SlideShare a Scribd company logo
1 of 5
Download to read offline
International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056
Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072
This work was conducted at Oak Ridge National Laboratory, managed by UT-Battelle LLC for the US Department of Energy (DOE) under
contract DE- AC05-00OR22725. This manuscript has been authored by UT-Battelle LLC under contract DE-AC05-00OR22725 with DOE.
The US government retains and the publisher, by accepting the article for publication, acknowledges that the US government retains a
nonexclusive, paid-up, irrevocable, worldwide license to publish or reproduce the published form of this manuscript, or allow others to
do so, for US government purposes. DOE will provide public access to these results of federally sponsored research in accordance with
the DOE Public Access Plan (http://energy.gov/downloads/doe-public-access-plan).
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2703
Control Center Viewing of UAS-based Real-Time Sensor and Video
Measurements at an Electric Utility Facility
Peter L. Fuhr*, Kenneth Woodworth, Gary Hahn, Jason Richards, William Monday
1Oak Ridge National Laboratory, One Bethel Valley Road, Oak Ridge, Tennessee, 37831 USA
----------------------------------------------------------------------***---------------------------------------------------------------------
Abstract – Drones equipped with video cameras, LIDAR and
thermal imagers have been demonstrated in industrial and
utility settings. In such instances, the images are typically
locally stored onboard the drone then retrieved from the
image storage media and analyzed. We report on a project
involving the transport and display of measurements and
thermal and visual video streams into a utility control center.
Relying on an integrated multimedia communications
network, realtime control center viewing of sensor readings
and image streams is achieved. Details of this activity are
reported.
Key Words: wireless sensors, drones, communications
1. Introduction
Industrial sites are complex systems and structures with
inspection and maintenanceproceduresrequiredforoptimal
operation and regulatory compliance. Typically, such
activities involve sensors and systems being installed at key
locations (assets) within the site augmented by humans
performing varying levels of measurements and inspections.
As a specific example, consider just the bulk electric power
system which in the USA is comprised of more than 200,000
miles of high-voltage transmission lines, thousands of
generation plants and millions of digital controls. More than
1,800 entities own and operate portions of the grid system,
with thousands more involved in the operation of
distribution networks across North America. The
interconnectedand interdependent natureofthebulkpower
system requires a consistent and systematic application of
measuring, monitoring and risk mitigation across the entire
grid system to be truly effective. In many instances a
question arises regarding the potential use of unmanned
aerial systems (UAS) for conducting some of the required
measurements particularlyinlocationswhereitmaybemore
difficult for a human to perform the measurement.
The use of drones for sensingapplications is certainlynot
new for remotely piloted aerial vehicles have been used,
primarily by military forces, since the Second World War.
Recent technological advancements in microprocessor
computing power, miniaturization of sensors, and purpose-
built software have enabled UAS technology to establish a
significant new niche in the evolution of aviation.
Alternatively labelledunmannedaircraftsystems,unmanned
aerial vehicles, or simply drones, small UASs (sUASs) are
becoming readily accessible for commercial, governmental,
and private use across a myriad of far-ranging applications
[1,2].
While using drones for vegetation management has been
demonstrated and is now commercially available forutilities
to use as a service [3], our efforts involvedconductingdrone-
based sensing witha real-time data and videotransportfrom
the drone to the demonstration utility’s control center.
2. Installation, Location and Components Details
The location of the sensor-laden drone and the utility
control center – separated by 7.44km- is illustrated in Figure
1.
Fig. 1. Training site (where drones are flown) to Control
Center (viewing) is approximately 7.44km (urban setting).
As with any sensor and/or control system, a
communications fabric is necessary for the transport of the
signals and measurements. In the case of this specific
technology demonstration, we relied on an optical fiber
backbone core network that theutilityhasinplace. This1-10
Gbps fiber network provided an exceptionally high speed
transport with endpoints at the control center and training
site. A layered communicationsystem,illustratedinFigure2,
incorporating wireless, wired, and fiber optic
International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056
Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2704
communications was designed and implemented. The
network is InternetProtocol(IP)-basedwithallofthedrone’s
sensors and video cameras and the communications
signalling equipment IP addressable. A Virtual Local Area
Network (VLAN) was established specifically for this
demonstration allowing for segmented security and
delineation of the drone information “traffic” from other
communications traffic on the network. The various
communications layers and their specific uses are identified
in Figure 2. Of particular note is that a cellular connection
was used for Virtual Private Network (VPN) remote access
into the VLAN then ported to the utility’s SCADA and video
