The document proposes a novel real-time monitoring system for solar power plants utilizing an artificial neural network running on low-cost hardware. The system monitors temperature, dust, and rain sensors to detect faults or degradation in photovoltaic panels. If sensor values exceed thresholds or panels produce significantly less power than predicted, maintenance is triggered. The system was implemented using an Arduino, sensors, an LCD display and connects to IoT for remote monitoring. It aims to efficiently maintain solar panels for reliable energy generation.
Intelligent Microgrid and Distributed Generations pptMayur Hiwale
ppt is about microgrid and its evolution to intelligent microgrid. In this ppt you get know about the microgrid its architecture, advantages, disadvantages and application and implemention and also the comparison between old microgrid and new intelligent microgrid.
The work is aimed at measurement of heartbeat and displays the information on an alphanumeric (or Graphical) LCD display. The heartbeat monitor uses LED and an LDR based sensor to determine the heartbeat.
At Softroniics we provide job oriented training for freshers in IT sector. We are Pioneers in all leading technologies like Android, Java, .NET, PHP, Python, Embedded Systems, Matlab, NS2, VLSI etc. We are specializiling in technologies like Big Data, Cloud Computing, Internet Of Things (iOT), Data Mining, Networking, Information Security, Image Processing, Mechanical, Automobile automation and many other. We are providing long term and short term internship also.
We are providing short term in industrial training, internship and inplant training for Btech/Bsc/MCA/MTech students. Attached is the list of Topics for Mechanical, Automobile and Mechatronics areas.
MD MANIKANDAN-9037291113,04954021113
softroniics@gmail.com
www.softroniics.com
Intelligent Microgrid and Distributed Generations pptMayur Hiwale
ppt is about microgrid and its evolution to intelligent microgrid. In this ppt you get know about the microgrid its architecture, advantages, disadvantages and application and implemention and also the comparison between old microgrid and new intelligent microgrid.
The work is aimed at measurement of heartbeat and displays the information on an alphanumeric (or Graphical) LCD display. The heartbeat monitor uses LED and an LDR based sensor to determine the heartbeat.
At Softroniics we provide job oriented training for freshers in IT sector. We are Pioneers in all leading technologies like Android, Java, .NET, PHP, Python, Embedded Systems, Matlab, NS2, VLSI etc. We are specializiling in technologies like Big Data, Cloud Computing, Internet Of Things (iOT), Data Mining, Networking, Information Security, Image Processing, Mechanical, Automobile automation and many other. We are providing long term and short term internship also.
We are providing short term in industrial training, internship and inplant training for Btech/Bsc/MCA/MTech students. Attached is the list of Topics for Mechanical, Automobile and Mechatronics areas.
MD MANIKANDAN-9037291113,04954021113
softroniics@gmail.com
www.softroniics.com
Home security system is needed for convenience and safety. This system invented to keep home safe from intruder. In this work, we present the design and implementation of a GSM & PIR sensor based home security system using ARDUINO-UNO board. Which take a very less power. The system is a arduino-uno based home security system which contains a GSM modem and PIR sensor with servo-motor and a camera which provides a better security. The system can response rapidly as intruder enters into the trigged zone, PIR sensor sense the object and GSM module will send a notification as a SMS to the registered number of the home owner, and can also give a snapshot of that object. This security system for alerting a house owner wherever he will. In this system as a object enters into the zone GSM module produce a signal through a public telecom network and sends a message or redirect a call that that tells about your home update or predefined message which is embedded in arduino-uno board. Suspected activities are conveyed to remote user through SMS or Call using GSM technology.
Li-Fi audio transmission is the transmission of wireless data by using visible light as a medium of communication in which the receiver section interprets the incoming light which is detected using a solar panel and converts to the audible sound signal with the help of a speaker.
With the advancements in wireless technology and digital electronics, some tiny devices have started to be used in numerous areas in daily life. These devices are capable of sensing, computation and communicating. They are generally composed of low power radios, several smart sensors and embedded CPUs (Central Processing Units). These devices are used to form wireless sensor network (WSN) which is necessary to provide sensing services and to monitor environmental conditions. In parallel to WSNs, the idea of internet of things (IoT) is developed where IoT can be defined as an interconnection between identifiable devices within the internet connection in sensing and monitoring processes. This paper presents detailed overview of WSNs. It also assesses the technology and characteristics of WSNs. Moreover, it provides a review of WSN applications and IoT applications.
