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Survey on use of datamining
1. SURVEY ON USE OF DATAMINING
IN ELECTRICAL FIELD
BY:
S. ANMITA
2. AGENDA
Electricity and its usage
Datamining
Datamining in machine learning
Datamining in electricity usage
Wastage of electricity
Consumption of electricity
Survey on consumption of electricity by datamining
algorithms
New idea for electrical consumption using datamining
algorithm
Future scope and conclusion
3. ELECTRICITY
• Electricity is the basic need for live a life shopaticated
• Electricity is a physical phenomena associated with the
presence and motion of electric charge.
• As electricity cannot be stored it need to be generated
6. DATAMINING
In today’s world Data Plays Major role in various field and we mine that data
to get
Useful information for Future use
Data mining is used to mine these data which in turns give knowledge on
the data and it can give different patterns of data
Data mining is the step of the "knowledge discovery in databases process”,
or KDD
7. DATAMININGIN MACHINE LEARNING
• Machine learning is the field which raised out of Artificial intelligence.
• Machine learning started to grow since 1990s
• Machine learning borrowed model methods from statistics and probability theory
• It has ability to
increase digital information
Transmit data
Understading the concepts soon
9. DATAMININGIN
ELECTRICITY USAGE
Electricity market price forecasting
Used to manage the meter Data
Tracking end user usage paten
Electricity load data characterization
Electricity theft detection
forecasting electricity prices.
10. WASTAGE OF ELECTRICITY
Electrical consumption is proportional to
the usage of electricity
The wastage of electricity is due to
increase in usage of electricity.
In an electrical system losses can be
classified in to two categories technical
and non-technical.
11. WASTAGE OF ELECTRICITY
2015
58%
2016
23%
2017
10%
2018
9%
Electricity Wastage
2015
2016
2017
2018
A day about 6%-20% transmission 4% distribution or 69
trillion buts in the world is said jordan wirfs-broks
There are many reason to wastage of electricity due to
Running machine in factories
Simply switch on lights in morning
For making foods using electrical appliances
By charging mobile and laptops full time in a day
By washing clothes using washing machine
Make refrigerator on full day to store foods
Switch on street lights in morning etc..,
12. CONSUMPTIONOF ELECTRICITY
We can consume our electricity in many Tips.
Turn off unnecessary lights
Use natural light
Take shorter showers
Ditch the desktop computer
Avoid Use the microwave, crock pot or toaster oven
Be efficient with refrigeration usage
We can also consume electricity by not using the above mentioned .we
can make use of data minng for efficient usage of electricity. Let move to
some survey on datamining in the field of electricity.
13. SURVEYONCONSUMPTIONOF ELECTRICITYBY DATAMINING
ALGORITHMS
Name of the Author Title of the Paper Algorithm used in
paper
year
1.Bikash sharma Application of data
mining, management of
performance
and power in Data
centres
Nearst neighbour,
Navie Bayes,
CART,
Regression Tree,
k-means and
Logistic
regression
_
2. konstantincs blazakis,
Darazani,Georgios,
Loana -pisica
Lesson learn from
mining meter of
residential consumer
k-means
PDA(Principal
Component Analysis)
2016
14. Name of the Author Title of the paper Algorithm used in
paper
year
3.Ali Darudi Masoud
Bashari
Electricity forecasting
using a new Data fusion
algorithm
Data fusion algorithm 2015
4..Xin -Lu,,Xeu LI,
Zhao yang Dong
Electricity market price spike
fore-Cast with
data-Mining technique
fuzzy neutral auto -
regression ,SDI,RDI 2005
5. Jian deng Modelling and prediction on
china's electricity
consumption using neutral
networking.
Error back-propagation
Algorithm. 2010
15. Name of the
Author
Title of the paper Algorithm used
in paper
year
Noorrollah Karimtabar
and Sadegh
Analysis and predicting
electricity consumption
Using datamining
techniques
Regression mode
prediction 2015
7. Hiroyuki
moki and Akira
Awata
Datamining of
electricity price
forecasting
with regression tree
and normalization
NRBFN.
NRBFN
2007
Many researchers have made their research in this field they have used different data
minig teechniques for mining electricity data
16. NEW IDEA FOR ELECTRICAL CONSUMPTION USING
DATAMINING ALGORITHM
Limitation in survey
they are able only to cluster or classify the data.
The above given survey authors focus only consumed data by different data technique that
is not efficient
Our idea is to controlling unconsumed data by sensor these leads to reduce electricity bill
through bulbs
17. PROBLEMSTATEMENT
can define main three problems for increase electricity bills by bulbs
1. switch on lights in morning or full day
2. switch on the bulb due to darken painting for the wall.
3. absence of windows make to switch on the bulb
We can overcome these by using sensors
18. NEW IDEA FOR ELECTRICAL CONSUMPTION USING
DATAMINING ALGORITHM
• In these concern our ideas is to determine the parameters such as
• Colour of the light
• Amount of sunrays
• Temperature of the room
By using the sensors it determine the intensity of the light by vagueness in fuzzy algorithm
FUZZY data mining algorithm. Fuzzy logic is used in data mining .Fuzzy logic is a form of
many-valued logic in which the true variables are real numbers between 0 and 1 .The values
range between completely true or false.
19. NEW IDEA FOR ELECTRICAL CONSUMPTION USING
DATAMINING ALGORITHM
• Fuzzy logic is used in data mining
• Fuzzy logic is a form of many-valued logic in which the true variables are real numbers
between 0 and 1 .The values range between completely true or false.
Usally,
if(intensity= =high)
room will bright
break
if(intensity= =low)
room will dark
These leads to increase electricity bill,. By sensors using prediction concept in fuzzy logic
algorithm the sensors measure intensity of light and bring output according to paint and
temperature.
20. FUTURE SCOPE
Our idea future scope will work as
These sensor fixed in wall .
It start to passes signals from sensor to bulb.
The bulb blinks according to the sunlight rays, room temperature and colour of
the wall.
These process reduces the electricity bill due to less watt output from the bulb.
21. CONCLUSION
A day a light release many kilowatts in a day
876 kilowatt - per day. The costs
kilowatt hour - 15cents
Hope our idea should reduce electricity bill
through bulbs IN FUTURE