applications thereby allowing us to see the video links and
sensor measurement readings at the field site while being
simultaneously displayedonthecontrolcenter’sdisplaywall.
Fig. 2. Layered communications architecture for transport
of signals and measurements from drone-mounted sensors
to utility control center.
A commercially available drone, DJI Phantom II, was
selected as the sensor transport platform. Control of the
Phantom used its standard controller and 2.4 GHz wireless
communication signalling. The Phantom’s stock video
camera was removed allowing a custom sensor pod to be
attached to the drone using the camera’s mounting points.
Parameters to be measured included: 3-axis accelerometers,
gyroscopes, temperature, humidity, magnetic field, and
barometric pressure. The sensors, GPS receiver and thermal
and visual video cameras were attached to a Raspberry Pi 2.
An IP-addressable 900 MHz wireless (WiFi) transceiver,
Microtek Metal 9, with accompanying omnidirectional 0dBi
gain antenna were used to transport the signals to/from the
drone’s sensor pod to a companion ground-based WiFi
transceiver. An ethernetswitchanda2600mAhbatterywere
also placed into the sensor pod. All devices operated at 5
Volts; the battery capacity was chosen based on the
Phantom’s 22 minute flight time (using its standard battery
and a 1.1 kilogram sensor pod weight).
The sensor pod design – which was 3d printed – is shown
in the exploded views of Figure 3.
Fig. 3. Sensor pod design (3d-printed).
A 900 MHz WiFi transceiver was configured as an Access
Point, mounted insidean enclosure which was rackmounted
inside a communications cabinet with its radio output
connected to a 3dBi gain omnidirectional antenna. A fiber
optic to wired Ethernet media convertor along with an
Ethernet switch was mounted inside the enclosure. A
dynamic host controlled protocol (DHCP) server located at
the utility control center provided the IP addresses for all
devices (in the enclosure and in the drone’s sensor pod).
The information flow – or path – therefore consisted of
command and control ofthedroneviaitshandheldcontroller
(with radio signals in the 2400 MHz frequencyband). Sensor
readings (signals) and thermal and visual video feeds were
broadcast from the drone to the communications enclosure
on the 900 MHz WiFi radio channel. These signals and video
feeds then went from the enclosure-mounted 900 MHz radio
to the Ethernet switch to the media converter then into the
utility’s fiber optic core network for transport to the control
center. Aspects of the in-field deployment and testing of the
communications system are shown in Figure 4.
Fig. 4. Installation of the communications infrastructure at
the training site.
International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056
Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2705
3. Operation
The drone with sensor pod was flown at the utility’s
training site (of Figure 1). As shown in Figure 5, there were
numerous power lines present at this site with a number of
pole-mounted electrical transformers. Measurements from
the drone’s sensor pod were transmitted through the
communications network and injected into the utility’s
SCADA system database.
Additionalcommerciallyavailabledrones–equippedwith
their associated video cameraswereflownabovethetraining
site (typically at 100m elevation). This situation is shown in
Figure 6 – a photo taken from ground level looking up at the
drone with sensor pod. Another drone – atahigherelevation
(~65m) – is seen in the photo.
Fig. 5. Drones navigating electric grid components.
Fig. 6. Drones at different elevations over the site.
A diagram depicting the communications network and information-flow path is presented as Figure 7.
International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056
Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2706
Fig. 7. Communication networks used for transport of control and measurement signals.
A photograph of the drone video feeds (thermal and visual) as they were being viewed in the utility control center is
presented as Figure 8..
Fig. 8. Photograph of control center screens with thermal and visual drone-based video feeds being displayed.
International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056
Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2707
4. Summary
As demonstrated, drones may serve asa transportmeans
to take sensors to a location of importance. While local on-
drone storage of sensor and camera readingsand recordings
is highly useful, the notion of real time viewing of a drone’s
sensors and camera readings and imagery occurring at a
control center(kilometresaway)mayprovehighlybeneficial.
A system incorporating levels of communications
technologies coupled with a commercially available drone
and customized sensors and an associated sensor pod (3d
printed package) has been designed and implemented. Of
particular note is that within minutes of the utility control
center engineers seeingthedrone’srealtimevideofeeds,they
began requesting control center-based remotecontrol of the
drones – an activity that is currently not permitted in the
USA.
5. References
[1] A. Fischbach, “Drones Help Utilities to Inspect
Infrastructure,” accessed at
https://www.tdworld.com/electric-utility-
operations/media-gallery/20971601/drones-help-
utilities-to-inspect-infrastructure, August 2018.
[2] “How drones are playing a role inthepowerandutility
sector,” accessed at
https://www.powerengineeringint.com/2018/02/23/
how-drones-are-playing-a-role-in-the-power-and-
utility-sector/ , 2018.
[3] Lusk, Rick M., and Monday, William. “An Early Survey
of Best Practices for the Use of Small UnmannedAerial
Systems by the Electric UtilityIndustry”.UnitedStates:
N. p., 2017. Web. doi:10.2172/1344293.