Traditional entrance keys performed a number of drawbacks, including the ease with which they can be stolen, duplicated, or misplaced, allowing unauthorized people to gain access to cash, valuables, and other important documents. As known, most digital electronic entrance locks use application specific integrated circuits (ASICs) as based, which have the disadvantage of being unable to be reconfigured, as opposed to field programmable gate arrays (FPGA). This project proposed a home security code lock using verilog hardware descriptive language (HDL) with two unlocking modes, using a button or a keypad which can be changed using a switch. The 7-segment on the Altera DE2-115 trainer board is used to display the passcode press by the keypad. The result of simulation on the keypad using finite state machine (FSM) technique was fulfill the theoretical concept in which it will go to the next state each time the correct input or passcode was entered. When the wrong input or passcode was entered, it will be entered to reset mode. As the conclusion, a fully comply output according to the theoretical FSM concept is fully achieved in this project.
Digitization of Battery management System and Charging by Solar PanelSHEIKHMASEMMANDAL
This is SAP sponsored Project. Here we have researched and analyzed
the battery charging and discharging pattern and optimized the BMS to display on Local Screen/Website for the parameters like temperature, battery charging rate and battery discharging rate etc.
The main objective of this project is to develop a device for wireless power transfer. The concept of wireless power transfer was realized by Nikolas Tesla. Wireless power transfer can make a remarkable change in the field of the electrical engineering which eliminates the use conventional copper cables and current carrying wires. Based on this concept, the project is developed to transfer power within a small range. This project can be used for charging batteries those are physically not possible to be connected electrically.
Home security system is needed for convenience and safety. This system invented to keep home safe from intruder. In this work, we present the design and implementation of a GSM & PIR sensor based home security system using ARDUINO-UNO board. Which take a very less power. The system is a arduino-uno based home security system which contains a GSM modem and PIR sensor with servo-motor and a camera which provides a better security. The system can response rapidly as intruder enters into the trigged zone, PIR sensor sense the object and GSM module will send a notification as a SMS to the registered number of the home owner, and can also give a snapshot of that object. This security system for alerting a house owner wherever he will. In this system as a object enters into the zone GSM module produce a signal through a public telecom network and sends a message or redirect a call that that tells about your home update or predefined message which is embedded in arduino-uno board. Suspected activities are conveyed to remote user through SMS or Call using GSM technology.
Li-Fi audio transmission is the transmission of wireless data by using visible light as a medium of communication in which the receiver section interprets the incoming light which is detected using a solar panel and converts to the audible sound signal with the help of a speaker.
With the advancements in wireless technology and digital electronics, some tiny devices have started to be used in numerous areas in daily life. These devices are capable of sensing, computation and communicating. They are generally composed of low power radios, several smart sensors and embedded CPUs (Central Processing Units). These devices are used to form wireless sensor network (WSN) which is necessary to provide sensing services and to monitor environmental conditions. In parallel to WSNs, the idea of internet of things (IoT) is developed where IoT can be defined as an interconnection between identifiable devices within the internet connection in sensing and monitoring processes. This paper presents detailed overview of WSNs. It also assesses the technology and characteristics of WSNs. Moreover, it provides a review of WSN applications and IoT applications.
Traditional entrance keys performed a number of drawbacks, including the ease with which they can be stolen, duplicated, or misplaced, allowing unauthorized people to gain access to cash, valuables, and other important documents. As known, most digital electronic entrance locks use application specific integrated circuits (ASICs) as based, which have the disadvantage of being unable to be reconfigured, as opposed to field programmable gate arrays (FPGA). This project proposed a home security code lock using verilog hardware descriptive language (HDL) with two unlocking modes, using a button or a keypad which can be changed using a switch. The 7-segment on the Altera DE2-115 trainer board is used to display the passcode press by the keypad. The result of simulation on the keypad using finite state machine (FSM) technique was fulfill the theoretical concept in which it will go to the next state each time the correct input or passcode was entered. When the wrong input or passcode was entered, it will be entered to reset mode. As the conclusion, a fully comply output according to the theoretical FSM concept is fully achieved in this project.
Digitization of Battery management System and Charging by Solar PanelSHEIKHMASEMMANDAL
This is SAP sponsored Project. Here we have researched and analyzed
the battery charging and discharging pattern and optimized the BMS to display on Local Screen/Website for the parameters like temperature, battery charging rate and battery discharging rate etc.
The main objective of this project is to develop a device for wireless power transfer. The concept of wireless power transfer was realized by Nikolas Tesla. Wireless power transfer can make a remarkable change in the field of the electrical engineering which eliminates the use conventional copper cables and current carrying wires. Based on this concept, the project is developed to transfer power within a small range. This project can be used for charging batteries those are physically not possible to be connected electrically.
