SlideShare a Scribd company logo
1 of 7
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1970
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE
COMMUNICATION SYSTEM FOR AN UNMANNED AERIAL VEHICLE
Gagan M N1, M Shreyas Gowda2, Rajashree Narendra3
1,2,3 Department of Electronics and Communication Engineering, Dayananda Sagar University,
Bangalore, Karnataka, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - “Developing a real-time acquisition, fly-by-
wire communication system for an unmanned aerial
vehicle” consists of 3 parts: Fly by wire control system,
Real-time sensor data visualization from the UAV, and the
Communication between the UAV and the ground station.
Aiming at the problems in the traditional Unmanned
Aerial Vehicle (UAV) like the stability, accuracy, data
acquisition, and display system. The fly-by-wire will take
care of the accuracy and control stability of the UAV,
through sensor data visualization post-processing of the
data is done, and the communication is established
between the UAV and ground station to control the UAV.
All the sensor data can be visualized using wireless sensor
networks through Blynk software. The communication
between the ground station and onboard controller uses
Telemetry. Thus, the proposed system which consists of
fly-by-wire integrated with sensor data visualization
makes the UAV less weight, more accurate & stable using
the feedback loops. The final output can be implemented
on any UAV.
Key Words: Fly-by-wire, sensor data visualization, UAV
data acquisition, ground station, Blynk, Telemetry.
1. INTRODUCTION
In a traditional UAV with the wiring system there is a
chance of failure of the UAV due to damage in wires and
also the stability and accuracy of this type of UAV are
comparatively less. Considering the problems in the
traditional Unmanned Aerial Vehicle (UAV) like the
stability, accuracy, data acquisition, and the display
system, a new system has been created which contains
three parts- the Fly by wire control system, Real-time
sensor data visualization from UAV, and the
communication between the UAV and the ground station.
The fly-by-wire will take care of the accuracy and control
stability of the UAV, through sensor data visualization
post-processing of the data is done, and the
communication is established between the UAV and
ground station to control the UAV.
A fly-by-wire system is a type of aircraft system that is
fully automated and eliminates the need for manual flight
controls. It works by converting the movements of the
flight controls to electronic signals, which are then sent to
the flight control computers. This sort of system can be
used with mechanical or fully by the fly-by-wire controls.
This type of system interprets the inputs from the pilot
and then calculates the control surface positions needed to
achieve a desired outcome. It can also control various
aircraft components such as the rudder, aileron, and
engine controls. Although the pilot is not aware of all the
control outputs that are affecting the outcome, the aircraft
is still reacting according to the expected. This type of
system helps prevent the pilot from operating the aircraft
outside of its safety envelope.
A wireless sensor network is a type of network that
collects data about the physical conditions of an
environment. These sensors can monitor various
environmental conditions such as air quality, noise, and
temperature. Similar to wireless ad hoc networks, WSNs
rely on the spontaneous formation of networks to collect
data. These Wireless Sensor networks can monitor various
environmental conditions like temperature, pressure, and
sound. A wireless sensor network (WSN) is composed of
nodes, each with its own set of components connected to
other sensors. These nodes typically have an external
antenna or a radio transceiver, as well as an electronic
circuit that can be used to interface with the energy source
and sensors. The cloud server used for the WSN is Blynk.
Blynk is the server which is designed for Internet of things.
It can control hardware in wireless method and can
display sensor data. It can also store data and can help to
visualize in many ways.
The main important thing is to access the UAV by
establishing the communication channel between the
onboard microcontroller and the ground station. The
method used to establish the connection between the
ground station and the onboard microcontroller is
Telemetry. 915Mhz telemetry module pair is used to
achieve the connection. Telemetry is a highly automated
communication process by which the measurements are
made and other data is collected at remote or inaccessible
points and transmitted to receiving equipment for
monitoring, display, and recording.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1971
1.1 Proposed Work
Hardware Components Description
i.NodeMCU
NodeMCU could be a cheap open supply IoT platform. At
the beginning, it included firmware that runs on the
ESP8266 Wi-Fi SoC from Espressif Systems and hardware
that was based on the ESP-12 module.
Figure 1 : NodeMCU
ii. ESP8266:
The ESP8266 could be a low-priced Wi-Fi chip,
with inbuilt TCP/IP networking computer code, and