More Related Content

What's hot

IRJET- Underground Cable Fault Detection and Transmission of Intimation t...
IRJET-  	  Underground Cable Fault Detection and Transmission of Intimation t...IRJET-  	  Underground Cable Fault Detection and Transmission of Intimation t...
IRJET- Underground Cable Fault Detection and Transmission of Intimation t...IRJET Journal
 
IRJET- IoT based Street Light Monitoring & Control with Lora/Lorawan Network
IRJET-  	  IoT based Street Light Monitoring & Control with Lora/Lorawan NetworkIRJET-  	  IoT based Street Light Monitoring & Control with Lora/Lorawan Network
IRJET- IoT based Street Light Monitoring & Control with Lora/Lorawan NetworkIRJET Journal
 
A Survey on Smart DRIP Irrigation System
A Survey on Smart DRIP Irrigation SystemA Survey on Smart DRIP Irrigation System
A Survey on Smart DRIP Irrigation SystemIRJET Journal
 
Easy to swallow wireless telemetry
Easy to swallow wireless telemetryEasy to swallow wireless telemetry
Easy to swallow wireless telemetryManiroop Badam
 
FCC CE IC regulatory testing of IOT products
FCC  CE IC regulatory testing of IOT productsFCC  CE IC regulatory testing of IOT products
FCC CE IC regulatory testing of IOT productsJOSE T Y
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
Energy efficiency in 5G networks
Energy efficiency in 5G networksEnergy efficiency in 5G networks
Energy efficiency in 5G networkselektr
 
wireless energy meter monitoring with automatic tariff calculation ppt
wireless energy meter monitoring with automatic tariff calculation pptwireless energy meter monitoring with automatic tariff calculation ppt
wireless energy meter monitoring with automatic tariff calculation pptsheefa kauser
 
Low cost smart weather station using Arduino and ZigBee
Low cost smart weather station using Arduino and ZigBeeLow cost smart weather station using Arduino and ZigBee
Low cost smart weather station using Arduino and ZigBeeTELKOMNIKA JOURNAL
 
A project report on wireless energy meter reading using x bee
A project report on wireless energy meter reading using x beeA project report on wireless energy meter reading using x bee
A project report on wireless energy meter reading using x beeRobo India
 
IRJET- R-Pi based Real-Time Weather Monitoring System
IRJET-  	  R-Pi based Real-Time Weather Monitoring SystemIRJET-  	  R-Pi based Real-Time Weather Monitoring System
IRJET- R-Pi based Real-Time Weather Monitoring SystemIRJET Journal
 
Fuel Station Monitoring and Automation based on WSN
Fuel Station Monitoring and Automation based on WSN Fuel Station Monitoring and Automation based on WSN
Fuel Station Monitoring and Automation based on WSN IJECEIAES
 
Design and implementation smart home alarm system with zigbee transceiver
Design and implementation smart home alarm system with zigbee transceiverDesign and implementation smart home alarm system with zigbee transceiver
Design and implementation smart home alarm system with zigbee transceiverzaidinvisible
 
Air pollution monitoring system using zib bee
Air pollution monitoring system using zib beeAir pollution monitoring system using zib bee
Air pollution monitoring system using zib beems98151
 
IRJET- Automotive Safety System using Controller Area Network(CAN) Protocol
IRJET- Automotive Safety System using Controller Area Network(CAN) ProtocolIRJET- Automotive Safety System using Controller Area Network(CAN) Protocol
IRJET- Automotive Safety System using Controller Area Network(CAN) ProtocolIRJET Journal
 
IRJET - IoT based Smart City and Air Quality Monitor
IRJET -  	  IoT based Smart City and Air Quality MonitorIRJET -  	  IoT based Smart City and Air Quality Monitor
IRJET - IoT based Smart City and Air Quality MonitorIRJET Journal
 
wireless energy meter
wireless energy meterwireless energy meter
wireless energy metersheefa kauser
 
