Department of Electrical engineering )
6.265J Advanced Stochastic Processes
https://www.timeshighereducation.com/
According to โ€œTHEโ€ top ranked engineering
universities of world are teaching Stochastic
Processโ€ course to their Graduate students.
For Example
Conclusion
โ€ข This course aims to help students acquire both the
mathematical principles and the intuition necessary to
create, analyze, and understand insightful models for a
broad range of these processes. The range of areas for
which discrete stochastic-process models are useful is
constantly expanding, and includes many applications in
engineering, physics, biology, operations research and
finance.
โ€ข Studying this course helps to improve the quality of
research work for Electrical Engineers
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science
Importance of stochastic process
Importance of stochastic process

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Importance of stochastic process

  • 1. By: Tahir Riaz Sindhu FA16-REE-004 Topic:
  • 2. Stochastic โ€ข The word stochastic comes from the Greek (stokhos, "aim") โ€ข It occurs in various professional and academic fields. https://en.wikipedia.org
  • 3. Definition โ€ข A Stochastic Process (or random process) is a probability model used to describe phenomena that evolve over time or space.[1] โ€ข Opposite of a Deterministic Process [1] The Oxford Dictionary of Statistical Terms.
  • 5. โ€ข Researchers use the term stochastic systems to describe the physical systems in which the values of parameters, measurements, expected input, and disturbances are uncertain โ€ข Probability Theory says that a purely stochastic system is one whose state is randomly determined, having a random probability distribution or pattern that may be analyzed statistically but may not be predicted precisely. https://en.wikipedia.org
  • 6. Stochastic systems and processes play a fundamental role in mathematical models of phenomena in many fields Science Engineering Finance Economics https://en.wikipedia.org
  • 7. Uses of Stochastic Process in different fields of Science โ€ข Mathematical Theory โ€ข Artificial Intelligence โ€ข Natural Science ( Physics, Biology, Medicine, Geomorphology , Creativity ) โ€ข Computer Science โ€ข Music โ€ข Subtractive Color Reproduction โ€ข Language And Linguistics โ€ข Social Sciences โ€ข Business ( Manufacturing , Finance , Media ) https://en.wikipedia.org
  • 8. โ€ข Electrical Grid Management โ€ข Smart grids โ€ข Telecommunication โ€ข Markov Chain โ€ข Monitoring Network Congestion Uses of Stochastic Process in Electrical Engineering
  • 9. Continuous-time Markov Chain (CTMC) โ€ข It is a continuous-time stochastic process with the Markov property which means that future behaviour of the model depends only on the current state of the model and not on historical behaviour.
  • 10. Telecommunication โ€ข When messages flow from a source to a destination (end-to-end) through a network. Network conditions are extremely stochastic in nature.
  • 11. โ€ข Stochastic Power Grid Analysis Automation and Test in Europe Conference and Exhibition (DATEโ€™05) 1530-1591/05 IEEE โ€ข Stochastic Model for Power Grid Dynamics Fortieth Hawaii International Conference on System Sciences, January 3-6, 2007, Big Island, Hawaii]
  • 12. โ€ข Stochastic Information Management in Smart Grid IEEE Paper โ€ข Adaptive Stochastic Control for the Smart Grid IEEE Paper Google Images
  • 13. Universities are Offering Stochastic Process Course in Graduate Programs Of
  • 14. Asian Universities โ€ข Manny top ranked Asian universities are offering Stochastic Process course, for their Electrical Graduate program For Example 1. National UNIVERSITY OF SINGAPUR (Japan) 2. Tsinghua University ( China ) 3. Comsats ( Pakistan)
  • 15. According To โ€œTHEโ€ Ranking ๏ถ California Institute of Technology Department of Electrical engineering (United States) EE 164. Stochastic and Adaptive ๏ถ MIT University (Department of Electrical engineering ) 6.265J Advanced Stochastic Processes https://www.timeshighereducation.com/ According to โ€œTHEโ€ top ranked engineering universities of world are teaching Stochastic Processโ€ course to their Graduate students. For Example
  • 16. Conclusion โ€ข This course aims to help students acquire both the mathematical principles and the intuition necessary to create, analyze, and understand insightful models for a broad range of these processes. The range of areas for which discrete stochastic-process models are useful is constantly expanding, and includes many applications in engineering, physics, biology, operations research and finance. โ€ข Studying this course helps to improve the quality of research work for Electrical Engineers https://ocw.mit.edu/courses/electrical-engineering-and-computer-science