microcontroller capability, made by Espressif Systems.
Figure 2 : ESP8266
iii. BMP180:
The BMP180 is that the new digital atmospheric pressure
sensing element of old master sensing element officer,
with a awfully high performance, that permits applications
in advanced mobile devices, like good phones, pill PCs and
sports devices.
Figure 3 : BMP180
iv. DHT11:
The DHT11 may be a basic, extremist inexpensive digital
temperature and wetness device. It uses an electrical
phenomenon wetness device and a semiconductor
device to live the encompassing air, and spits out a digital
signal on the info pin.
Figure 4 : DHT11
v. Telemetry:
Telemetry is a RF based communication process by which
measurements are made and other data collected at
remote or inaccessible points and transmitted to receiving
equipment for monitoring, display, and recording.
Figure 5 : Telemetry Radio
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1972
1.2 Software Description
i. BLYNK:
Blynk is a new platform that allows you to quickly build
interfaces for controlling and monitoring your hardware
projects from your iOS and Android device. After
downloading the Blynk app, you can create a project
dashboard and arrange buttons, sliders, graphs, and other
widgets onto the screen.
Figure 6 : BLYNK
ii. Arduino IDE:
The Arduino Integrated Development Environment
(IDE) is a cross-platform application that is written in
functions from C and C++. It is used to write and upload
programs to Arduino compatible boards, but also, with the
help of third-party cores, other vendor development
boards.
Figure 7 : Arduino IDE
iii. Mission Planner:
Mission Planner is a ground station software that is used
to configure and control a plane, copter or a rover from
the laptop.
Figure 8 : Mission Planner
2. METHODOLOGY
A. Fly-By-Wire
• STEP 1: - Creation of servo ports.
• STEP 2: - Configuration of ports.
• STEP 2: - Generating Pulse Width Modulated
signals.
• STEP 4: - Mapping servo angle to flight control
surfaces.
Fly-by-wire is a system that eliminates the need for
manual flight controls. It works by converting the signals
from the flight control surfaces to electrical signals, which
are then sent to the flight control computers. This type of
control system can be used in airplanes like the Boeing
777. It then calculates the control surfaces required to
achieve that outcome. Although the pilot is not aware of all
the control outputs that are affecting the outcome, the
aircraft is still reacting as expected. This type of control
system helps prevent the pilot from operating an aircraft
that is outside its safety envelope.
B. Wireless Sensor Networks
• STEP 1: - Connecting NodeMCU and ESP8266 to
Blynk through Wi-Fi.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1973
• STEP 2: - Interconnecting NodeMCU and ESP8266.
• STEP 3: - Connecting the sensors to the ESP8266
and NodeMCU.
• STEP 4: - Giving commands to ESP8266 to collect
the sensor data.
• STEP 5: -Sending the sensor data to NodeMCU.
• STEP 6: - Visualizing sensor data in the Blynk API.
The NodeMCU and the ESP8266 nodes are connected to
Wi-Fi by coding them on Arduino IDE, the sensors have
been connected to both of them. As soon as the nodes get
powered up, the sensors start sensing the environment
data like temperature, pressure, vibration etc. The data
can be accessed from the ground station through the Blynk
API. The results are acquired and analyzed. The telemetry,
receiver and transmitter of the appropriate configuration
has been selected as per the location.
In the first node the BMP180 is connected to ESP8266
with the battery.
Figure 9 : ESP8266 Node
NodeMCU is connected to vibration sensor.
Figure 10 : NodeMCU Node
C. Ground Station Establishment
• STEP 1: - Connecting onboard chip and Telemetry
transmitter.
• STEP 2: - Setting up Telemetry receiver to receive
the data.
• STEP 3: - Establishment of ground station.
• STEP 4: - Connecting onboard microcontroller to
the ground station.
• STEP 5: - Transferring data.
Coming to the overview of the ground station
establishment first we have to connect one of the
telemetry radio to the computer using micro USB cable,
then we need to power up the other telemetry radio
attached to the vehicle by plugging into the vehicle’s
battery. Then open the Mission Planner and go to the
Initial Setup | Optional Hardware | SiK Radio page. Next
select the exact COM port and set the baud rate to 57600,
make sure that the “Connect” button is in the disconnect
state as shown. Then press Load Settings button and both
the Local and the Remote areas should fill in the values
including the firmware Version.
The most common thing to do is to change the NET ID. The
default is 25 for most of the radios but if you plan to fly in
an area with other pilots who may be using the same radio
it is better to change this to some other number. After
making the required changes, click the Copy Required
items to Remote and press Save Settings.
Figure 11 : Telemetry connected to APM
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1974
Figure 12 : Telemetry integrated to Drone
Figure 13 : Mission Planner setup
3. Result and Discussion