Sunstone Technologies
Sunstone TechnologiesSunstone Technologies
Sunstone TechnologiesSimon Legrand
 
Digital Grid Technologies for Smooth Integration of Renewable Energy Resources
Digital Grid Technologies for Smooth Integration of Renewable Energy ResourcesDigital Grid Technologies for Smooth Integration of Renewable Energy Resources
Digital Grid Technologies for Smooth Integration of Renewable Energy ResourcesMoustafa Shahin
 

What's hot (20)

IRJET- Underground Cable Fault Detection and Transmission of Intimation t...
IRJET-  	  Underground Cable Fault Detection and Transmission of Intimation t...IRJET-  	  Underground Cable Fault Detection and Transmission of Intimation t...
IRJET- Underground Cable Fault Detection and Transmission of Intimation t...
 
Tariff Metering
Tariff MeteringTariff Metering
Tariff Metering
 
IRJET- IoT based Street Light Monitoring & Control with Lora/Lorawan Network
IRJET-  	  IoT based Street Light Monitoring & Control with Lora/Lorawan NetworkIRJET-  	  IoT based Street Light Monitoring & Control with Lora/Lorawan Network
IRJET- IoT based Street Light Monitoring & Control with Lora/Lorawan Network
 
A Survey on Smart DRIP Irrigation System
A Survey on Smart DRIP Irrigation SystemA Survey on Smart DRIP Irrigation System
A Survey on Smart DRIP Irrigation System
 
Easy to swallow wireless telemetry
Easy to swallow wireless telemetryEasy to swallow wireless telemetry
Easy to swallow wireless telemetry
 
FCC CE IC regulatory testing of IOT products
FCC  CE IC regulatory testing of IOT productsFCC  CE IC regulatory testing of IOT products
FCC CE IC regulatory testing of IOT products
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
Energy efficiency in 5G networks
Energy efficiency in 5G networksEnergy efficiency in 5G networks
Energy efficiency in 5G networks
 
wireless energy meter monitoring with automatic tariff calculation ppt
wireless energy meter monitoring with automatic tariff calculation pptwireless energy meter monitoring with automatic tariff calculation ppt
wireless energy meter monitoring with automatic tariff calculation ppt
 
Low cost smart weather station using Arduino and ZigBee
Low cost smart weather station using Arduino and ZigBeeLow cost smart weather station using Arduino and ZigBee
Low cost smart weather station using Arduino and ZigBee
 
A project report on wireless energy meter reading using x bee
A project report on wireless energy meter reading using x beeA project report on wireless energy meter reading using x bee
A project report on wireless energy meter reading using x bee
 
IRJET- R-Pi based Real-Time Weather Monitoring System
IRJET-  	  R-Pi based Real-Time Weather Monitoring SystemIRJET-  	  R-Pi based Real-Time Weather Monitoring System
IRJET- R-Pi based Real-Time Weather Monitoring System
 
Fuel Station Monitoring and Automation based on WSN
Fuel Station Monitoring and Automation based on WSN Fuel Station Monitoring and Automation based on WSN
Fuel Station Monitoring and Automation based on WSN
 
Design and implementation smart home alarm system with zigbee transceiver
Design and implementation smart home alarm system with zigbee transceiverDesign and implementation smart home alarm system with zigbee transceiver
Design and implementation smart home alarm system with zigbee transceiver
 
Air pollution monitoring system using zib bee
Air pollution monitoring system using zib beeAir pollution monitoring system using zib bee
Air pollution monitoring system using zib bee
 
IRJET- Automotive Safety System using Controller Area Network(CAN) Protocol
IRJET- Automotive Safety System using Controller Area Network(CAN) ProtocolIRJET- Automotive Safety System using Controller Area Network(CAN) Protocol
IRJET- Automotive Safety System using Controller Area Network(CAN) Protocol
 
IRJET - IoT based Smart City and Air Quality Monitor
IRJET -  	  IoT based Smart City and Air Quality MonitorIRJET -  	  IoT based Smart City and Air Quality Monitor
IRJET - IoT based Smart City and Air Quality Monitor
 
wireless energy meter
wireless energy meterwireless energy meter
wireless energy meter
 
Sunstone Technologies
Sunstone TechnologiesSunstone Technologies
Sunstone Technologies
 
