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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3873
Smart and Efficient Load Control System using Dynamic tariff
Harshida B. Chaudhari 1, Prof.Arun B.Nandurbarkar 2
1 Student, Electronics and Communication Engineering Department,
L.D.College of Engineering, Ahmedabad, Gujarat, India.
2 Professor, Electronics and Communication Engineering Department
L.D.College of Engineering, Ahmedabad, Gujarat, India.
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Now a day we know that Dynamic pricing is
only one of the best tools to achieve demand side
management in Electricity Industries for. The selection
then the implementation of the appropriate dynamic
pricing scheme is required for properenhancementofthe
consumers electrical load profile as required by demand
side management systems. Thispaperhighlightshowcan
we design and implement of IoT based energy efficient
system using dynamic tariff schemes. This design can be
innovate the pattern of energy consumption by the
different categories of the consumers as per the rate of
tariff vary according to the variation in load on the
system. The consumers of electricity can be plan for their
consumption according to essential use of electricity and
non- essential use of electricity as per the dynamic tariff.
Indirectly consumer of electricity can be scheduled their
consumption to get benefits by optimum utilization of
electricity as per tariff changes or vary. This proposed
system can be contribute to increase the loadfactorofthe
power system during off peak period by encouraging the
consumers of electricity with the help of providing
variation of rate charged to the consumers, this will
results in the production cost of electricity perunitwill be
reduced. It will beneficial to both side’s consumersaswell
as suppliers. This system provides monitoring facility to
consumers to acquire knowledge of their consumption
which will be helpful to plan their utilization of home
appliance or domestic load.
Key Words: IoT (Internet of Things), Microcontroller,
LCD display, embedded programming, temperature
sensor, HTML, PHP web server, Ethernet Library stack,
and Xamp software for local web server.
1. INTRODUCTION
Electricity is the resource that drives the modern economy.
Electricity market and Utilities are used to offer and
introduces a uniform Electricity price Structure to
Consumers like household or industrial. These prices can’t
reflect neither the total cost of electricity generation nor
distribution. To face the peak load criteria, it is required and
essential to add an additional electricity sources. These
sources will be used if and only if there are a peak periods
otherwise, these sources will be idle. To reduce the added
power capacity, power suppliers will run to use dynamic
pricing schemes which have the ability to enhance the load
profiles and reduce the power consumption and
consequently will increase the efficiency of generation and
distribution power plants [1]. Dynamic pricing has lots of
benefits to the consumers’ side, because it givesopportunity
to the consumers to decrease the electrical bill by using
preferable pricing scheme technique or by demand side
management technique. Dynamic pricing is one of the main
aspects of smart grid. The main objectives of smart grid are
to increase power system efficiency,reduce peak-to-average
load ratio, minimize the cost of production and incorporate
Renewable Energy Sources (RES) [2]. For example;real time
pricing is one of the smart grid objectives as the production
cost of electricity depends on usage time; it is higher during
peak hours and lower during off peak hours [3].
Electricity is used to illuminate and condition our homes, to
power our businesses and factories, and to operate the
appliances and devices that enhanceourqualityoflife.Retail
electricity markets generally offer flat pricing or block
pricing. Prices remain unchanged irrespective of demand in
the first case, while in the second, the per unit rate of
electricity either increases or decreases with increasing
slabs of electricity consumption [4].
Dynamic pricing experiments are intended to reveal how
consumers respond to electricity prices and identify the
most promising mechanisms suitable for wide-scale
deployment. Traditional electricity rate structures do not
reflect the cost difference of supplying electricity in peak
versus off-peak hours. Therefore, the customer has no
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3874
market incentive to adjust their pattern of electricity
consumption. Dynamic pricing options such as time of use
(TOU), critical peak pricing (CPP), critical peak rebate(CPR),
real time pricing (RTP), and variablepeak pricing(VPP),that
reflect time-varying cost of electricity supply, have been in
use worldwide to encourage peak load management and
demand reduction.
1.1 Dynamic Pricing
Dynamic pricing is also known as surge pricing, demand
pricing or time based pricing in which the business like
electricity industries decide orsettheflexiblepricesfortheir
products or their services.
The classification of Dynamic pricing schemes will be as
below.
1. Real time Pricing: It is the purest form of dynamic pricing
scheme with maximum uncertainty for the consumer. Here
the prices changes with regular interval of one hour or less
or more and the consumers are made aware of the prices
beforehand as per the design of the scheme. Usually, RTP
schemes were offered to utilities or largest companies but,
because of the rapid decrease in the cost of advanced infra-
structure metering systems,
2. Critical peak pricing: In this type of pricing schemes
consumers are charged at higher fix rate during a few peak
hours on a day and discounted rate during rest of the day.