Fly-By-Wire & Wireless Sensor Network
The values sensed by the sensors are visualized in Blynk.
The results are attached below and are tabulated in a
table. The sensors gave 92%-95% of accuracy. As per our
analysis this is the best way to visualize data in wireless
mode in any UAV. Using Fly-By-Wire & Wireless Sensor
Network the stability and accuracy of the UAV is increased
and using feedback loops the UAV can auto correct itself
from the error.
Figure 14 : Result A(Blynk App)
Sl.No Name of the sensor Value Recorded
01 Temperature 29.9
02 Pressure 91284
03 Humidity 98
Table 1 : Result A(Blynk App)
Sl.No Name of the sensor Value Recorded
01 Temperature 27.9
02 Pressure 92173
03 Humidity 96
Table 2: Result A(Blynk App)
Figure 15 : Result Graph (Blynk)
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1975
C. Telemetry
Figure 16: Drone Position and Orientation on Mission
Planner
Figure 17 : Setting boundary for drone fly on Mission
Planner
Using Mission Planner we can get the exact loacation and
the orientation of the UAV and also we can set the borders
for the the UAV to fly.
Final Integrated System
All the nodes from the wireless sensor networks, fly-by-
wire and telemetry radio is implemented on the UAV to get
the final integrated system.
4. CONCLUSIONS
In this project initially, we have established nodes using
NodeMCU and ESP8266, then connected the sensor to
them. The sensors collected the data and pushed the data
to Blynk through the Wi-Fi. Through Blynk we have
visualized the recorded data and Blynk stores the sensor
data in a very handy manner. We can make any decisions
through the data visualized and analyzed through this
project. As per our analysis this is the best way to visualize
data in the wireless mode in any UAV. The data recorded
are 92%-95% accurate.
Then we integrated this system with the telemetry module,
through this the exact position and the orientation of the
UAV was detected. This integrated system can be installed
on any UAV and the accuracy is better than the other
existing systems.
5. REFERENCES
[1] Pei S Y, Wang S Z, Zhang H H, Zhu H. Methods for
monitoring and controlling multi-rotor microUAVs
position and orientation based on LabVIEW. Int J Precis
Agric Aviat, 2018; 1(1): 51–58. doi: 10.33440/
j.ijpaa.20180101.0009
[2] Zhou L, Wang Y N, Yin F, et al. UAV Route Planning
Using a Three-dimensional-like Map. Computer
Measurement & Control, 2011; 19: 2788–2790. DOI:
10.16526/j.cnki.11- 4762/tp.2011.11.013. (in Chinese)
[3] Wang P, Luo X W, Zhou Z Y, et al. Key technology for
remote sensing information acquisition based on micro
UAV. Transactions of the Chinese Society of Agricultural
Engineering, 2014; 30: 1– 12. doi: 10.3969/ j.issn.1002-
6819.2014.18.001. (in Chinese)
[4] Li S, Fan X Y. Design of Unmanned Aerial Vehicle
Ground Control Station Software System Based on Qt
Framework. Radar Science and Technology, 2017; 15(04):
410–414+420. doi: 10.3969/j.issn.1672-2337.
2017.04.013. (in Chinese)
[5] Cao G Q, Li Y B, Nan F, et al. Development and Analysis
of Plant Protection UAV Flight Control System and Route
Planning Research. Transactions of the Chinese Society of
Agricultural, 2020; 51: 1–16. doi: 10.6041/j.issn.1000-
1298.2020.08.001. (in Chinese)
[6] Koubaa A , Allouch A , Alajlan M , et al. Micro Air
Vehicle Link (MAVLink) in a Nutshell: A Survey. IEEE
Access, 2019, PP(99): 1–1. doi:
10.1109/ACCESS.2019.2924410
[7] MAVLink Developer Guide. Available online:
https://mavlink.io/en/#mavlink-
developerguide(accessed on 6 12 2020)
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1976
[8] Nex F, Remondino F. UAV for 3D mapping applications:
a review. Applied Geomatics, 2014, 6(1): 1–15. doi:
10.1007/s12518-013-0120-x
[9] Emad E, Martin S, Kristian H T, et al. A survey of Open-
Source UAV flight controllers and flight simulators.
Microprocessors and Microsystems, 2018; 61: 11–20. doi:
10.1016/j.micpro.2018.05.002.
[10] R. B. S. M. a. M. P. a. Jayavardhana Gubbia, "Internet of
Things (IoT): A vision, architectural elements, and future
directions," in Elsevier.
[11] S. G. a. P. T.Thamaraimanalan, "Smart Garden
Monitoring System Using IOT," in Asian Journal of Applied
Science and Technology (AJAST), 2018.
[12] B. S. A. K. G. Satyam Kumar Sinha, "IOT Based Smart
Garden Monitoring System," in International Journal of
Scientific & Engineering Research, 2017.
[13] G. I. D. R. M. P. S. S. J. Sathiesh Kumar Va, "Smart
Autonomous Gardening Rover with Plant Recognition
using Neural Network," in Elsevier, 2016.
BIOGRAPHIES
Mr. Gagan M N is pursuing a
Bachelor of Technology degree in
the Department of Electronics and
Communication Engineering from
Dayananda Sagar University,
located in Bangalore, Karnataka,
India. He is currently in the final
year of Engineering and will be
graduating from Dayananda Sagar
University in the year 2022.
Mr. M Shreyas Gowda is pursuing a
Bachelor of Technology degree in
the Department of Electronics and
Communication Engineering from
Dayananda Sagar University,
located in Bangalore, Karnataka,
India. He is currently in the final
year of Engineering and will be
graduating from Dayananda Sagar
University in the year 2022.
o