Digital Grid Technologies for Smooth Integration of Renewable Energy Resources
Digital Grid Technologies for Smooth Integration of Renewable Energy ResourcesDigital Grid Technologies for Smooth Integration of Renewable Energy Resources
Digital Grid Technologies for Smooth Integration of Renewable Energy Resources
 

Similar to IRJET- - Control Center Viewing of UAS-based Real-Time Sensor and Video Measurements at an Electric Utility Facility

IRJET- Design and Development of Low Power Sensor Node For Plant Monitori...
IRJET-  	  Design and Development of Low Power Sensor Node For Plant Monitori...IRJET-  	  Design and Development of Low Power Sensor Node For Plant Monitori...
IRJET- Design and Development of Low Power Sensor Node For Plant Monitori...IRJET 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- Wireless Weather Monitoring System using Adruino DUE and GSM Techn...
IRJET-  	  Wireless Weather Monitoring System using Adruino DUE and GSM Techn...IRJET-  	  Wireless Weather Monitoring System using Adruino DUE and GSM Techn...
IRJET- Wireless Weather Monitoring System using Adruino DUE and GSM Techn...IRJET Journal
 
LORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEMLORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEMIRJET Journal
 
IRJET- Earthquake Early Warning System for Android
IRJET-  	  Earthquake Early Warning System for AndroidIRJET-  	  Earthquake Early Warning System for Android
IRJET- Earthquake Early Warning System for AndroidIRJET Journal
 
IRJET- Land Mine Data Collection System using Long Range WiFi and P2P Com...
IRJET-  	  Land Mine Data Collection System using Long Range WiFi and P2P Com...IRJET-  	  Land Mine Data Collection System using Long Range WiFi and P2P Com...
IRJET- Land Mine Data Collection System using Long Range WiFi and P2P Com...IRJET Journal
 
IRJET - Bridge Monitoring System using IoT
IRJET -  	  Bridge Monitoring System using IoTIRJET -  	  Bridge Monitoring System using IoT
IRJET - Bridge Monitoring System using IoTIRJET Journal
 
LORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEMLORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEMIRJET Journal
 
AGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROID
AGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROIDAGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROID
AGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROIDIRJET Journal
 
IRJET- Internet of Things (IoT) based Smart Grid
IRJET- Internet of Things (IoT) based Smart GridIRJET- Internet of Things (IoT) based Smart Grid
IRJET- Internet of Things (IoT) based Smart GridIRJET Journal
 
Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...
Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...
Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...IRJET Journal
 
IRJET- GSM based Agricultural Monitoring System using Drone
IRJET-  	  GSM based Agricultural Monitoring System using DroneIRJET-  	  GSM based Agricultural Monitoring System using Drone
IRJET- GSM based Agricultural Monitoring System using DroneIRJET Journal
 
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...IRJET Journal
 
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 - IoT based Motor Monitoring System
IRJET -  	  IoT based Motor Monitoring SystemIRJET -  	  IoT based Motor Monitoring System
IRJET - IoT based Motor Monitoring SystemIRJET Journal
 
Electrical Appliances Control using Wi-Fi and Laptop
Electrical Appliances Control using Wi-Fi and LaptopElectrical Appliances Control using Wi-Fi and Laptop
Electrical Appliances Control using Wi-Fi and LaptopIRJET Journal
 
INTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdf
INTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdfINTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdf
INTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdfPARNIKA GUPTA
 
Agriculture Sensing using IoT
Agriculture Sensing using IoTAgriculture Sensing using IoT
Agriculture Sensing using IoTIRJET Journal
 
Scientific_Project_Report_on Wireless Monitoring and Control in Industries
Scientific_Project_Report_on Wireless Monitoring and Control in IndustriesScientific_Project_Report_on Wireless Monitoring and Control in Industries
Scientific_Project_Report_on Wireless Monitoring and Control in IndustriesEnock Odhiambo
 

Similar to IRJET- - Control Center Viewing of UAS-based Real-Time Sensor and Video Measurements at an Electric Utility Facility (20)

IRJET- Design and Development of Low Power Sensor Node For Plant Monitori...
IRJET-  	  Design and Development of Low Power Sensor Node For Plant Monitori...IRJET-  	  Design and Development of Low Power Sensor Node For Plant Monitori...
IRJET- Design and Development of Low Power Sensor Node For Plant Monitori...
 