It is a new concept in world of Electricity measurement. This concept is not only beneficial for electricity measurement but also has the capability to prevent theft and misuses of electricity. The concept of IOT (Internet of Things) based prepaid energy meter is very similar to prepaid mobile system, you recharge and spend Accordingly.
When the purchased units are used up by the consumer the meter disconnect the power supply until the next Recharge. The system will automatically notify the consumer to recharge before zero balance unit recharge will be done by the service provider.
Thank you very much for checking out my presentation.
If you are a student or a faculty of an engineering college and need to create a presentation, you can contact me. Check out my profile to know how.
This project describes about a device, which measures the power consumed by our household devices, using IoT technology.
The main working of this project is that anytime a woman senses danger, all she has to do, is to hold
on the button of the device. Once the device is activated, it tracks the place of the women using GPS (Global
Positioning System) and sends location using WIFI, to the police control room or authorised person. And
buzzer rings. Here we are using vibration sensor for woman safety person when the she is not unable press the
switch it will helps the do the same process
WEB BASED REALTIME CONTROL AND HOME AUTOMATION SYSTEMATHUL RAJ.R
this is the presentation forthe project "WEB BASED REAL TIME CONTROL AND HOME AUTOMATION SYSTEM". This arduino based system will help to control our home appliances automatically and we can control it through internet by using mobile phone or PC. full report available on "https://www.slideshare.net/ruathulraj/web-based-real-time-control-and-home-automation-system"
Design and Detection of Underground Cable Fault Using Raspberry Pi and IoT Sy...ijtsrd
This paper proposes fault location model for underground power cable using raspberry pi and the Internet of Things which is based on the internet, which means the information will be transferred through the internet access. The aim of this method is to determine the distance of underground cable fault from base station in kilometres and also find the location of that faulty place. This paper uses the simple concept of Current Transformer Theory CT Theory . When any fault like short circuit occurs, voltage drop will vary depending on the length of fault in cable since the current varies Current Transformer is used to calculate the varying current. The signal conditioner manipulates the change in voltage and a microcontroller is used to make the necessary calculations so that the fault distance is displayed by IOT devices. These fault details are after sent to any access point through the internet and displayed. Mr. M. Dinesh | Mr. K. Vairaperumal | Mr. P. Senthilkumar "Design and Detection of Underground Cable Fault Using Raspberry Pi & IoT System" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-1 , December 2018, URL: http://www.ijtsrd.com/papers/ijtsrd19037.pdf Direct URL: http://www.ijtsrd.com/engineering/electrical-engineering/19037/design-and-detection-of-underground-cable-fault-using-raspberry-pi-and-iot-system/mr-m-dinesh
Democratizing Fuzzing at Scale by Abhishek Aryaabh.arya
Presented at NUS: Fuzzing and Software Security Summer School 2024
This keynote talks about the democratization of fuzzing at scale, highlighting the collaboration between open source communities, academia, and industry to advance the field of fuzzing. It delves into the history of fuzzing, the development of scalable fuzzing platforms, and the empowerment of community-driven research. The talk will further discuss recent advancements leveraging AI/ML and offer insights into the future evolution of the fuzzing landscape.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Quality defects in TMT Bars, Possible causes and Potential Solutions.PrashantGoswami42
Maintaining high-quality standards in the production of TMT bars is crucial for ensuring structural integrity in construction. Addressing common defects through careful monitoring, standardized processes, and advanced technology can significantly improve the quality of TMT bars. Continuous training and adherence to quality control measures will also play a pivotal role in minimizing these defects.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
2. ABSTRACT
• To harness reliable energy efficiently, the photovoltaic panels system must
remain in its best condition. This requires continuous maintenance and
monitoring. However, in case of weather dependable energy yield change.
• This requires continuous maintenance and monitoring. However, in case of
weather dependable energy yield change.
• We proposed a novel real-time monitoring system utilizing a small but
efficient articial neural network that is adequate to run on a low-cost system
• To environmental conditions, or is not normal because of faulty, or shaded,
or dust-covered panel, an intelligent monitoring system is required.
• The presented PV monitoring system can identify if the photovoltaic panel
exhibit degradation due to fault conditions.
3. INTRODUCTION
• The fast-ever-growing energy demands and the global environmental issues
necessitate the use of renewable resources.
• Among renewable energy yielding technologies, Solar panels are of the
greatest future projection.
• An intelligent reference analytical module for real-time individual
photovoltaic panel monitoring based on the articial neural network.
• We discuss the system overall implementation, the mathematical module
behind its intelligent reference model, and its hardware implementation.
• The contribution of solar PV energy increased remarkably compared to the
previous four decades.