Prices are changing depending on the system costs or
operating conditions with the electric utility or the local
distribution company.
3. Time of use Pricing (TOU): These are called pre declared
tariff varying different time of day during high during peak
hours and low during peak hours. Thistypeofschemecan be
stay effective for short or long term so that’s why it is also
called time of day tariff.
1.2 Problem Definition:
Smart meters present these challenges and costs to the
electric company...
 Transitioning to new technology and processes
 Managing public reaction and customer acceptance
of the new meters
 Making a long-term financial commitment to the
new metering technology and related software
 Managing and storing vast quantities of metering
data
 Ensuring the security of metering data
Smart meters pose these challenges to consumers...
 Verifying that the new meter is accurate
 Protecting the privacy of their personal data
 Paying additional fees for the new meter
Chart -1: Graph of Risk and Potential of dynamic pricing
2. System Design
The system design consist of software for web browser,
hardware with microcontroller, Router, Ethernet cable etc.
1. Software requirement for system
In this System we would be used Xampp software to
create a virtual web server for testing and develop purpose
of the system. And also for PCB designing purpose we used
Altius software.
2. Hardware Requirement for system
We will be used Microcontroller ATMEGA 328P
because it gives high performance at lower power in any
system design. We also used router for create a Network
connection and used as an IOT gateway of the system.
The controller ATMEGA 328P is 8-Bit Microcontroller from
Atmel and advanced RISC architecture.Controllerhave32KB
of programmableFLASH,1KBofEEPROM,2KBSRAM 10,000
Write and Erase Cycles for Flash.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3875
2.1 System Circuit
System circuit describes the block diagram of the system in
which how the model was developed and how will it work.
And also the components used for conditioning the signal
and their output.
1. Block diagram
Fig -1: Block diagram of proposed system
The block diagram of the proposed model is as shown in fig.
As per the title given the system will be smart in the case
because the system will be work if the rate would be change
and also the time duration will be change. In this model the
developed system will be connect with the smart meter and
control the house and industrial load automatically as per
the change the rate and also as per the time duration will be
change like in off peak hour some instrument are
automatically off.
The consumption of energy will deduce in the electricity bill
and we consume the price money. In this system we given
input of rate or time duration from the virtual web server
this data are then available in virtual IOT cloud network and
then this system connected with meter fetch the data from
the cloud network and control the load connect in thecircuit
like LCD,LED,Bulb Etc.
Fig -2: output of the virtual web server
Fig -3: Hardware of Proposed System
2.2 Components Used
1. Regulated DC Supply:
A 5v regulated DC supply is providing to
microcontroller and LCD. We will use LM7805 for power
supply.
2. Liquid crystal display (LCD):
A 16X2 LCD is used for displaying the voltage and
current along with load power. It displays the loadwill be on
or not and the mode like rate based or the time based.
Fig -4: LCD Display
3. Other basic components like resister, capacitor, relay,
Ethernet cable, router etc. will also use.
4. ENC28J60 Ethernet Module:
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3876
ENC28J60 EthernetModuleutilizesthenewMicrochip
ENC28J60 Stand-Alone Ethernet Controller IC featuring a
host of features to handle most of the network protocol
requirements. This Ethernet LAN module connects directly
to most microcontrollers.
Fig -5: Ethernet Module
Fig -6: Layout of Proposed Model
2.3 System PROS. AND CONS.
System Pros or Advantages:
• Customer can purchase energy from any provider.
• It helps to control critical load from remotely.
• It helps to save energy using electrical appliancesin
an efficient way.
• It helps in developing smart grid.
System Cons or Disadvantages:
• Consumers have to been actual cost as they occur
retiring existing electricity meter or similar.
• Potential for higher bill for low use and low income
customer.
• New technologies beers risk of wrong choice.
• Smart meter proposal may be a down payment to
unknown future smart grid investment.
• Benefits are estimated over 15-20 year period and
degree of accuracy is never calculated.
• These new concept may give rise to a half of
degraded service of advance payment system.
• New privacy concern will become evident with the
access of individual house hold usage information.
• Loss of internet connection may degrade the
efficiency of the system.
3. CONCLUSIONS
From this we conclude that the dynamicpricingscheme
for demand response will be good flexible and simple wayto
save money by electricity consumption. The concept is very
flexible with the home appliances as well as industrial small
appliances. Energy can saved efficiently used by shifting
heavy electricity uses at lowered price hour. This gives
option of not only how much of electricity used but also
when to use it and spread awareness. As the utility keeps on
changing the price for electricity market price is daily
updated. In summer price will be cheaper during early
morning, night and weekend hours. Higher prices when
there is increase in demand for electricity like hot summer
afternoon.