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- Wireless Weather Monitoring System using Adruino DUE and GSM Techn...
IRJET-  	  Wireless Weather Monitoring System using Adruino DUE and GSM Techn...IRJET-  	  Wireless Weather Monitoring System using Adruino DUE and GSM Techn...
IRJET- Wireless Weather Monitoring System using Adruino DUE and GSM Techn...
 
LORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEMLORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEM
 
IRJET- Earthquake Early Warning System for Android
IRJET-  	  Earthquake Early Warning System for AndroidIRJET-  	  Earthquake Early Warning System for Android
IRJET- Earthquake Early Warning System for Android
 
IRJET- Land Mine Data Collection System using Long Range WiFi and P2P Com...
IRJET-  	  Land Mine Data Collection System using Long Range WiFi and P2P Com...IRJET-  	  Land Mine Data Collection System using Long Range WiFi and P2P Com...
IRJET- Land Mine Data Collection System using Long Range WiFi and P2P Com...
 
IRJET - Bridge Monitoring System using IoT
IRJET -  	  Bridge Monitoring System using IoTIRJET -  	  Bridge Monitoring System using IoT
IRJET - Bridge Monitoring System using IoT
 
LORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEMLORA BASED DATA ACQUISITION SYSTEM
LORA BASED DATA ACQUISITION SYSTEM
 
AGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROID
AGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROIDAGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROID
AGRICULTURE ENVIRONMENT MONITORING SYSTEM USING ANDROID
 
IRJET- Internet of Things (IoT) based Smart Grid
IRJET- Internet of Things (IoT) based Smart GridIRJET- Internet of Things (IoT) based Smart Grid
IRJET- Internet of Things (IoT) based Smart Grid
 
Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...
Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...
Design and Implementation of Multi-SCADA System for Drone-Based Reliability R...
 
IRJET- GSM based Agricultural Monitoring System using Drone
IRJET-  	  GSM based Agricultural Monitoring System using DroneIRJET-  	  GSM based Agricultural Monitoring System using Drone
IRJET- GSM based Agricultural Monitoring System using Drone
 
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...
DEVELOPING A REAL TIME DATA ACQUISITION , FLY-BY-WIRE COMMUNICATION SYSTEM FO...
 
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
 
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 - IoT based Motor Monitoring System
IRJET -  	  IoT based Motor Monitoring SystemIRJET -  	  IoT based Motor Monitoring System
IRJET - IoT based Motor Monitoring System
 
Electrical Appliances Control using Wi-Fi and Laptop
Electrical Appliances Control using Wi-Fi and LaptopElectrical Appliances Control using Wi-Fi and Laptop
Electrical Appliances Control using Wi-Fi and Laptop
 
INTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdf
INTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdfINTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdf
INTEGRATION_ASPECTS_OF_TELEMETRY_SYSTEM_FOR_A_SURVEILLANCE_UAV.pdf
 
Agriculture Sensing using IoT
Agriculture Sensing using IoTAgriculture Sensing using IoT
Agriculture Sensing using IoT
 
Scientific_Project_Report_on Wireless Monitoring and Control in Industries
Scientific_Project_Report_on Wireless Monitoring and Control in IndustriesScientific_Project_Report_on Wireless Monitoring and Control in Industries
Scientific_Project_Report_on Wireless Monitoring and Control in Industries
 

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

College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
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
 
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
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxbritheesh05
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxIntroduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxvipinkmenon1
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learningmisbanausheenparvam
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024Mark Billinghurst
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Application of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptxApplication of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptx959SahilShah
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
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
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerAnamika Sarkar
 
Current Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLCurrent Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLDeelipZope
 
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...VICTOR MAESTRE RAMIREZ
 

Recently uploaded (20)

College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
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
 
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
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptxIntroduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learning
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Application of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptxApplication of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptx
 
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
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
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
 
Current Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLCurrent Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCL
 
Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...Software and Systems Engineering Standards: Verification and Validation of Sy...
Software and Systems Engineering Standards: Verification and Validation of Sy...
 