More Related Content

Similar to DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FOR AN UNMANNED AERIAL VEHICLE

MOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERS
MOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERSMOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERS
MOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERSIRJET Journal
 
IOT Based Soldier Position Tracking and Health Monitoring System
IOT Based Soldier Position Tracking and Health Monitoring SystemIOT Based Soldier Position Tracking and Health Monitoring System
IOT Based Soldier Position Tracking and Health Monitoring SystemIRJET Journal
 
IRJET- A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...
IRJET-  	  A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...IRJET-  	  A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...
IRJET- A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...IRJET Journal
 
IRJET- Weather Station Quadcopter using Arduino with NRF24L01 and GPS Module
IRJET-  	  Weather Station Quadcopter using Arduino with NRF24L01 and GPS ModuleIRJET-  	  Weather Station Quadcopter using Arduino with NRF24L01 and GPS Module
IRJET- Weather Station Quadcopter using Arduino with NRF24L01 and GPS ModuleIRJET Journal
 
Presentation on minor[1]-1.pptx
Presentation on minor[1]-1.pptxPresentation on minor[1]-1.pptx
Presentation on minor[1]-1.pptxMukulRawat37
 
Industrial Mains Power Monitoring and Alert System Over LAN Network
Industrial Mains Power Monitoring and Alert System Over LAN NetworkIndustrial Mains Power Monitoring and Alert System Over LAN Network
Industrial Mains Power Monitoring and Alert System Over LAN NetworkIRJET Journal
 
IRJET- Information Logging and Investigation of Control Framework Utilizing D...
IRJET- Information Logging and Investigation of Control Framework Utilizing D...IRJET- Information Logging and Investigation of Control Framework Utilizing D...
IRJET- Information Logging and Investigation of Control Framework Utilizing D...IRJET Journal
 
DATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORM
DATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORMDATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORM
DATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORMIRJET Journal
 
IRJET - IoT-based Monitoring of Induction Motor Performance
IRJET - IoT-based Monitoring of Induction Motor PerformanceIRJET - IoT-based Monitoring of Induction Motor Performance
IRJET - IoT-based Monitoring of Induction Motor PerformanceIRJET Journal
 
Real time approach of piezo actuated beam for wireless seismic measurement us...
Real time approach of piezo actuated beam for wireless seismic measurement us...Real time approach of piezo actuated beam for wireless seismic measurement us...
Real time approach of piezo actuated beam for wireless seismic measurement us...eSAT Journals
 
IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...
IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...
IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...IRJET Journal
 
Mitul Desai & Andrew Bollin Poster
Mitul Desai & Andrew Bollin PosterMitul Desai & Andrew Bollin Poster
Mitul Desai & Andrew Bollin Posterguest9a35c0e9
 
IOT ASSET TRACKING SYSTEM
IOT ASSET TRACKING SYSTEMIOT ASSET TRACKING SYSTEM
IOT ASSET TRACKING SYSTEMIRJET Journal
 
IRJET- Solar Power Monitoring System using IoT
IRJET-  	  Solar Power Monitoring System using IoTIRJET-  	  Solar Power Monitoring System using IoT
IRJET- Solar Power Monitoring System using IoTIRJET Journal
 
IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...
IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...
IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...IRJET Journal
 
Real time approach of piezo actuated beam for wireless
Real time approach of piezo actuated beam for wirelessReal time approach of piezo actuated beam for wireless
Real time approach of piezo actuated beam for wirelesseSAT Publishing House
 
IRJET - Smart Power Monitoring and Controlling through IoT
IRJET -  	  Smart Power Monitoring and Controlling through IoTIRJET -  	  Smart Power Monitoring and Controlling through IoT
IRJET - Smart Power Monitoring and Controlling through IoTIRJET Journal
 

Similar to DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FOR AN UNMANNED AERIAL VEHICLE (20)

MOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERS
MOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERSMOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERS
MOBILE ROBOTIC ARM WITH APP INTERFACE USING MICROCONTROLLERS
 
IOT Based Soldier Position Tracking and Health Monitoring System
IOT Based Soldier Position Tracking and Health Monitoring SystemIOT Based Soldier Position Tracking and Health Monitoring System
IOT Based Soldier Position Tracking and Health Monitoring System
 
IRJET- A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...
IRJET-  	  A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...IRJET-  	  A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...
IRJET- A Study on: Wireless Sensing Network (WSN) Gas Leakage Detection S...
 