REFERENCES
[1] “Dynamic Pricing; Different Schemes, Related Research
Survey and Evaluation” The 9th International Renewable
Energy Congress (IREC 2018) 978-1-5386-0998-
9/18/$31.00 ©2018 IEEE.
[2] Dynamic Pricing of Electricity: A Survey of Related
Research .Goutam Dutta Krishnendranath Mitra W.P. No.
2015-08-03 August 2015.
[3] Meng Liu, F. Quilumba, and L. Weigen, “A Collaborative
Design of Aggregated Residential Appliances and
Renewable Energy for Demand Response Participation,”
IEEE trans. on Industry Applications, vol. 51, no. 5, pp.
3561-3569, April 2015.
[4] B. Alexander, “Smart meters, real time pricing, and demand
response programs: implications for low income electric
customers,” Oak Ridge Natl. Lab., Tech. Rep., Feb. 2007.
[5] S. Borenstein, “The long-run efficiency of real-time
electricity pricing,” The Energy Journal, vol. 26, no. 3, pp.
93C116, 2005.
[6] A Time-of-use-based Residential ElectricityDemand Model
for Smart Grid Applications. 978-1-5090-2320-2/16/2016
IEEE.
[7] A. Conejo, J. Morales, and L. Baringo, “Real time demand
response model,” IEEE Trans. on Smart Grid, vol. 1, no. 3,
pp. 236-242, Oct. 2010.
[8] An IoT-Based Smart Controlling System of Air Conditioner
for High Energy Efficiency. 2017 IEEE International
Conference on Internet of Things (iThings) and IEEE Green
Computing and Communications (GreenCom) and IEEE.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3877
[9] Intelligent Residential Energy Management System for
Dynamic Demand Response in Smart Buildings, S. L. Arun
and M. P. Selvan, Member, IEEE1937-9234 © 2017 IEEE.
[10] Modelling Real-Time Pricing of Electricity for Energy
Conservation Measures in the UK Commercial Sector, 978-
1-4673-8463-6/16/$31.00 ©2016 IEEE.
[11] Dynamic demand response in smart buildings using an
intelligent residential load management system, ISSN 1751-
8687 Received on 11th November 2016 Revised 25th June
2017 Accepted on 22nd August 2017 E-First on 16th
October 2017, Saravana Loganathan Arun1,
Manickavasagam Parvathy Selvan1 1Hybrid Electrical
Systems Laboratory, Department of Electrical and
Electronics Engineering.

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IRJET- Smart and Efficient Load Control System using Dynamic Tariff

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3873 Smart and Efficient Load Control System using Dynamic tariff Harshida B. Chaudhari 1, Prof.Arun B.Nandurbarkar 2 1 Student, Electronics and Communication Engineering Department, L.D.College of Engineering, Ahmedabad, Gujarat, India. 2 Professor, Electronics and Communication Engineering Department L.D.College of Engineering, Ahmedabad, Gujarat, India. ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Now a day we know that Dynamic pricing is only one of the best tools to achieve demand side management in Electricity Industries for. The selection then the implementation of the appropriate dynamic pricing scheme is required for properenhancementofthe consumers electrical load profile as required by demand side management systems. Thispaperhighlightshowcan we design and implement of IoT based energy efficient system using dynamic tariff schemes. This design can be innovate the pattern of energy consumption by the different categories of the consumers as per the rate of tariff vary according to the variation in load on the system. The consumers of electricity can be plan for their consumption according to essential use of electricity and non- essential use of electricity as per the dynamic tariff. Indirectly consumer of electricity can be scheduled their consumption to get benefits by optimum utilization of electricity as per tariff changes or vary. This proposed system can be contribute to increase the loadfactorofthe power system during off peak period by encouraging the consumers of electricity with the help of providing variation of rate charged to the consumers, this will results in the production cost of electricity perunitwill be reduced. It will beneficial to both side’s consumersaswell as suppliers. This system provides monitoring facility to consumers to acquire knowledge of their consumption which will be helpful to plan their utilization of home appliance or domestic load. Key Words: IoT (Internet of Things), Microcontroller, LCD display, embedded programming, temperature sensor, HTML, PHP web server, Ethernet Library stack, and Xamp software for local web server. 1. INTRODUCTION Electricity is the resource that drives the modern economy. Electricity market and Utilities are used to offer and introduces a uniform Electricity price Structure to Consumers like household or industrial. These prices can’t reflect neither the total cost of electricity generation nor distribution. To face the peak load criteria, it is required and essential to add an additional electricity sources. These sources will be used if and only if there are a peak periods otherwise, these sources will be idle. To reduce the added power capacity, power suppliers will run to use dynamic pricing schemes which have the ability to enhance the load profiles and reduce the power consumption and consequently will increase the efficiency of generation and distribution power plants [1]. Dynamic