IRJET- - Control Center Viewing of UAS-based Real-Time Sensor and Video Measurements at an Electric Utility Facility

  • 1. International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056 Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072 This work was conducted at Oak Ridge National Laboratory, managed by UT-Battelle LLC for the US Department of Energy (DOE) under contract DE- AC05-00OR22725. This manuscript has been authored by UT-Battelle LLC under contract DE-AC05-00OR22725 with DOE. The US government retains and the publisher, by accepting the article for publication, acknowledges that the US government retains a nonexclusive, paid-up, irrevocable, worldwide license to publish or reproduce the published form of this manuscript, or allow others to do so, for US government purposes. DOE will provide public access to these results of federally sponsored research in accordance with the DOE Public Access Plan (http://energy.gov/downloads/doe-public-access-plan). © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2703 Control Center Viewing of UAS-based Real-Time Sensor and Video Measurements at an Electric Utility Facility Peter L. Fuhr*, Kenneth Woodworth, Gary Hahn, Jason Richards, William Monday 1Oak Ridge National Laboratory, One Bethel Valley Road, Oak Ridge, Tennessee, 37831 USA ----------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – Drones equipped with video cameras, LIDAR and thermal imagers have been demonstrated in industrial and utility settings. In such instances, the images are typically locally stored onboard the drone then retrieved from the image storage media and analyzed. We report on a project involving the transport and display of measurements and thermal and visual video streams into a utility control center. Relying on an integrated multimedia communications network, realtime control center viewing of sensor readings and image streams is achieved. Details of this activity are reported. Key Words: wireless sensors, drones, communications 1. Introduction Industrial sites are complex systems and structures with inspection and maintenanceproceduresrequiredforoptimal operation and regulatory compliance. Typically, such activities involve sensors and systems being installed at key locations (assets) within the site augmented by humans performing varying levels of measurements and inspections. As a specific example, consider just the bulk electric power system which in the USA is comprised of more than 200,000 miles of high-voltage transmission lines, thousands of generation plants and millions of digital controls. More than 1,800 entities own and operate portions of the grid system, with thousands more involved in the operation of distribution networks across North America. The interconnectedand interdependent natureofthebulkpower system requires a consistent and systematic application of measuring, monitoring and risk mitigation across the entire grid system to be truly effective. In many instances a question arises regarding the potential use of unmanned aerial systems (UAS) for conducting some of the required measurements particularlyinlocationswhereitmaybemore difficult for a human to perform the measurement. The use of drones for sensingapplications is certainlynot new for remotely piloted aerial vehicles have been used, primarily by military forces, since the Second World War. Recent technological advancements in microprocessor computing power, miniaturization of sensors, and purpose- built software have enabled UAS technology to establish a significant new niche in the evolution of aviation. Alternatively labelledunmannedaircraftsystems,unmanned aerial vehicles, or simply drones, small UASs (sUASs) are becoming readily accessible for commercial, governmental, and private use across a myriad of far-ranging applications [1,2]. While using drones for vegetation management has been demonstrated and is now commercially available forutilities to use as a service [3], our efforts involvedconductingdrone- based sensing witha real-time data and videotransportfrom the drone to the demonstration utility’s control center. 2. Installation, Location and Components Details The location of the sensor-laden drone and the utility control center – separated by 7.44km- is illustrated in Figure 1. Fig. 1. Training site (where drones are flown) to Control Center (viewing) is approximately 7.44km (urban setting). As with any sensor and/or control system, a communications fabric is necessary for the transport of the signals and measurements. In the case of this specific technology demonstration, we relied on an optical fiber backbone core network that theutilityhasinplace. This1-10 Gbps fiber network provided an exceptionally high speed transport with endpoints at the control center and training site. A layered communicationsystem,illustratedinFigure2, incorporating wireless, wired, and fiber optic
  • 2. International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056 Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2704 communications was designed and implemented. The network is InternetProtocol(IP)-basedwithallofthedrone’s sensors and video cameras and the communications signalling equipment IP addressable. A Virtual Local Area Network (VLAN) was established specifically for this demonstration allowing for segmented security and delineation of the drone information “traffic” from other communications traffic on the network. The various communications layers and their specific uses are identified in Figure 2. Of particular note is that a cellular connection was used for Virtual Private Network (VPN) remote access into the VLAN then ported to the utility’s SCADA and video applications thereby allowing us to see the video links and sensor