This document describes an automatic weed killing robot designed for agricultural purposes. It uses machine vision to detect and differentiate weeds from crops. A raspberry pi processes images captured by a camera and compares them to stored images to classify plants. If a weed is detected, an arduino controls actuators to apply a mechanical or chemical treatment to kill the weed. The system aims to reduce herbicide and labor usage while increasing crop yields. It works autonomously to scan fields and remove weeds row by row in all weather conditions. Commercial versions of robotic weed control systems typically use mechanical, flame, or herbicide spray methods, but still struggle with accurate plant classification.
Many farmers are facing lot of problems in agricultural occupation, every year farmers are experiencing huge losses due to plant disease. Disease on plants reduces the quality as well as the quantity of the crops. It is difficult to monitor the plant disease manually, even though farmers have prior knowledge on the plant disease, it requires tremendous amount of work and excessive processing time. In this paper we will provide the brief idea to solve the former problem by developing Agricultural Robot, which will continuously monitor the farm under the guidance of the operator and we will make use of image processing technique to find the disease on plant leaf. And if disease is found user can make the robot to spray proper amount of pesticide to the disease affected region or to the whole plant. This system resulted in detection of plant disease and spray pesticides in proper amount.
Many farmers are facing lot of problems in agricultural occupation, every year farmers are experiencing huge losses due to plant disease. Disease on plants reduces the quality as well as the quantity of the crops. It is difficult to monitor the plant disease manually, even though farmers have prior knowledge on the plant disease, it requires tremendous amount of work and excessive processing time. In this paper we will provide the brief idea to solve the former problem by developing Agricultural Robot, which will continuously monitor the farm under the guidance of the operator and we will make use of image processing technique to find the disease on plant leaf. And if disease is found user can make the robot to spray proper amount of pesticide to the disease affected region or to the whole plant. This system resulted in detection of plant disease and spray pesticides in proper amount.
IMPLEMENTATION OF MARRIAGE BY INDIGENOUS LAW TO YEI TRIBE COMMUNITIESIAEME Publication
Yei traditional wedding ceremony is a marriage that holds fast the traditions and
customs of the indigenous people. Marriage is a sacred thing in determining a life
partner so it must be decided together in the male family. In the implementation of Yei
tribal marriages using traditional processions, national law processions, and
religious law processions
The use of pesticides in agriculture is essential to maintain the quality of large scale production. The spraying of these products by using aircraft speeds up the process and prevents compacting of the soil. However, adverse weather conditions e.g. the speed and direction of the wind can impair the effectiveness of the spraying of pesticides in a target crop field. Thus, there is a risk that the pesticide can drift to neighboring crop fields. It is believed that a large amount of all the pesticide used in the world drifts outside of the target crop field and only a small amount is effective in controlling pests. However, with increased precision in the spraying, it is possible to reduce the amount of pesticide used and improve the quality of agricultural products as well as mitigate the risk of environmental damage. In the past several years, UAV has been extensively used in agriculture. However, the efficiency is still not as high as desired and the phenomenon of pesticide pollution is still existing. This is mainly because of the following two problems 1 the autonomy of most existing UAV system is still very limited. Actually, most of them are still operated through remote controlling. 2 the UAVs operating precision is not high enough due to the low accuracy flight control near the plants. The paper presents combination of new approaches and technologies in modern day agriculture. Perspectives and benefits of usage of Unmanned Aerial Vehicles in different spheres of agriculture considered on the base of spraying drone project called “AeroDroneâ€. Kislaya Anand | Goutam R. ""An Autonomous UAV for Pesticide Spraying"" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-3 , April 2019, URL: https://www.ijtsrd.com/papers/ijtsrd23161.pdf
Paper URL: https://www.ijtsrd.com/engineering/automotive-engineering/23161/an-autonomous-uav-for-pesticide-spraying/kislaya-anand
Today, majority of the farmers are dependent on agriculture for their survival. But
majority of the agricultural tools and practices are outdated and it yields less crop
products, because everything is depends on environment and Government support. The
