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© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 650
Vehicle Controlled by Hand Gesture Using Raspberry pi
1.Harshal S. Hemane, 2. Raman Iyer, 3. Ashish Kumar Mishra, 4. Aditi Sangar
1 Assistant Professor, Bharati Vidyapeeth (Deemed to be University) College of Engineering, Pune
2,3,4 Student, Bharati Vidyapeeth (Deemed to be University) College of Engineering, Pune
------------------------------------------------------------***-----------------------------------------------------------
Abstract- The disabled person gets the most from hand-
operated vehicles since they can move in the direction,
they wish to go without having to punch any buttons. This
system includes a glove with a receiver circuit mounted on
top and an Atmega microcontroller connected to an
accelerometer that the user is expected to wear while
operating the device. RF receiver, Arduino micro,
Raspberry pi Pico, and Driver IC are all components of the
vehicle's circuit. The Arduino mini transmits the orders
that are received by the IC on the circuit to the RF receiver,
which then sends the signal to the motor driver, driving
the motors in turn.
Keywords- raspberry pi Pico, RF receiver, automatic
vehicle atmega 328, RF transmitter, DC motor
1. INTRODUCTION
Everything in today's world is automated, and artificial
intelligence has taken over the market. One of the key
components of innovation is robotics. Artificial
intelligence and robotics are unrelated but distinct fields.
Robotics is the process of building machines that can
carry out activities without human assistance, whereas
AI is the process through which machines mimic human
decision-making and learning. Although robotics can
have an AI component (and vice versa), both can exist
independently of one another and typically do. Most
simple, repetitive task-performing robots don't require
sophisticated AI because their jobs are straightforward,
predictable, and pre-programmed.
However, many of these AI-free robotics systems were
developed keeping in mind the past limitations of AI, and
as the technology continues to advance at a breakneck
pace every year, robotics manufacturers may feel more
confident in pushing the boundaries of what is possible
when combining the two disciplines.
A robot is a machine that can automatically complete a
complex series of tasks, especially one that can be
programmed by a computer. A robot can be directed by
an internal control system or an external control device.
Although some robots are built to resemble humans,
most robots are task-performing machines that place a
greater focus on bare utility than on expressive
aesthetics.
A robot that can be controlled by gestures rather than
conventional buttons is known as a gesture-controlled
robot. You merely need to carry a little transmitting
device with an acceleration metre in your hand. This will
send the robot the appropriate instruction so that it can
perform whatever task we ask of it.
Robot controlled by gestures moves as our hands
develop as we hold the transmitter in our hands. Robot
starts moving forward when we turn toward the front
and continues moving forward until the next command
is delivered. Robot changes state and starts moving in
reverse direction when hand is tilted to the opposite side
until another command is provided. When we turn it to
the left Robot moves left and in the following direction.
Robot rotated to the right when we inserted our hands.
Additionally, in order to halt the robot, we maintain
stable hand.
The main goal of this project is to use an accelerometer
and a Raspberry Pi Pico to control the evolution of the
robot with hand gestures. Typically, a robot is a machine
that operates autonomously through hand motions.
2. LITERATURE SURVEY
Since a long time ago, robotic vehicles have been
operated by hand gestures in both the transform and
spatial domains. In this section, a few techniques have
been examined.
Nitin Garg and Chirag Gupta have proposed a method. A
gesture-controlled robot, or "gesture-controlled car," is
one that may be operated with hand gestures rather than
the more traditional way of pressing buttons. Simply put,
the user must wear a tiny transmitting gadget with an
accelerometer-type sensor on his hand. An extremely
precise hand movement can send an instruction to the
robot, which can then move in that exact same direction.
The transmitting device has an encoder IC for encoding
the four-bit data so that it can be communicated by an RF
transmitter, as well as a comparator IC for allocating the
proper levels to the input voltages from the
accelerometer.
It is feasible to move a robot in accordance with gesture
detection, according to a technology developed by
Archika et al.1 that uses an accelerometer sensor. The
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 651
primary technologies for interacting between humans
and machines, accelerometers provide extremely decent
motion sensitivity in a variety of applications. Motion
technology makes it easier for people to interact
organically with machines without the need for
modifications brought on by mechanical equipment'
shortcomings. Its low-moderate cost and the relatively
modest size of the accelerometers are the characteristics
that make it an excellent tool to detect and understand
human gestures.
The Hand Gesture Controlled Robot Using Arduino was
presented by Ms. Asmita Jadhav. This paper introduces
an Arduino-based Hand Gesture Controlled Robot that
can be operated with a single hand gesture. The
accelerometer starts moving in response to a person's
hand movement. Based on three accelerometer axis, the
robot can move in four directions: left, right, forward,
and backward. We employ an infrared sensor with a
790nm wavelength range to detect human movements.