IRJET- Weather Station Quadcopter using Arduino with NRF24L01 and GPS Module
IRJET-  	  Weather Station Quadcopter using Arduino with NRF24L01 and GPS ModuleIRJET-  	  Weather Station Quadcopter using Arduino with NRF24L01 and GPS Module
IRJET- Weather Station Quadcopter using Arduino with NRF24L01 and GPS Module
 
Presentation on minor[1]-1.pptx
Presentation on minor[1]-1.pptxPresentation on minor[1]-1.pptx
Presentation on minor[1]-1.pptx
 
Industrial Mains Power Monitoring and Alert System Over LAN Network
Industrial Mains Power Monitoring and Alert System Over LAN NetworkIndustrial Mains Power Monitoring and Alert System Over LAN Network
Industrial Mains Power Monitoring and Alert System Over LAN Network
 
IRJET- Information Logging and Investigation of Control Framework Utilizing D...
IRJET- Information Logging and Investigation of Control Framework Utilizing D...IRJET- Information Logging and Investigation of Control Framework Utilizing D...
IRJET- Information Logging and Investigation of Control Framework Utilizing D...
 
Meter SCADA
Meter SCADAMeter SCADA
Meter SCADA
 
DATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORM
DATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORMDATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORM
DATA ACQUISITION AND ALERT SYSTEM USING BLYNK PLATFORM
 
IRJET - IoT-based Monitoring of Induction Motor Performance
IRJET - IoT-based Monitoring of Induction Motor PerformanceIRJET - IoT-based Monitoring of Induction Motor Performance
IRJET - IoT-based Monitoring of Induction Motor Performance
 
Real time approach of piezo actuated beam for wireless seismic measurement us...
Real time approach of piezo actuated beam for wireless seismic measurement us...Real time approach of piezo actuated beam for wireless seismic measurement us...
Real time approach of piezo actuated beam for wireless seismic measurement us...
 
Wireless Sensor Network in Niger Delta Oil and Gas Field Monitoring: Issues a...
Wireless Sensor Network in Niger Delta Oil and Gas Field Monitoring: Issues a...Wireless Sensor Network in Niger Delta Oil and Gas Field Monitoring: Issues a...
Wireless Sensor Network in Niger Delta Oil and Gas Field Monitoring: Issues a...
 
IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...
IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...
IRJET- Design and Implementation of IoT based Portable Outdoor Dust Density M...
 
Poster
PosterPoster
Poster
 
Mitul Desai & Andrew Bollin Poster
Mitul Desai & Andrew Bollin PosterMitul Desai & Andrew Bollin Poster
Mitul Desai & Andrew Bollin Poster
 
IOT ASSET TRACKING SYSTEM
IOT ASSET TRACKING SYSTEMIOT ASSET TRACKING SYSTEM
IOT ASSET TRACKING SYSTEM
 
IRJET- Solar Power Monitoring System using IoT
IRJET-  	  Solar Power Monitoring System using IoTIRJET-  	  Solar Power Monitoring System using IoT
IRJET- Solar Power Monitoring System using IoT
 
IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...
IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...
IRJET- A Real Time Solution to Flood Monitoring System using IoT and Wireless...
 
Real time approach of piezo actuated beam for wireless
Real time approach of piezo actuated beam for wirelessReal time approach of piezo actuated beam for wireless
Real time approach of piezo actuated beam for wireless
 
IRJET - Smart Power Monitoring and Controlling through IoT
IRJET -  	  Smart Power Monitoring and Controlling through IoTIRJET -  	  Smart Power Monitoring and Controlling through IoT
IRJET - Smart Power Monitoring and Controlling through IoT
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

pipeline in computer architecture design
pipeline in computer architecture  designpipeline in computer architecture  design
pipeline in computer architecture designssuser87fa0c1
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)dollysharma2066
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfAsst.prof M.Gokilavani
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxk795866
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHC Sai Kiran
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxDeepakSakkari2
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionDr.Costas Sachpazis
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...Chandu841456
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVRajaP95
 
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptxWhat are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptxwendy cai
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxPoojaBan
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvLewisJB
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...srsj9000
 

Recently uploaded (20)

pipeline in computer architecture design
pipeline in computer architecture  designpipeline in computer architecture  design
pipeline in computer architecture design
 