world population is becoming more comparatively cultivation land and crop yield. It is
essential for the world to increase the yielding of the crop by adopting information
technology and communication plays a vital role in smart farming. The objective of this
research paper to present tools and best practices for understanding the role of
information and communication technologies in agriculture sector, motivate and make
the illiterate farmers to understand the best insights given by the big data analytics using
machine learning
Drip irrigation system using embedded systems an initiative of saving watereSAT Journals
Abstract Water is one of the basic needs of all living beings. Fresh water is less than 1% on Earth [I] and the usage of water is increasing day by day. Agriculture practices alone requires huge amount of water. In this paper, the basic motive is to save water and prevent wastage of water by using drip irrigation technology. In Drip irrigation the water is poured just above the roots in the form of droplets. Water is given to the roots drop by drop which not only saves water but also prevents the plants from flooding and decaying due to excessive water released by irrigation methods like flood irrigation- border irrigation, furrow irrigation, check basin irrigation [II]. In this paper, microcontroller based drip irrigation method is proposed, which controls, monitors, automatically ON/OFF the water pump and gives feedback. Drip irrigation using embedded systems is one of the most efficient techniques used to save water as well as saving time and energy of the farmers. Using embedded technology in farming practices would ease the farming and farmers will be able to keep check on the crops. Keywords: Drip irrigation, ATmega32 microcontroller, moisture sensors, temperature sensors and GSM Module.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
Report - Automated Sprayer Using Gantry RobotNaushir Miraz
The Automated Sprayer Using Gantry Robot is an automated precision farming machine designed to revolutionize the farming sector in the present era of automation. The outcome of the project is a simple robot capable of moving in the Cartesian direction to sense the soil moisture content and spray water if required. Similar to 3D printers and CNC milling machine, the robot hardware employs linear guides in the X, Y and Z directions. The hardware is designed to be simple and scalable. The movement of the robot is done by NEMA 17 stepper motors which are controlled using Arduino Mega 2560. A soil moisture sensor is attached to the tool mount in the Z direction shaft to know the moisture level of the soil. If the moisture level is found to be less than the threshold level which the respective plant needs then the water pump attached sprinkles water and henceforth maintains the proper moisture content in the soil. The prototype designed and the practical implementation may have some changes. There is a vast future scope of the project like integration of seed sowing system, pesticide detection system, fertilizer spraying system, powering the system through solar power, integration of rain water harvesting system for water supply etc. In large scale, this robot is very well capable of helping farmers in their intensive field work and in small scale, it can help normal people who wish to do farming at their home.
Microcontroller based adaptive irrigation system using wsn for variety crops ...eSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
IMPLEMENTATION OF MARRIAGE BY INDIGENOUS LAW TO YEI TRIBE COMMUNITIESIAEME Publication
Yei traditional wedding ceremony is a marriage that holds fast the traditions and
customs of the indigenous people. Marriage is a sacred thing in determining a life
partner so it must be decided together in the male family. In the implementation of Yei
tribal marriages using traditional processions, national law processions, and
religious law processions
The use of pesticides in agriculture is essential to maintain the quality of large scale production. The spraying of these products by using aircraft speeds up the process and prevents compacting of the soil. However, adverse weather conditions e.g. the speed and direction of the wind can impair the effectiveness of the spraying of pesticides in a target crop field. Thus, there is a risk that the pesticide can drift to neighboring crop fields. It is believed that a large amount of all the pesticide used in the world drifts outside of the target crop field and only a small amount is effective in controlling pests. However, with increased precision in the spraying, it is possible to reduce the amount of pesticide used and improve the quality of agricultural products as well as mitigate the risk of environmental damage. In the past several years, UAV has been extensively used in agriculture. However, the efficiency is still not as high as desired and the phenomenon of pesticide pollution is still existing. This is mainly because of the following two problems 1 the autonomy of most existing UAV system is still very limited. Actually, most of them are still operated through remote controlling. 2 the UAVs operating precision is not high enough due to the low accuracy flight control near the plants. The paper presents combination of new approaches and technologies in modern day agriculture. Perspectives and benefits of usage of Unmanned Aerial Vehicles in different spheres of agriculture considered on the base of spraying drone project called “AeroDroneâ€. Kislaya Anand | Goutam R. ""An Autonomous UAV for Pesticide Spraying"" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-3 | Issue-3 , April 2019, URL: https://www.ijtsrd.com/papers/ijtsrd23161.pdf