pricing has lots of benefits to the consumers’ side, because it givesopportunity to the consumers to decrease the electrical bill by using preferable pricing scheme technique or by demand side management technique. Dynamic pricing is one of the main aspects of smart grid. The main objectives of smart grid are to increase power system efficiency,reduce peak-to-average load ratio, minimize the cost of production and incorporate Renewable Energy Sources (RES) [2]. For example;real time pricing is one of the smart grid objectives as the production cost of electricity depends on usage time; it is higher during peak hours and lower during off peak hours [3]. Electricity is used to illuminate and condition our homes, to power our businesses and factories, and to operate the appliances and devices that enhanceourqualityoflife.Retail electricity markets generally offer flat pricing or block pricing. Prices remain unchanged irrespective of demand in the first case, while in the second, the per unit rate of electricity either increases or decreases with increasing slabs of electricity consumption [4]. Dynamic pricing experiments are intended to reveal how consumers respond to electricity prices and identify the most promising mechanisms suitable for wide-scale deployment. Traditional electricity rate structures do not reflect the cost difference of supplying electricity in peak versus off-peak hours. Therefore, the customer has no
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3874 market incentive to adjust their pattern of electricity consumption. Dynamic pricing options such as time of use (TOU), critical peak pricing (CPP), critical peak rebate(CPR), real time pricing (RTP), and variablepeak pricing(VPP),that reflect time-varying cost of electricity supply, have been in use worldwide to encourage peak load management and demand reduction. 1.1 Dynamic Pricing Dynamic pricing is also known as surge pricing, demand pricing or time based pricing in which the business like electricity industries decide orsettheflexiblepricesfortheir products or their services. The classification of Dynamic pricing schemes will be as below. 1. Real time Pricing: It is the purest form of dynamic pricing scheme with maximum uncertainty for the consumer. Here the prices changes with regular interval of one hour or less or more and the consumers are made aware of the prices beforehand as per the design of the scheme. Usually, RTP schemes were offered to utilities or largest companies but, because of the rapid decrease in the cost of advanced infra- structure metering systems, 2. Critical peak pricing: In this type of pricing schemes consumers are charged at higher fix rate during a few peak hours on a day and discounted rate during rest of the day. Prices are changing depending on the system costs or operating conditions with the electric utility or the local distribution company. 3. Time of use Pricing (TOU): These are called pre declared tariff varying different time of day during high during peak hours and low during peak hours. Thistypeofschemecan be stay effective for short or long term so that’s why it is also called time of day tariff. 1.2 Problem Definition: Smart meters present these challenges and costs to the electric company...  Transitioning to new technology and processes  Managing public reaction and customer acceptance of the new meters  Making a long-term financial commitment to the new metering technology and related software  Managing and storing vast quantities of metering data  Ensuring the security of metering data Smart meters pose these challenges to consumers...  Verifying that the new meter is accurate  Protecting the privacy of their personal data  Paying additional fees for the new meter Chart -1: Graph of Risk and Potential of dynamic pricing 2. System Design The system design consist of software for web browser, hardware with microcontroller, Router, Ethernet cable etc. 1. Software requirement for system In this System we would be used Xampp software to create a virtual web server for testing and develop purpose of the system. And also for PCB designing purpose we used Altius software. 2. Hardware Requirement for system We will be used Microcontroller ATMEGA 328P because it gives high performance at lower power in any system design. We also used router for create a Network connection and used as an IOT gateway of the system. The controller ATMEGA 328P is 8-Bit Microcontroller from Atmel and advanced RISC architecture.Controllerhave32KB of programmableFLASH,1KBofEEPROM,2KBSRAM 10,000 Write and Erase Cycles for Flash.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3875 2.1 System Circuit System circuit describes the block diagram of the system in which how the model was developed and how will it work. And also the components used for conditioning the signal and their output. 