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
Call Us ≽ 8377877756 ≼ Call Girls In Shastri Nagar (Delhi)
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECH
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
 
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective IntroductionSachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
 
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptxWhat are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptx
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvv
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
 

DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FOR AN UNMANNED AERIAL VEHICLE

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1970 DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FOR AN UNMANNED AERIAL VEHICLE Gagan M N1, M Shreyas Gowda2, Rajashree Narendra3 1,2,3 Department of Electronics and Communication Engineering, Dayananda Sagar University, Bangalore, Karnataka, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - “Developing a real-time acquisition, fly-by- wire communication system for an unmanned aerial vehicle” consists of 3 parts: Fly by wire control system, Real-time sensor data visualization from the UAV, and the Communication between the UAV and the ground station. Aiming at the problems in the traditional Unmanned Aerial Vehicle (UAV) like the stability, accuracy, data acquisition, and display system. The fly-by-wire will take care of the accuracy and control stability of the UAV, through sensor data visualization post-processing of the data is done, and the communication is established between the UAV and ground station to control the UAV. All the sensor data can be visualized using wireless sensor networks through Blynk software. The communication between the ground station and onboard controller uses Telemetry. Thus, the proposed system which consists of fly-by-wire integrated with sensor data visualization makes the UAV less weight, more accurate & stable using the feedback loops. The final output can be implemented on any UAV. Key Words: Fly-by-wire, sensor data visualization, UAV data acquisition, ground station, Blynk, Telemetry. 1. INTRODUCTION In a traditional UAV with the wiring system there is a chance of failure of the UAV due to damage in wires and also the stability and accuracy of this type of UAV are comparatively less. Considering the problems in the traditional Unmanned Aerial Vehicle (UAV) like the stability, accuracy, data acquisition, and the display system, a new system has been created which contains three parts- the Fly by wire control system, Real-time sensor data visualization from UAV, and the communication between the UAV and the ground station. The fly-by-wire will take care of the accuracy and control stability of the UAV, through sensor data visualization post-processing of the data is done, and the communication is established between the UAV and ground station to control the UAV. A fly-by-wire system is a type of aircraft system that is fully automated and eliminates the need for manual flight controls. It works by converting the movements of the flight controls to electronic signals, which are then sent to the flight control computers. This sort of system can be used with mechanical or fully by the fly-by-wire controls. This type of system interprets the inputs from the pilot and then calculates the control surface positions needed to achieve a desired outcome. It can also control various aircraft components such as the rudder, aileron, and engine controls. Although the pilot is not aware of all the control outputs that are affecting the outcome, the aircraft is still reacting according to the expected. This type of system helps prevent the pilot from operating the aircraft outside of its safety envelope. A wireless sensor network is a type of network that collects data about the physical conditions of an environment. These sensors can monitor various environmental conditions such as air quality, noise, and temperature. Similar to wireless ad hoc networks, WSNs rely on the spontaneous formation of networks to collect data. These Wireless Sensor networks can monitor various environmental conditions like temperature, pressure, and sound. A wireless sensor network (WSN) is composed of nodes, each with its own set of components connected to other sensors. These nodes typically have an external antenna or a radio transceiver, as well as an electronic circuit that can be used to interface with the energy source and sensors. The cloud server used for the WSN is Blynk. Blynk is the server which is designed for Internet of things. It can control hardware in wireless method and can display sensor data. It can also store data and can help to visualize in many ways. The main important thing is to access the UAV by establishing the communication channel between the onboard microcontroller and the ground station. The method used to establish the connection between the ground station and the onboard microcontroller is Telemetry. 915Mhz telemetry module pair is used to achieve the connection. Telemetry is a highly automated communication process by which the measurements are made and other data is collected at remote or inaccessible points and transmitted to receiving equipment for monitoring, display, and recording.