Paper URL: https://www.ijtsrd.com/engineering/automotive-engineering/23161/an-autonomous-uav-for-pesticide-spraying/kislaya-anand
Today, majority of the farmers are dependent on agriculture for their survival. But
majority of the agricultural tools and practices are outdated and it yields less crop
products, because everything is depends on environment and Government support. The
world population is becoming more comparatively cultivation land and crop yield. It is
essential for the world to increase the yielding of the crop by adopting information
technology and communication plays a vital role in smart farming. The objective of this
research paper to present tools and best practices for understanding the role of
information and communication technologies in agriculture sector, motivate and make
the illiterate farmers to understand the best insights given by the big data analytics using
machine learning
Drip irrigation system using embedded systems an initiative of saving watereSAT Journals
Abstract Water is one of the basic needs of all living beings. Fresh water is less than 1% on Earth [I] and the usage of water is increasing day by day. Agriculture practices alone requires huge amount of water. In this paper, the basic motive is to save water and prevent wastage of water by using drip irrigation technology. In Drip irrigation the water is poured just above the roots in the form of droplets. Water is given to the roots drop by drop which not only saves water but also prevents the plants from flooding and decaying due to excessive water released by irrigation methods like flood irrigation- border irrigation, furrow irrigation, check basin irrigation [II]. In this paper, microcontroller based drip irrigation method is proposed, which controls, monitors, automatically ON/OFF the water pump and gives feedback. Drip irrigation using embedded systems is one of the most efficient techniques used to save water as well as saving time and energy of the farmers. Using embedded technology in farming practices would ease the farming and farmers will be able to keep check on the crops. Keywords: Drip irrigation, ATmega32 microcontroller, moisture sensors, temperature sensors and GSM Module.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
International Journal of Engineering Research and Applications (IJERA) is an open access online peer reviewed international journal that publishes research and review articles in the fields of Computer Science, Neural Networks, Electrical Engineering, Software Engineering, Information Technology, Mechanical Engineering, Chemical Engineering, Plastic Engineering, Food Technology, Textile Engineering, Nano Technology & science, Power Electronics, Electronics & Communication Engineering, Computational mathematics, Image processing, Civil Engineering, Structural Engineering, Environmental Engineering, VLSI Testing & Low Power VLSI Design etc.
Report - Automated Sprayer Using Gantry RobotNaushir Miraz
The Automated Sprayer Using Gantry Robot is an automated precision farming machine designed to revolutionize the farming sector in the present era of automation. The outcome of the project is a simple robot capable of moving in the Cartesian direction to sense the soil moisture content and spray water if required. Similar to 3D printers and CNC milling machine, the robot hardware employs linear guides in the X, Y and Z directions. The hardware is designed to be simple and scalable. The movement of the robot is done by NEMA 17 stepper motors which are controlled using Arduino Mega 2560. A soil moisture sensor is attached to the tool mount in the Z direction shaft to know the moisture level of the soil. If the moisture level is found to be less than the threshold level which the respective plant needs then the water pump attached sprinkles water and henceforth maintains the proper moisture content in the soil. The prototype designed and the practical implementation may have some changes. There is a vast future scope of the project like integration of seed sowing system, pesticide detection system, fertilizer spraying system, powering the system through solar power, integration of rain water harvesting system for water supply etc. In large scale, this robot is very well capable of helping farmers in their intensive field work and in small scale, it can help normal people who wish to do farming at their home.