This kind of robot is frequently employed in industrial
robotics, the construction industry, and military
applications. In such a field, it is extremely dangerous
and challenging to operate the machines using switches
or remotes, and occasionally an operator may become
confused as a result. This novel concept brings machine
control through hand motion.
Human-computer interaction (HCI) is becoming the most
important topic for researchers and scientists, according
to Soubagya Nayak, as a result of the relentless
juggernaut of computing advancements and artificial
intelligence creeping into our lives. However, the
traditional HCI approach of using a mouse and keyboard
makes life boring and stifling. In order to improve the
quality of life for the elderly and physically disabled, it is
imperative that gesture control technology be improved.
Our research moves forward with the lofty goal of
creating a modernized environment for HCI by
eliminating all the undesirable, antiquated, traditional
communicating peripherals like the keyboard and
mouse. It illustrates the use of a 3-axis accelerometer
sensor and hand gesture control to operate a robot.
3.COMPONENTS
The list of components used: -
3.1 Battery: - An electrical battery is made up of one or
more electrochemical cells that work together to
transform chemical energy that has been stored
away into electrical energy. For many domestic and
commercial uses, batteries are now a standard
power source.
3.2 Voltage Regulator: - The three-terminal positive
regulators of the LM78XX/LM78XXA series come in
the 10-220/D-PAK package and include a number of
set output voltages, making them useful in a variety
of applications. Internal current limiting, thermal
shutdown, and safe operating area protection are all
used by each kind, making them virtually
indestructible. They can deliver more than 1A of
output current if sufficient heat sinking is offered.
3.3 Raspberry pi: - The system on chip (SOC) board for
the Raspberry Pi is manufactured by Broadcom
(BCM2835). It has an ARM1176JZF-S core CPU, 256
MB of SDRAM, and a clock speed of 700 MHz The
Raspberry
Fig-1: Raspberry pi
Pi USB 2.0 ports only support external data
communication. The micro-USB adaptor, with a
minimum range of 2. Watts, provides power for the
board (500 MA). The purpose of the graphics-specific
chip is to accelerate the processing of picture
calculations. This has a Broadcom video core IV wire
built into it.
3.4 Push buttons: - Push buttons can be mechanically
linked together in industrial and commercial
applications so that pressing one button releases the
other, allowing a stop button to "compel" a start
button to release. When a machine or process does
not include electrical control circuitry, this form of
linking is employed for straightforward manual
actions. In order to prevent operators from pressing
the incorrect button, pushbuttons are frequently
color-coded to correspond with their functions.
3.5 Motor Driver: - Two integrated H-bridge driver
circuits are present in L293D. Two DC motors can be
run concurrently in both forward and reverse
directions in its usual mode of operation. The input
logic at pins 2 & 7 and 10 & 15 can control the motor
operations of two motors. The matching motor will
stop if input logic is 00 or 11. It will rotate
counterclockwise for logic 01 and clockwise for logic
10, accordingly. The two motors' respective enable
pins I and 9 must be high for the motors to begin
running. The linked driver is enabled when an
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 652
enable input is set to high. The outputs thus become
active and operate in synchrony with their inputs.
Similarly, that driver is disabled and their outputs
are not active when the enable input is low.
Fig-2: Motor
3.6 DC motor: - Axle, rotor (also known as armature),
stator, commutator, field magnets, and brushes are
the six fundamental components of a DC motor.
High-strength permanent magnets are used to
provide the external magnetic field in the majority of
typical DC motors. The motor's stationary
component, known as the stator, consists of the
motor casing and one or more permanent magnet
pole pieces. In relation to the stator, the rotor
revolves. The commutator is electrically coupled to
the windings that make up the rotor, which are
typically on a core. When power is provided, the
activated winding and the stator magnet(s) are
mismatched due to the geometry of the brushes,
commutator contacts, and rotor windings. As a
result, the rotor rotates until it is almost aligned
with the stator's field magnets. The brushes advance
to the following commutator contacts as the rotor
aligns and energize the following winding. With
regard to our two-pole example motor, spinning
causes the current flowing through the rotor
winding to reverse direction, causing the magnetic
field of the rotor to "dip," which causes the rotor to
continue rotating.