1. Block diagram Fig -1: Block diagram of proposed system The block diagram of the proposed model is as shown in fig. As per the title given the system will be smart in the case because the system will be work if the rate would be change and also the time duration will be change. In this model the developed system will be connect with the smart meter and control the house and industrial load automatically as per the change the rate and also as per the time duration will be change like in off peak hour some instrument are automatically off. The consumption of energy will deduce in the electricity bill and we consume the price money. In this system we given input of rate or time duration from the virtual web server this data are then available in virtual IOT cloud network and then this system connected with meter fetch the data from the cloud network and control the load connect in thecircuit like LCD,LED,Bulb Etc. Fig -2: output of the virtual web server Fig -3: Hardware of Proposed System 2.2 Components Used 1. Regulated DC Supply: A 5v regulated DC supply is providing to microcontroller and LCD. We will use LM7805 for power supply. 2. Liquid crystal display (LCD): A 16X2 LCD is used for displaying the voltage and current along with load power. It displays the loadwill be on or not and the mode like rate based or the time based. Fig -4: LCD Display 3. Other basic components like resister, capacitor, relay, Ethernet cable, router etc. will also use. 4. ENC28J60 Ethernet Module:
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3876 ENC28J60 EthernetModuleutilizesthenewMicrochip ENC28J60 Stand-Alone Ethernet Controller IC featuring a host of features to handle most of the network protocol requirements. This Ethernet LAN module connects directly to most microcontrollers. Fig -5: Ethernet Module Fig -6: Layout of Proposed Model 2.3 System PROS. AND CONS. System Pros or Advantages: • Customer can purchase energy from any provider. • It helps to control critical load from remotely. • It helps to save energy using electrical appliancesin an efficient way. • It helps in developing smart grid. System Cons or Disadvantages: • Consumers have to been actual cost as they occur retiring existing electricity meter or similar. • Potential for higher bill for low use and low income customer. • New technologies beers risk of wrong choice. • Smart meter proposal may be a down payment to unknown future smart grid investment. • Benefits are estimated over 15-20 year period and degree of accuracy is never calculated. • These new concept may give rise to a half of degraded service of advance payment system. • New privacy concern will become evident with the access of individual house hold usage information. • Loss of internet connection may degrade the efficiency of the system. 3. CONCLUSIONS From this we conclude that the dynamicpricingscheme for demand response will be good flexible and simple wayto save money by electricity consumption. The concept is very flexible with the home appliances as well as industrial small appliances. Energy can saved efficiently used by shifting heavy electricity uses at lowered price hour. This gives option of not only how much of electricity used but also when to use it and spread awareness. As the utility keeps on changing the price for electricity market price is daily updated. In summer price will be cheaper during early morning, night and weekend hours. Higher prices when there is increase in demand for electricity like hot summer afternoon. REFERENCES [1] “Dynamic Pricing; Different Schemes, Related Research Survey and Evaluation” The 9th International Renewable Energy Congress (IREC 2018) 978-1-5386-0998- 9/18/$31.00 ©2018 IEEE. [2] Dynamic Pricing of Electricity: A Survey of Related Research .Goutam Dutta Krishnendranath Mitra W.P. No. 2015-08-03 August 2015. [3] Meng Liu, F. Quilumba, and L. Weigen, “A Collaborative Design of Aggregated Residential Appliances and Renewable Energy for Demand Response Participation,” IEEE trans. on Industry Applications, vol. 51, no. 5, pp. 3561-3569, April 2015. [4] B. Alexander, “Smart meters, real time pricing, and demand response programs: implications for low income electric customers,” Oak Ridge Natl. Lab., Tech. Rep., Feb. 2007. [5] S. Borenstein, “The long-run efficiency of real-time electricity pricing,” The Energy Journal, vol. 26, no. 3, pp. 93C116, 2005. [6] A Time-of-use-based Residential ElectricityDemand Model for Smart Grid Applications. 978-1-5090-2320-2/16/2016 IEEE. [7] A. Conejo, J. Morales, and L. Baringo, “Real time demand response model,” IEEE Trans. on Smart Grid, vol. 1, no. 3, pp. 236-242, Oct. 2010. [8] An IoT-Based Smart Controlling System of Air Conditioner for High Energy Efficiency. 2017 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3877 [9] Intelligent Residential Energy Management System for Dynamic Demand Response in Smart Buildings, S. L. Arun and M. P. Selvan, Member, IEEE1937-9234 © 2017 IEEE. [10] Modelling Real-Time Pricing of Electricity for Energy Conservation Measures in the UK Commercial Sector, 978- 1-4673-8463-6/16/$31.00 ©2016 IEEE. [11] Dynamic demand response in smart buildings using an intelligent residential load management system, ISSN 1751- 8687 Received on 11th November 2016 Revised 25th June 2017 Accepted on 22nd August 2017 E-First on 16th October 2017, Saravana Loganathan Arun1, Manickavasagam Parvathy Selvan1 1Hybrid Electrical Systems Laboratory, Department of Electrical and Electronics Engineering.
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