Microcontroller based adaptive irrigation system using wsn for variety crops ...eSAT Publishing House
IJRET : International Journal of Research in Engineering and Technology is an international peer reviewed, online journal published by eSAT Publishing House for the enhancement of research in various disciplines of Engineering and Technology. The aim and scope of the journal is to provide an academic medium and an important reference for the advancement and dissemination of research results that support high-level learning, teaching and research in the fields of Engineering and Technology. We bring together Scientists, Academician, Field Engineers, Scholars and Students of related fields of Engineering and Technology
Research Inventy : International Journal of Engineering and Scienceresearchinventy
Research Inventy : International Journal of Engineering and Science is published by the group of young academic and industrial researchers with 12 Issues per year. It is an online as well as print version open access journal that provides rapid publication (monthly) of articles in all areas of the subject such as: civil, mechanical, chemical, electronic and computer engineering as well as production and information technology. The Journal welcomes the submission of manuscripts that meet the general criteria of significance and scientific excellence. Papers will be published by rapid process within 20 days after acceptance and peer review process takes only 7 days. All articles published in Research Inventy will be peer-reviewed.
Research Inventy : International Journal of Engineering and Scienceresearchinventy
Research Inventy : International Journal of Engineering and Science is published by the group of young academic and industrial researchers with 12 Issues per year. It is an online as well as print version open access journal that provides rapid publication (monthly) of articles in all areas of the subject such as: civil, mechanical, chemical, electronic and computer engineering as well as production and information technology. The Journal welcomes the submission of manuscripts that meet the general criteria of significance and scientific excellence. Papers will be published by rapid process within 20 days after acceptance and peer review process takes only 7 days. All articles published in Research Inventy will be peer-reviewed.
This is the new technology to increase food production mostly horticulture production and also used in Agronomic crop production. This technology can overcome many problems which create problems at farm level as well as storage level.
In a developing country like India, where agriculture is the backbone of the country, agriculture is plagued by several problems like small and
fragmented land holdings, manures, pesticides, chemicals used for agriculture etc. consumers also increasingly demand for the healthy diet that is rich
in quality and free of agricultural chemicals and pesticides. Our project fills in the above said difficulties and demands using hydroponics we can go
organic. Since it is done in the controlled environment, it can be done anywhere like room terrace, balcony etc. also large amount of plants can be
planted in a less place. This type of agriculture could be high yielding if monitored and controlled efficiently. We propose a project that controls the
necessary conditions required for the plant to grow hydroponically and also cultivators may control the agriculture remotely using IoT.
An Automatic Identification of Agriculture Pest Insects and Pesticide Control...paperpublications3
Abstract: Monitoring agriculture pest insects is currently a key issue in crop protection. Detection of pests in the farms is a major challenge in the field of agriculture; therefore effective measures should be developed to fight the infestation while minimizing the use of pesticides. The techniques of image analysis are extensively applied to agricultural science, and it provides maximum protection to crops, which can ultimately lead to better crop management and production. At farm level it is generally operated by repeated surveys by a human operator of adhesive traps, through the field. This is a labor- and time-consuming activity, and it would be of great advantage for farmers to have an automatic system doing this task. This project is a system based on identification of insects and to determine the quantity of pesticides to be provided according to the growth of the pest insect. The system will determine the quantity of pesticides according to the lifespan of the insect of common pests and will suggest methods of controlling. The proposed system classify the pest insects according to their categories using SVM classifier. This system is thus beneficial to farmers for providing pesticides in correct proportion.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
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.
