The document discusses the integration of artificial intelligence (AI) in power systems, highlighting the need for advanced techniques due to increasing complexity and demands in electrical networks. It explains various AI technologies, such as artificial neural networks (ANNs) and their potential applications in optimizing power generation, transmission, and distribution. The conclusion emphasizes the necessity for new algorithms that improve efficiency and real-time implementation in power system management.

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06/03/2021
AI IN POWER SYSTEM.
Presented By- Muley Vaishnavi D.
Guided By- Prof. P.H.Durole
Welcome

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CONTENT
 Introduction
 Brief on System
 Conclusion
 References

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Introduction
• What is Power System?
An electric power system is a network of
electrical components used to supply,
transmit and use electric power.
Power systems engineering is a
subdivision of electrical engineering that
deals with the generation, transmission,
distribution and utilization of electric
power and the electrical devices connected
to such systems like generators, motors and
transformers.

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What is Artificial Intelligence?
AI is known to be the intelligence exhibited by machine and software , for
example ,robots and computer programs.
The terms is generally used to be developing system equipped with the
intellectual processes and characteristics of humans, like ability to
think ,reason, find the meaning.

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Real time Application of Artificial Intelligence
• Marketing.
• Banking.
• Social media.
• Digital Assistants.
• Electrical Power System.

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Why Artificial Intelligence Use In Power System
• The growth of the power system,
complexity in the networks is increased
tremendously.
• For industrial development with power
system expansion; stability, strengthening,
reliability, technical advancements,
selection and dynamic response of the
power system are essential.
• As a consequence of this power system
analysis by conventional techniques and
conclusions from the acquired data, the
process for the information, management
of remote devices and utility became more
complicated and time-consuming.

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Modern AI technologies include the following techniques:
Expert System Techniques (XPS)
Fuzzy Logic systems (FL)
Genetic algorithm (GA)
Artificial Neural Networks (ANNs)

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1.Artificial Neural Networks (ANNs)
ANN mathematical models simulate the human biological neural network for
processing information where each neuron produces one output as a function
of inputs. Each type of neural network is capable of some specific work after
being trained and is able to conclude a function from observations faced in
real life such as function approximation, classification, data processing, etc.

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How ANNs can be used in power systems:
The problems in generation, transmission and distribution of electricity can be fed to the
ANNs so that a suitable solution can be obtained. Given the constraints of a practical
transmission and distribution system, the exact values of parameters can be
determined .For example, the value of inductance, capacitance and resistance in a
transmission line can be numerically calculated by ANNs taking in various factors like
environmental factors, unbalancing conditions, and other possible problems.

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Conclusion
The most recent techniques which are used for distance protection of
transmission line. Neural network is considered to be a fast, robust and
accurate technique. But, fuzzy logic systems are subjective and heuristic and
are simpler than the wavelet transform or the neural network based techniques.
Better performance is obtained with GA as compared to conventional
techniques. But, most of the available tools for fault detection and
classification are not efficient and are not investigated for real time
implementation. So, for this there is a need for new algorithms that have high
efficiency and suitable for real time usage. All these techniques have their own
features and researches are still going on to obtain lesser operating time of
relay at high speed.

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Reference:-
• http://iosrjournals.org/iosr-jce/papers/necon/volume-1/B.pdf
• https://
towardsdatascience.com/how-artificial-intelligence-is-impacting-our-everyday-lives-eae3b633
79e1
• https://www.electricalindia.in/artificial-intelligence-an-advanced-approach-in-power-systems/
#:~:text=AI%20%E2%80%93%20New%20Applications%20in%20Power%20Systems&text=
Current%20approach%20of%20AI%20in,Cell%20and%20thermal%20power%20plant.
• https://www.youtube.com/watch?v=EYeF2e2IKEo
• https://jcboseust.ac.in/electrical/images/notes/aitech_ug_ai_reactive_power_control.pdf

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THANK YOU