5. S.NO TITLE AUTHOR & YEAR DESCRIPTION
1 Evaluation of
renewable energy
sources in
peripheral areas
and renewable
energy-based rural
development
Jozsef Benedek,
Tihamer-Tibor
Sebestyen
2019
The renewable energy
potential maps, combined with
a multidimensional index
expressing the development
level of localities, are good
predictors of appropriate
locations for the development
of renewable energy source-
based facilities
2 Machine learning
for Internet of
Things data
analysis: A survey
Mohammad Saeid
Mahdavinejad,
Mohammadreza
Rezvan
2019
Intelligent processing and
analysis of this Big Data is the
key to developing smart IoT
applications. This article
assesses the different machine
learning methods that deal
with the challenges in IoT data
by considering smart cities as
the main use case.
6. 3 Internet of Things:
Architectures,
Protocols, and
Applications
Pallavi Sethi and
Smruti R. Sarangi
2019
A novel taxonomy for IoT
technologies, highlights some of
the most important technologies,
and profiles some applications that
have the potential to make a
striking difference in human life,
especially for the differently abled
and the elderly.
4 Photovoltaic Model
With Mpp Tracker
For Standalone /
Grid Connected
Applications
E.M. Natsheh, A.
Albarbar
2020
The dynamic behaviour of the
proposed model has been validated
by using Sharp’s NUS0E3E and
Lorentz’ mono-crystalline modules
in different solar radiation and
temperature conditions.
5 Power Generation
of Solar PV
Systems in
Palestine
Emad Maher
Natsheh
2020
A renewable resource of power
generation for grid connected
applications in residential quarter
in north Palestine.
7. EXISTING SYSTEM
• A low-cost web server using ESP32 for real-time photovoltaic data
collection with manual monitoring from user.
• A system for collecting data from the photovoltaic parks. The data was
collected from the PV park devices, measurement systems in the region of
the park (weather stations) and from data sources accessible on the Internet.
8. PROPOSED SYSTEM
• Photovoltaic panels system is becoming a popular choice as an alternative
source of energy. To harness reliable energy efficiently, the photovoltaic panels
system must remain in its best condition.
• This system consists of sensor like Temperature Sensor, Dust Sensor and Rain
Sensor.
• Temperature sensor is used to measure the temperature value
• Dust sensor used for detecting the dust will be high, at same for Rain sensor is
used to measure the rain value and display on LCD Display. Short circuiting in
solar is detected alerted through IOT
• Measured all sensor information updated to IOT.If any sensor values are high
or any circuit are shorted to intimate on buzzer.
11. SOFTWARE REQUIREMENTS
• MC Programming Language :Embedded C
• Coding : Arduino IDE 1.8.3
• Simulation :PROTEUS
12. ARDUINO IDE
• The Arduino integrated development environment (IDE) is a cross-
platform application (for Windows, macOS, Linux) that is written in the
programming language Java. It is used to write and upload programs to
Arduino board.
• Arduino is an open-source electronics platform based on easy-to-use
hardware and software. Arduino boards are able to read inputs - light on a
sensor, a finger on a button, or a Twitter message - and turn it into an output
- activating a motor, turning on an LED, publishing something online. You
can tell your board what to do by sending a set of instructions to the
microcontroller on the board
13. PROTEUS
• Proteus is a simulation and design software tool developed by Labcenter
Electronics for Electrical and Electronic circuit design.
• Proteus's simulation feature. Many of the components in Proteus can be
simulated. There are two options for simulating: Run simulator and
advance frame by frame.
• The "Run simulator" option simulates the circuit in a normal speed (If the
circuit is not heavy). "Advance frame by frame" option advances to next
frame and waits till you click this button for the next time. This can be
useful for debugging digital circuits.
14. HARDWARE REQUIREMENTS
• ARDUINO UNO
• SOLAR PANEL
• BATTERY
• TEMPERATURE SENSOR
• DUST SENSOR
• RAIN SENSOR
• LCD DISPLAY
• IOT
• WATER MOTOR
• BUZZER
15. ARDUINO
• Arduino is an open-source prototyping platform based on easy-to-
use hardware and software.
• Arduino boards are able to read inputs - light on a sensor, a finger
on a button, or a Twitter message - and turn it into an output -
activating a motor, turning on an LED, publishing something online.
• You can tell your board what to do by sending a set of instructions to
the microcontroller on the board.
• To do so you use the Arduino programming language (based on
Wiring), and the Arduino Software (IDE), based on Processing.
16.