Cosmetic shop management system project report.pdf
Paper id 71201960
1. International Journal of Research in Advent Technology, Vol.7, No.1, January 2019
E-ISSN: 2321-9637
Available online at www.ijrat.org
463
Automatic Weed Killing Robot for Agriculture Purpose
and Insect Killing
Tejas Badkhal1
, Rohit Sharma2
, Igve Sonu3
, Sanket Patil4,
Dr. Rahul Mapari5
E&TC Engineering Department1,2,3,4,5
Student 1,2,3,4,
Assitant Professor5
Email: tejas.badkhal@gmail.com1
, sharmaroc11@gmail.com2
, igvesoni@gmail.com3
ssanketpatil721@gmail.com4
,rahul.mapari@pccoer.in5
Abstract- Comprehensive review of autonomous robotic weed control systems, reported that systems for plant
detection and their classification (crop vs. weed) conferred the best technical challenge for development of a
victorious weeding mechanism. Methods for precision weed control also needed further development. Although
the few fully autonomous robotic weeding systems that had been developed at the time showed promise for
reducing hand labor and/or pesticide requirements, none had been successfully commercialized. Since then,
technology has advanced and a number of other machine-driven weeding machines area unit commercially
offered. This paper describes some of these devices and provides an update on the current state of robotic
weeding. Commercial robotic weeding machines utilize one of several means to kill weeds including mechanical,
flame or herbicidal spray. Classifying plants as either crop or weeds is difficult with system accuracy of around
only 70%, even under ideal conditions. There are many ways to identify crop plants in digital images, but
typically this is done by first analyzing a captured imaged and classifying each pixel in the image as being either
a plant or a non-plant part using some type of green threshold technique. Herbicides are used worldwide to
manage agricultural weeds. Over 95% of herbicides reach a destination other than their target crops, because they
are sprayed or spread everywhere in the agricultural fields. This causes many unwanted effects on environment,
humans and other living organisms. The automatic weed control systems provide efficient method of weed
removing within the rows and inter rows. The machine vision system has been used to detect and differentiate the
weeds from the crop. Guidance system has been used to track the rows with accuracy and to control a row
cultivator and an autonomous agricultural robot in real-time. Mechanical methods of automatically removing
weeds from the sideline two basic designs are used: a mechanical knife removes weeds from the inter rows and
rotating hoe are used to remove the weeds from the within rows. The proposed system is helpful to avoid the
usage of herbicides in the agriculture field and also replaces the shortage of labor.
Index Terms- Machine vision; Guidance System; Semantic segmentation; Agriculture.
1. INTRODUCTION
India is the seventh largest country in the world and the
second biggest in Asia after China. Inspite of being a
country of huge size, India is a country of Agriculture and
has a wide range of soil types depending on the climatic
condition of the region, it has land area of about 15,200kms
and a coastline of 7,516kms. India measures 3214 km from
north to south and 2933 km from east to west and farming
being the backbone of the economy [1]. The country
experiences different ranges of temperature from Arctic cold
to dessert from heavy rainfall to scanty rainfall. India has
farm produce which satisfy 17.6 billion population of its
own primarily. Even if a lot of improvement is done in
farming technology with respect to the machinery and the
farming methodology or the improved variety of the seed
used in actual, still there is no significant improvement in the
weed killing techniques [2]-[4]. Now actually what is a
weed? A weed can be generally stated as anything which
grows along with crop on the field irrespective of the actual
crop is known as weed. In the developing countries or
countries like India which is a price sensitive market,
traditional method is more preferred as the machinery are
expensive and the availability of skilled operator is difficult
at times. Weed is still one of the most prominent problem on
the field if farming is concerned, a study suggests initially
there is no harm to the actual crop from weed during the
time span of 3-4 weeks after sowing but after that race for
the survival starts as need for more space, more nutrients,
more sunlight and more water is felt. [5]-[7] Weed initially
decreases the growth speed of the actual plant due to sharing
of the resources, according to a study it was found that the
yield of crop with presence of weed into the field was
around 30-80% lower per hectare compared field with no
weed.
As the report suggest India witnessed a total
grain production of 277.49mn tonnes in the fiscal year
2017-2018 and 31.5% was lost or the yield was
reduced due to presence of weed in the farm.