3.7 RF Transmitter: - The best option for wireless
control applications needing short range and good
quality is this PLL-based ASK Hybrid 434 MHz RF
transmitter module. A SAW-stabilized oscillator is
used in the transmitter module to ensure precise
frequency control for optimal performance over the
broadest feasible range. The transmitter's 3-to-12-
volt power source range makes it ideal for battery-
powered applications.
Fig-3: RF Transmitter
3.8 RF Receiver: - The modulated RF signal is fed into
an RF receiver module, which demodulates it. Super-
regenerative receivers and super-heterodyne
receivers are the two different types of RF receiver
modules. Super-regenerative modules often employ
a series of amplifiers to separate modulated data
from a carrier wave in low power, low-cost designs.
3.8 Diodes: - The highest reverse bias voltage capacity
of diodes with the numbers IN4001, IN4002,
IN4003, IN4004, IN4005, IN4006, and IN4007 is
50V, while the maximum forward current capacity is
1 Amp. Similar-capacity diodes can be substituted
for one another. In addition, a diode with a higher
capacity can be used in place of a diode with a lower
capacity, but the reverse is not true.
3.9 Accelerometer: - The user can better grasp an
object's surrounds thanks to accelerometers. This
little device lets you tell whether anything is flying
horizontally or angling downward, whether it would
Fig-4: RF Receiver
Fig-5: Diodes
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 653
topple over if it tilts any farther, and whether it is
travelling uphill. The most popular type of
accelerometer uses the piezoelectric effect, which
relies on small crystal formations that are strained
by acceleration forces. The tension on these crystals
generates a signal, which the accelerometer
interprets to calculate velocity. and direction. The
capacitance accelerometer detects changes in
capacitance between nearby microstructures. When
one of these structures is moved by an accelerative
force, the capacitance will vary, and the
accelerometer will convert this change to voltage for
interpretation.
Fig-6: Accelerometer
4.WORKFLOW
4.1 Transmitter Section
The transmitter part of this project contains a Raspberry
pi pico and adxl335 accelerometer and RF receiver
module.
The adxl335 accelerometer provides output in the form
of coordinates and we can read the output sent by the
accelerometer. ADXL335 has the ability to provide the
co-ordinated in x, y, and z-direction. But since we don't
need the z-axis values we don’t connect it to the Arduino.
The purpose of the transmitter is to calculate the
direction the hand has been tilted and send a message to
the receiver corresponding to it. The x and y-axis values
can be interpreted to provide the tilt direction to control
the motor spin.
The x and y-axis pin of the adxl335 provides an analog
output because of which they are connected to the
analog pins of the Pi.
Inside the while loop, we set the x-value and y-value as
integers and store the x-axis value and y-axis value
received from the adxl335 accelerometer in it.
The stored value in the integer is then displayed on the
serial monitor and after a 2-second delay, it displays the
new x-axis value and new y-axis value.
We note down the range for the forward tilt we take a
reading when the hand is slightly tilted and do another
reading when the hand is tilted to the maximum angle.
With these values of x and y, we get a range for x and a
range for y.
Similarly, we take the reading for the backward tilt of the
hand, right, left, and stationary tilt of the hand.
After noting down the range of x and y in forwarding,
backward, left, right, and stationary positions of hand we
move to coding the final code using micro python in
thonny ide. We start by including the virtual wire library
which is necessary for transmitting and receiving any
message through the rf transmitter and receiver module.
3 integers are defined here two for x and y values which
are analog values and one integer as led13 which is the
inbuilt led. We set pin13 as output. In the void loop, we
start by assigning the x-value and y-value sent by the
adxl335 accelerometer to the x-value and y-value.
Next by using if-else statements we write that if the x-
value and y-value fall under the range (xval>395 &&
xval<416) && (yval>360 && yval<380) then the hand is
tilted forward and the transmitter module sends a letter
“f” to the receiver, similarly for backward right-left
stationary letters “a” “r” “l” ”s” are sent respectively, and
every time a signal is sent for forward-backward left-
right the inbuilt led at pin13 is turned on.
4.2 Receiver section
The transmitter section sends the corresponding letter
to the receiver after determining whether the hand is
tilted backward, left-right, or stationary. Before the
receiver can use this code and decode it, we need to get a
few more readings.
The receiver section of this project consists of an l293d
motor driver 2 motors an rf receiver module and a
switch.
L293D is a motor driver IC which is useful when we wish
to control the direction of the motor spin without
disconnecting the motor and switching the polarities.