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1971 1.1 Proposed Work Hardware Components Description i.NodeMCU NodeMCU could be a cheap open supply IoT platform. At the beginning, it included firmware that runs on the ESP8266 Wi-Fi SoC from Espressif Systems and hardware that was based on the ESP-12 module. Figure 1 : NodeMCU ii. ESP8266: The ESP8266 could be a low-priced Wi-Fi chip, with inbuilt TCP/IP networking computer code, and microcontroller capability, made by Espressif Systems. Figure 2 : ESP8266 iii. BMP180: The BMP180 is that the new digital atmospheric pressure sensing element of old master sensing element officer, with a awfully high performance, that permits applications in advanced mobile devices, like good phones, pill PCs and sports devices. Figure 3 : BMP180 iv. DHT11: The DHT11 may be a basic, extremist inexpensive digital temperature and wetness device. It uses an electrical phenomenon wetness device and a semiconductor device to live the encompassing air, and spits out a digital signal on the info pin. Figure 4 : DHT11 v. Telemetry: Telemetry is a RF based communication process by which measurements are made and other data collected at remote or inaccessible points and transmitted to receiving equipment for monitoring, display, and recording. Figure 5 : Telemetry Radio
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1972 1.2 Software Description i. BLYNK: Blynk is a new platform that allows you to quickly build interfaces for controlling and monitoring your hardware projects from your iOS and Android device. After downloading the Blynk app, you can create a project dashboard and arrange buttons, sliders, graphs, and other widgets onto the screen. Figure 6 : BLYNK ii. Arduino IDE: The Arduino Integrated Development Environment (IDE) is a cross-platform application that is written in functions from C and C++. It is used to write and upload programs to Arduino compatible boards, but also, with the help of third-party cores, other vendor development boards. Figure 7 : Arduino IDE iii. Mission Planner: Mission Planner is a ground station software that is used to configure and control a plane, copter or a rover from the laptop. Figure 8 : Mission Planner 2. METHODOLOGY A. Fly-By-Wire • STEP 1: - Creation of servo ports. • STEP 2: - Configuration of ports. • STEP 2: - Generating Pulse Width Modulated signals. • STEP 4: - Mapping servo angle to flight control surfaces. Fly-by-wire is a system that eliminates the need for manual flight controls. It works by converting the signals from the flight control surfaces to electrical signals, which are then sent to the flight control computers. This type of control system can be used in airplanes like the Boeing 777. It then calculates the control surfaces required to achieve that outcome. Although the pilot is not aware of all the control outputs that are affecting the outcome, the aircraft is still reacting as expected. This type of control system helps prevent the pilot from operating an aircraft that is outside its safety envelope. B. Wireless Sensor Networks • STEP 1: - Connecting NodeMCU and ESP8266 to Blynk through Wi-Fi.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1973 • STEP 2: - Interconnecting NodeMCU and ESP8266. • STEP 3: - Connecting the sensors to the ESP8266 and NodeMCU. • STEP 4: - Giving commands to ESP8266 to collect the sensor data. • STEP 5: -Sending the sensor data to NodeMCU. • STEP 6: - Visualizing sensor data in the Blynk API. The NodeMCU and the ESP8266 nodes are connected to Wi-Fi by coding them on Arduino IDE, the sensors have been connected to both of them. As soon as the nodes get powered up, the sensors start sensing the environment data like temperature, pressure, vibration etc. The data can be accessed from the ground station through the Blynk API. The results are acquired and analyzed. The telemetry, receiver and transmitter of the appropriate configuration has been selected as per the location. In the first node the BMP180 is connected to ESP8266 with the battery. Figure 9 : ESP8266 Node NodeMCU is connected to vibration sensor. Figure 10 : NodeMCU Node C. Ground Station Establishment • STEP 1: - Connecting onboard chip and Telemetry transmitter. • STEP 2: - Setting up Telemetry receiver to receive the data. • STEP 3: - Establishment of ground station. • STEP 4: - Connecting onboard microcontroller to the ground station. • STEP 5: - Transferring data. Coming to the overview of the ground station establishment first we have to connect one of the telemetry radio to the computer using micro USB cable, then we need to power up the other telemetry radio attached to the vehicle by plugging into the vehicle’s battery. Then open the Mission Planner and go to the Initial Setup | Optional Hardware | SiK Radio page. Next select the exact COM port and set the baud rate to 57600, make sure that the “Connect” button is in the disconnect state as shown. Then press Load Settings button and both the Local and the Remote areas should fill in the values including the firmware Version. The most common thing to do is to change the NET ID. The default is 25 for most of the radios but if you plan to fly in an area with other pilots who may be using the same radio it is better to change this to some other number. After making the required changes, click the Copy Required items to Remote and press Save Settings. Figure 11 : Telemetry connected to APM