That means the actual production would have
been if weed were not there = 402.15mn tonnes
If this 31.5% would have been converted into a
successful yield then an additional 2.63 billion
population could have been served with food.
2. International Journal of Research in Advent Technology, Vol.7, No.1, January 2019
E-ISSN: 2321-9637
Available online at www.ijrat.org
464
Hence, a successful weed management
system is required to increase the yield of the crops
lost due to weed presence. The system should be
smartenough to classify between the weed and actual
crop, it should be an automated system so as to reduce
the labour work on the farm, such a system would be
known as Automatic Weed Killing Robot [9]. This
system will reduce the human activity on the farm, it
will increase the speed of work as machines can work
under any conditions from extreme rainy season, to
extreme cold and extreme hot seasons. The system
will consists of a processing board, it will be
responsible for all the processing and the image
enhancing work to be carried on the plant, the
captured will be compared with the test image already
present in the system and the action will be taken
depending on the decision passed by the processor.
2. LITERATURE REVIEW
Controlling the weeds within the agriculture field may
be a huge deal in agriculture crop production.
Maximum ninetieth of weeds are controlled by
victimization herbicides (chemical weed killer).
Reducing weed killer choices, concern of well water
contamination, and client pressure to ignore weed
killer use, ar all pushing the farmers to removed from
reliance on herbicides. Hand weeding is also not
effective and not suitable for large range. To
overcome these problems in weeding, automatic
detection and weed control system detects the weed in
the field and remove it mechanically. This system uses
two machine vision systems: one to guide the
agriculture robot along the field and another is to
identify the crops and weeds by its color and shape
parameters. Weeds removal is achieved with
mechanical hoe. Weeds within the repose row and at
intervals row conjointly removed by this hoe and
rotating disc. This system is highly useful to reduce
the usage of herbicide and the shortage of labors.
Weed removal can be applied for the following
purpose:
a) Identifying the crop and weeds in fields.
b) Classifying the weed among crops.
c) Mechanical weed removal in respective areas.
The automatic weed removal system uses two
mechanical hoes (knives and circular disc) for the
removal of weeds in fields.
3. PROPOSED METHODOLOGY AND
OBJECTIVES
3.1. Proposed methodology
Open-CV (Open supply laptop Vision) is
library of programming operate principally
geared toward period laptop vision.
Originally developed by Intel, it was later
supported by Willow Garage (which was later
acquired by Intel).
The library is cross-platform and free to be
used beneath the ASCII text file BSD license.
Open-CV was engineered to produce a
typical infrastructure for laptop vision
applications and to accelerate the utilization of
machine perception within the industrial
merchandise.
These algorithms can be used to detect and
recognize faces, identify objects, classify human
actions in videos, track camera movements,
remove red eyes from images taken using flash
etc.
Raspberry pi will be the computing hardware
of the system, it will be responsible for
computing the necessary enhancement in the
image will would be captured by a camera
mounted on the robot.
The system will perform the necessary
actions based on the decisions given from the
system after comparing with the test image pre-
loaded into system.
The pneumatics system will be responsible
for controlling the spraying movement of the
chemicals stored in the storage tank.
The To-and-Fro movement of the robot will
be controlled by the Arduino board based on the
inputs received from the Raspberry Pi.
3.2 Objectives
To capture the image of the plants and
classify between weed and crop.
To improve the overall reliability of the
system.
To reduce the maintenance cost.
To improve the speed of the work on the
farm.
To provide an all-weather system for
operation.
To increase the farm yield.
To reduce the use of fertilizers and
chemicals as much as possible.
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465
4. FLOWCHART
Fig.1. This the flow chart for functioning of the
system.
As the flowchart suggests the robot will start
it’s operation as soon as the start button is
pressed.
The camera will start capturing the image and
will analyze the with the test image if any
present.
If weed is present then spraying action of
chemical will be done.
If weed is nor present the robot will move on
and futher images will be captured.