The IC pin out has been attached whit this paper. We can
see that the IC has 2 enable pins. Whenever these pins
are made high only then do they allow for that side of the
IC to be enabled. The IC has 4 input pins and 4 output
pins. Output one and output two are connected to the
two terminals of the battery and outputs 3 and 4 are
connected to the two terminals of another motor. The
input 1,2,3, and 4 are connected to Arduino and the
Arduino gives the signal for the direction of motor spin
via these pins. we detect how the input values need to be
changed for the motor to spin in the desired direction by
writing a simple code on thonny ide.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 654
In this code, we start by naming the pins connecting the
pico with the IC.
Then by digitally writing the values of input 1 2 3 and 4,
we note down the combination for which both motors
spin forward, both the motors spin backward, one spins
forward while the other doesn't move, and vice-versa. By
this, if we want the motor to take a right turn we know
which input to set as high and which input to set as low
to achieve this condition.
After this, we move on to writing the final code.
Here we receive the letter sent by the transmitter signal.
If the signal received is f then we turn the input pins of
the IC as high and low for the vehicle to move forward.
Similarly, it is done backward, left, and right.
Fig-7: Image of Receiver
Fig-8: Image of Transmitter
Fig-9: Assembled image of robotic vehicle
Fig-10: Hand gesture for moving the vehicle in forward,
backward, right and left direction
5. CONCLUSION
The system's objective is to use a Raspberry Pi Pico to
construct an accelerometer-based hand gesture-
controlled car. Simple movements can be used to move it
in any direction, and we can successfully balance the
system's responsiveness to motions to suit our
preferences.
After carefully studying this system, we have come to the
conclusion that when a person moves their hand in any
of the four directions—Left, Right, Down, or Up—the
accelerometer will identify changes and send a certain
signal to the next order. accelerometer raspberry pi
Pico encoder transmitter decoder motor
driver motor. The suggested method can be used in
hazardous environments when a vehicle-mounted
camera can be observed by the user. This technique can
also be used in the medical industry, where small robots
have been developed to aid surgeons in performing
effective surgeries.
The system's real-time palm gesture detection feature,
which enables intuitive and efficient vehicle operation, is
one of its key advantages. By properly installing the
sensor, the vehicle can be improved to detect people
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 655
buried under earthquake and landslide debris. The
vehicle can be equipped with a GPS device to track its
location. The tool may also be utilized by the military to
keep an eye on battlefield locations devoid of human
activity.
6. REFERENCES
1. Chan Wah NG, Surendra Ranganatha, Real-time
Gesture Recognition System and Application Image
and Vision Computing (20): 993-1007, 2002.
2. Sergio’s Theodoridis, Konstantinos Koutsoubos,
Pattern Recognition, Elsevier Publication, Second
Edition, 2003.
3. Seyyed Eghbal Ghobadi, Omar Edmond Logperch,
Farid Ahmadov Jens Bernshausen, Real Time
Hand-Based Robot Control Using Multimodal
Images, Iaengm International Journal of Computer
Science, 35:4, IJCS_35_4_08, Nov 2008.
4. https://circuitdigest.com/microcontrollerprojects/a
ccelerometer-basedhand-gesture-controlled-
robotusing-arduino
5. Setia Archika, Mittal Surbhi, Nigam Padmini, Singh
Shalini, Gangwar Surendra "Hand gesture
recognition-based robot using accelerometer
sensor, International Journal of Advanced
Research in Electrical, Electronics and
Instrumentation Engineering 2015: 4(5): 4470-76.
6. Gupta Chirag and Gary Nitin, "Gesture controlled
car, International Journal of Electronics.
7. Sham sheer. "Hand gestures remote controlled
robotic arm". Advance in Electronic and Electric
Engineering International 2013, 3 601-06.
8. Jawalekar Prajwal Ashwin, "Robot control by using
human hand gestures International Research
Journal of Engineering and Technology 2018, 5(2):
389-91.
9. Wu Xing-Han, Su Mu-Chun, and Wang Pa-Chun, "A
hand-gesture-based control interface for a car
robot", Institute of Electrical and Electronics
Engineers.2010; 4(10): 4644-648.
10. Mansuri Riyaz, Vakale Sandesh, Shinde Ashish,
Patel Tanveer, "Hand gesture control robot
vehicle", International Journal of Electronics &
Communication Technology 2013, 4(2): 77-80.
11. Sathiyanarayanan Mithileysh, Azharuddin Syed,
Kumar Santhosh, Khan Gibran, "Gesture controlled
robot for military purpose", International Journal
for Technological Research in Engineering 2014:
1(11): 1300-303.