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1974 Figure 12 : Telemetry integrated to Drone Figure 13 : Mission Planner setup 3. Result and Discussion Fly-By-Wire & Wireless Sensor Network The values sensed by the sensors are visualized in Blynk. The results are attached below and are tabulated in a table. The sensors gave 92%-95% of accuracy. As per our analysis this is the best way to visualize data in wireless mode in any UAV. Using Fly-By-Wire & Wireless Sensor Network the stability and accuracy of the UAV is increased and using feedback loops the UAV can auto correct itself from the error. Figure 14 : Result A(Blynk App) Sl.No Name of the sensor Value Recorded 01 Temperature 29.9 02 Pressure 91284 03 Humidity 98 Table 1 : Result A(Blynk App) Sl.No Name of the sensor Value Recorded 01 Temperature 27.9 02 Pressure 92173 03 Humidity 96 Table 2: Result A(Blynk App) Figure 15 : Result Graph (Blynk)
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1975 C. Telemetry Figure 16: Drone Position and Orientation on Mission Planner Figure 17 : Setting boundary for drone fly on Mission Planner Using Mission Planner we can get the exact loacation and the orientation of the UAV and also we can set the borders for the the UAV to fly. Final Integrated System All the nodes from the wireless sensor networks, fly-by- wire and telemetry radio is implemented on the UAV to get the final integrated system. 4. CONCLUSIONS In this project initially, we have established nodes using NodeMCU and ESP8266, then connected the sensor to them. The sensors collected the data and pushed the data to Blynk through the Wi-Fi. Through Blynk we have visualized the recorded data and Blynk stores the sensor data in a very handy manner. We can make any decisions through the data visualized and analyzed through this project. As per our analysis this is the best way to visualize data in the wireless mode in any UAV. The data recorded are 92%-95% accurate. Then we integrated this system with the telemetry module, through this the exact position and the orientation of the UAV was detected. This integrated system can be installed on any UAV and the accuracy is better than the other existing systems. 5. REFERENCES [1] Pei S Y, Wang S Z, Zhang H H, Zhu H. Methods for monitoring and controlling multi-rotor microUAVs position and orientation based on LabVIEW. Int J Precis Agric Aviat, 2018; 1(1): 51–58. doi: 10.33440/ j.ijpaa.20180101.0009 [2] Zhou L, Wang Y N, Yin F, et al. UAV Route Planning Using a Three-dimensional-like Map. Computer Measurement & Control, 2011; 19: 2788–2790. DOI: 10.16526/j.cnki.11- 4762/tp.2011.11.013. (in Chinese) [3] Wang P, Luo X W, Zhou Z Y, et al. Key technology for remote sensing information acquisition based on micro UAV. Transactions of the Chinese Society of Agricultural Engineering, 2014; 30: 1– 12. doi: 10.3969/ j.issn.1002- 6819.2014.18.001. (in Chinese) [4] Li S, Fan X Y. Design of Unmanned Aerial Vehicle Ground Control Station Software System Based on Qt Framework. Radar Science and Technology, 2017; 15(04): 410–414+420. doi: 10.3969/j.issn.1672-2337. 2017.04.013. (in Chinese) [5] Cao G Q, Li Y B, Nan F, et al. Development and Analysis of Plant Protection UAV Flight Control System and Route Planning Research. Transactions of the Chinese Society of Agricultural, 2020; 51: 1–16. doi: 10.6041/j.issn.1000- 1298.2020.08.001. (in Chinese) [6] Koubaa A , Allouch A , Alajlan M , et al. Micro Air Vehicle Link (MAVLink) in a Nutshell: A Survey. IEEE Access, 2019, PP(99): 1–1. doi: 10.1109/ACCESS.2019.2924410 [7] MAVLink Developer Guide. Available online: https://mavlink.io/en/#mavlink- developerguide(accessed on 6 12 2020)
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1976 [8] Nex F, Remondino F. UAV for 3D mapping applications: a review. Applied Geomatics, 2014, 6(1): 1–15. doi: 10.1007/s12518-013-0120-x [9] Emad E, Martin S, Kristian H T, et al. A survey of Open- Source UAV flight controllers and flight simulators. Microprocessors and Microsystems, 2018; 61: 11–20. doi: 10.1016/j.micpro.2018.05.002. [10] R. B. S. M. a. M. P. a. Jayavardhana Gubbia, "Internet of Things (IoT): A vision, architectural elements, and future directions," in Elsevier. [11] S. G. a. P. T.Thamaraimanalan, "Smart Garden Monitoring System Using IOT," in Asian Journal of Applied Science and Technology (AJAST), 2018. [12] B. S. A. K. G. Satyam Kumar Sinha, "IOT Based Smart Garden Monitoring System," in International Journal of Scientific & Engineering Research, 2017. [13] G. I. D. R. M. P. S. S. J. Sathiesh Kumar Va, "Smart Autonomous Gardening Rover with Plant Recognition using Neural Network," in Elsevier, 2016. BIOGRAPHIES Mr. Gagan M N is pursuing a Bachelor of Technology degree in the Department of Electronics and Communication Engineering from Dayananda Sagar University, located in Bangalore, Karnataka, India. He is currently in the final year of Engineering and will be graduating from Dayananda Sagar University in the year 2022. Mr. M Shreyas Gowda is pursuing a Bachelor of Technology degree in the Department of Electronics and Communication Engineering from Dayananda Sagar University, located in Bangalore, Karnataka, India. He is currently in the final year of Engineering and will be graduating from Dayananda Sagar University in the year 2022. o