measurement readings at the field site while being simultaneously displayedonthecontrolcenter’sdisplaywall. Fig. 2. Layered communications architecture for transport of signals and measurements from drone-mounted sensors to utility control center. A commercially available drone, DJI Phantom II, was selected as the sensor transport platform. Control of the Phantom used its standard controller and 2.4 GHz wireless communication signalling. The Phantom’s stock video camera was removed allowing a custom sensor pod to be attached to the drone using the camera’s mounting points. Parameters to be measured included: 3-axis accelerometers, gyroscopes, temperature, humidity, magnetic field, and barometric pressure. The sensors, GPS receiver and thermal and visual video cameras were attached to a Raspberry Pi 2. An IP-addressable 900 MHz wireless (WiFi) transceiver, Microtek Metal 9, with accompanying omnidirectional 0dBi gain antenna were used to transport the signals to/from the drone’s sensor pod to a companion ground-based WiFi transceiver. An ethernetswitchanda2600mAhbatterywere also placed into the sensor pod. All devices operated at 5 Volts; the battery capacity was chosen based on the Phantom’s 22 minute flight time (using its standard battery and a 1.1 kilogram sensor pod weight). The sensor pod design – which was 3d printed – is shown in the exploded views of Figure 3. Fig. 3. Sensor pod design (3d-printed). A 900 MHz WiFi transceiver was configured as an Access Point, mounted insidean enclosure which was rackmounted inside a communications cabinet with its radio output connected to a 3dBi gain omnidirectional antenna. A fiber optic to wired Ethernet media convertor along with an Ethernet switch was mounted inside the enclosure. A dynamic host controlled protocol (DHCP) server located at the utility control center provided the IP addresses for all devices (in the enclosure and in the drone’s sensor pod). The information flow – or path – therefore consisted of command and control ofthedroneviaitshandheldcontroller (with radio signals in the 2400 MHz frequencyband). Sensor readings (signals) and thermal and visual video feeds were broadcast from the drone to the communications enclosure on the 900 MHz WiFi radio channel. These signals and video feeds then went from the enclosure-mounted 900 MHz radio to the Ethernet switch to the media converter then into the utility’s fiber optic core network for transport to the control center. Aspects of the in-field deployment and testing of the communications system are shown in Figure 4. Fig. 4. Installation of the communications infrastructure at the training site.
  • 3. International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056 Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2705 3. Operation The drone with sensor pod was flown at the utility’s training site (of Figure 1). As shown in Figure 5, there were numerous power lines present at this site with a number of pole-mounted electrical transformers. Measurements from the drone’s sensor pod were transmitted through the communications network and injected into the utility’s SCADA system database. Additionalcommerciallyavailabledrones–equippedwith their associated video cameraswereflownabovethetraining site (typically at 100m elevation). This situation is shown in Figure 6 – a photo taken from ground level looking up at the drone with sensor pod. Another drone – atahigherelevation (~65m) – is seen in the photo. Fig. 5. Drones navigating electric grid components. Fig. 6. Drones at different elevations over the site. A diagram depicting the communications network and information-flow path is presented as Figure 7.
  • 4. International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056 Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2706 Fig. 7. Communication networks used for transport of control and measurement signals. A photograph of the drone video feeds (thermal and visual) as they were being viewed in the utility control center is presented as Figure 8.. Fig. 8. Photograph of control center screens with thermal and visual drone-based video feeds being displayed.
  • 5. International Research Journal of Engineering and Technology(IRJET) e-ISSN:2395-0056 Volume: 06 Issue: 12 | Dec 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2707 4. Summary As demonstrated, drones may serve asa transportmeans to take sensors to a location of importance. While local on- drone storage of sensor and camera readingsand recordings is highly useful, the notion of real time viewing of a drone’s sensors and camera readings and imagery occurring at a control center(kilometresaway)mayprovehighlybeneficial. A system incorporating levels of communications technologies coupled with a commercially available drone and customized sensors and an associated sensor pod (3d printed package) has been designed and implemented. Of particular note is that within minutes of the utility control center engineers seeingthedrone’srealtimevideofeeds,they began requesting control center-based remotecontrol of the drones – an activity that is currently not permitted in the USA. 5. References [1] A. Fischbach, “Drones Help Utilities to Inspect Infrastructure,” accessed at https://www.tdworld.com/electric-utility- operations/media-gallery/20971601/drones-help- utilities-to-inspect-infrastructure, August 2018. [2] “How drones are playing a role inthepowerandutility sector,” accessed at https://www.powerengineeringint.com/2018/02/23/ how-drones-are-playing-a-role-in-the-power-and- utility-sector/ , 2018. [3] Lusk, Rick M., and Monday, William. “An Early Survey of Best Practices for the Use of Small UnmannedAerial Systems by the Electric UtilityIndustry”.UnitedStates: N. p., 2017. Web. doi:10.2172/1344293.