17. SOLAR PANEL
• A solar panel is a set of solar photovoltaic modules electrically
connected and mounted on a supporting structure. A
photovoltaic module is a packaged, connected assembly
of solar cells. The solar panel can be used as a component of a
larger photovoltaic system to generate and supply electricity in
commercial and residential applications.12v 3w panel.
18. TEMPERATURE SENSOR (DH11)
• A humidity sensor senses, measures and regularly reports the relative
humidity in the air. It measures both moisture and air temperature.
• Relative humidity, expressed as a percent, is the ratio of actual moisture in
the air to the highest amount of moisture air at that temperature can hold.
• The warmer the air is, the more moisture it can hold, so relative humidity
changes with fluctuations in temperature.
19. RAIN SENSOR
• This module allows you measure moisture via analog output
pins and it provides a digital output when a threshold of
moisture is exceeded.
• The module is based on the LM393 op amp. It includes the
electronics module and a printed circuit board that “collects”
the rain drops.
• As rain drops are collected on the circuit board, they create
paths of parallel resistance that are measured via the op amp.
• The lower the resistance (or the more water), the lower the
voltage output. Conversely, the less water is the greater the
output voltage on the analog pin.
20.
21. DUST SENSOR
• Dust Sensor is a simple air monitoring module with onboard Sharp
GP2Y1010AU0F.
• It is capable of detecting fine particle larger than 0.8μm in diameter, even
like the cigarette smoke.
• Analog voltage output of the sensor is linear with dust density.
• The module has embedded voltage boost circuit to support wide range of
power supply.
•
22. 2*16 LCD DISPLAY
A liquid-crystal display (LCD) is a flat-panel display or
other electronic visual display that uses the light-modulating
properties of liquid crystals.
Liquid crystals do not emit light directly.
24. WATER MOTOR
• A pump motor is a DC motor device that moves fluids.
• A DC motor converts direct current electrical power into mechanical
power.
• DC or direct current motor works on the principal, when a current carrying
conductor is placed in a magnetic field, it experiences a torque and has a
tendency to move.
• Pumps operate by some mechanism (typically reciprocating or rotary), and
consume energy to perform mechanical work by moving the fluid.
25. NODE MCU
• NodeMCU is the WiFi equivalent of ethernet module. It combines the
features of WiFi access point and station + microcontroller. These features
make the NodeMCU extremely powerful tool for WiFi networking. It can
be used as access point and/or station, host a web server or connect to
internet to fetch or upload data.
26. BATTERY 12V1.5AH
• The rechargeable backup battery provides power to Finger Tec terminals when the
primary source of power is unavailable. With the right backup battery, your system
won’t have to be interrupted during a power failure.
• A battery charger is a device used to put energy into a cell or (rechargeable) battery
by forcing an electric current through it. Lead-acid battery chargers typically have
two tasks to accomplish. The first is to restore capacity, often as quickly as
practical. The second is to maintain capacity by compensating for self discharge.
27. BUZZER
• A buzzer or beeper is an audio signalling device, which may be
mechanical, electromechanical, or piezoelectric. Typical uses of buzzers
and beepers include alarm devices, timers, and confirmation of user input
such as a mouse click or keystroke.
30. CONCLUSION
• Solar panels monitoring system is presented with high prediction accuracy.
The hardware design and implementation of the monitoring system on low
cost microcontroller was discussed.
• The monitoring system has the ability of identifying any individual PV
panel that requires maintenance
• The more PV panels are connected to the monitoring system, the lower is
the additional cost per PV panel.
• The monitoring system will a PV panel for maintenance if the predicted
output power for that PV panel, obtained from articial neural network
model.
• The actual output power of that PV panel, obtained from sensors, has a
percentage difference more than 10%.
31. REFERENCE
• [1] J. Benedek, T.-T. Sebestyén, and B. Bartók, ``Evaluation of renewable
energy sources in peripheral areas and renewable energy-based rural
development,'‘ Renew. Sustain. Energy Rev., vol. 90, no. 1, pp. 516535, 2018.
• [2] M. S. Mahdavinejad, M. Rezvan, M. Barekatain, P. Adibi, P. Barnaghi, and
A. P. Sheth, ``Machine learning for Internet of Things data analysis: A survey,''
Digit. Commun. Netw., vol. 4, no. 3, pp. 161175, 2018.
• [3] P. Sethi and S. R. Sarangi, ``Internet of Things: Architectures, protocols,
and applications,'' J. Elect. Comput. Eng., vol. 2017, Jan. 2017, Art. no.
9324035.
• [4] P. P. Ray, ``A survey of IoT cloud platforms,'' Future Comput. Inform. J.,
vol. 1, nos. 12, pp. 3546, 2016.