5. CIRCUIT DIAGRAM
Fig. 2. This is the circuit connection diagram for the
system.
The 3.2 inches color LCD connects to
the Rasberry Pi 3 B+ with SPI Interface for
the graphics and touch information. It has 3
Buttons which can be allotted to any function
as per user requirement.
These buttons connect Rasberry Pi 3 B+ with
GPIO pins. The camera interface is with
dedicatedly provided Camera Serial Interface
(CSI).
The Arduino will connect to the Rasberry Pi
3 B+ with Serial Port.
The Serial Port at the Rasberry Pi 3 B+ is
software based USB Serial Port. At the
Arduino side, the Serial Port is hardware
serial port (D0 & D1).
3 Relays will be used. Relay 1 takes input
from Arduino at pin D2. Relay 2 takes input
from D3.
Relay 3 input will be connected to the switch
which controls +5VDC power rail to
the Rasberry Pi 3 B+ and Arduino.
Two motors connect to the provided output
terminals (Y1_A, Y1_B & Y2_A, Y2_B).
Input for motor driver shield connects to the
1A,1B & 2A, 2B on the shield side and on
the Arduino side it connects to D6, D7, D8,
D9. Relay 1 output channel connects to
solenoid 1, Relay 2 output channel connects
to solenoid 2.
6. BLOCK DIAGRAM
Fig.3. This is the block diagram for overall system
CAMERA
Whenever the robot will be powered on, the Camera
which is of 5MP will start capturing the images of the
plants in field.
Test Image
A reference image will already be stored in the
memory unit of the Weed killer, this will in
identifying the type of weed if, there is any weed
present in the robot.
Raspberry Pi
The raspberry pi unit is the heart of the weed killer, all
the processing and decision related to robot will be
taken by the raspberry pi unit. The processing will
include many steps such as segmentation of the
4. International Journal of Research in Advent Technology, Vol.7, No.1, January 2019
E-ISSN: 2321-9637
Available online at www.ijrat.org
466
captured image, comparing the captured image with
the image of a plant with weed and different
convolution and windowing techniques to enhance the
quality of the image.
Arduino Uno
The Arduino is the second processor used in the weed
killer which is an open source platform based
processor. The Arduino will deal with the actions to be
performed upon the inputs provided to it via raspberry
pi. The actions which may be performed are spraying
of the chemicals or the movement of the robot to the
next crop if weed is no detected in the corresponding
crop.
7. ACKNOWLEDGMENTS
I would like to express my special thanks of gratitude
to my guide (DR. R.G Mapari) who gave us the
golden opportunity to do this wonderful project on the
topic (Automatic Weed Killing Robot), We came to
know about so many new things I am really thankful
tothem.
Secondly, I would also like to thank my parents and
friends who helped me a lot in finalizing this project
within the limited time frame. (A.1)
8. CONCLUSION
We will be learning to solve an integrated approach of
different Engineering discipline such mechanical,
electronics and control engineering to build a useful
product which can solve the problem of farmers. With
the help of the project there will be high possibility of
restricting the use of chemicals in the farm and resolve
other harmful effect such as loss of fertility of land
due to excess chemicals and contamination of ground
water. The technology will be much more human
friendly and the electronics can be used for betterment
of farmers to increase the productivity. The farmers
will be better at handling farming activities and will be
able to focus more on the management and increasing
the yield. There will be faster development phase. The
Farmers will be able to reduce chemical use resulting
in reduced expenditure and higher profits. Also lesser
use of chemicals increase soil quality and prevent
ground water contamination. Not only farmers will be
able to use and increase their productivity but even
government organizations and public and private
sector industries will be able to control weeds and
pests in their premises. The overall benefits this
system holds is countless. Further a more accurate
and precise machineries can be viewed in next few
years which will advanced by the industrial experts
and engineering students. This system includes use of
knowledge of mechanical, electronics and computer
science. By inclusion of knowledge from each stream
with scientific knowledge, the system has a larger
space for the development.
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