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Vehicle Controlled by Hand Gesture Using Raspberry pi

  • 1. © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 650 Vehicle Controlled by Hand Gesture Using Raspberry pi 1.Harshal S. Hemane, 2. Raman Iyer, 3. Ashish Kumar Mishra, 4. Aditi Sangar 1 Assistant Professor, Bharati Vidyapeeth (Deemed to be University) College of Engineering, Pune 2,3,4 Student, Bharati Vidyapeeth (Deemed to be University) College of Engineering, Pune ------------------------------------------------------------***----------------------------------------------------------- Abstract- The disabled person gets the most from hand- operated vehicles since they can move in the direction, they wish to go without having to punch any buttons. This system includes a glove with a receiver circuit mounted on top and an Atmega microcontroller connected to an accelerometer that the user is expected to wear while operating the device. RF receiver, Arduino micro, Raspberry pi Pico, and Driver IC are all components of the vehicle's circuit. The Arduino mini transmits the orders that are received by the IC on the circuit to the RF receiver, which then sends the signal to the motor driver, driving the motors in turn. Keywords- raspberry pi Pico, RF receiver, automatic vehicle atmega 328, RF transmitter, DC motor 1. INTRODUCTION Everything in today's world is automated, and artificial intelligence has taken over the market. One of the key components of innovation is robotics. Artificial intelligence and robotics are unrelated but distinct fields. Robotics is the process of building machines that can carry out activities without human assistance, whereas AI is the process through which machines mimic human decision-making and learning. Although robotics can have an AI component (and vice versa), both can exist independently of one another and typically do. Most simple, repetitive task-performing robots don't require sophisticated AI because their jobs are straightforward, predictable, and pre-programmed. However, many of these AI-free robotics systems were developed keeping in mind the past limitations of AI, and as the technology continues to advance at a breakneck pace every year, robotics manufacturers may feel more confident in pushing the boundaries of what is possible when combining the two disciplines. A robot is a machine that can automatically complete a complex series of tasks, especially one that can be programmed by a computer. A robot can be directed by an internal control system or an external control device. Although some robots are built to resemble humans, most robots are task-performing machines that place a greater focus on bare utility than on expressive aesthetics. A robot that can be controlled by gestures rather than conventional buttons is known as a gesture-controlled robot. You merely need to carry a little transmitting device with an acceleration metre in your hand. This will send the robot the appropriate instruction so that it can perform whatever task we ask of it. Robot controlled by gestures moves as our hands develop as we hold the transmitter in our hands. Robot starts moving forward when we turn toward the front and continues moving forward until the next command is delivered. Robot changes state and starts moving in reverse direction when hand is tilted to the opposite side until another command is provided. When we turn it to the left Robot moves left and in the following direction. Robot rotated to the right when we inserted our hands. Additionally, in order to halt the robot, we maintain stable hand. The main goal of this project is to use an accelerometer and a Raspberry Pi Pico to control the evolution of the robot with hand gestures. Typically, a robot is a machine that operates autonomously through hand motions. 2. LITERATURE SURVEY Since a long time ago, robotic vehicles have been operated by hand gestures in both the transform and spatial domains. In this section, a few techniques have been examined. Nitin Garg and Chirag Gupta have proposed a method. A gesture-controlled robot, or "gesture-controlled car," is one that may be operated with hand gestures rather than the more traditional way of pressing buttons. Simply put, the user must wear a tiny transmitting gadget with an accelerometer-type sensor on his hand. An extremely precise hand movement can send an instruction to the robot, which can then move in that exact same direction. The transmitting device has an encoder IC for encoding the four-bit data so that it can be communicated by an RF transmitter, as well as a comparator IC for allocating the proper levels to the input voltages from the accelerometer. It is feasible to move a robot in accordance with gesture detection, according to a technology developed by Archika et al.1 that uses an accelerometer sensor. The International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 651 primary technologies for interacting between humans and machines, accelerometers provide extremely decent motion sensitivity in a variety of applications. Motion technology makes it easier for people to interact organically with machines without the need for modifications brought on by mechanical equipment' shortcomings. Its low-moderate cost and the relatively modest size of the accelerometers are the characteristics that make it an excellent tool to detect and understand human gestures. The Hand Gesture Controlled Robot Using Arduino was presented by Ms. Asmita Jadhav. This paper introduces an Arduino-based Hand Gesture Controlled Robot that can be operated with a single hand gesture. The accelerometer starts moving in response to a person's hand movement. Based on three accelerometer axis, the robot can move in four directions: left, right, forward, and backward. We employ an infrared sensor with a 790nm wavelength range to detect human movements. This kind of robot is frequently employed in industrial robotics, the construction industry, and military applications. In such a field, it is extremely dangerous and challenging to operate the machines using switches or remotes, and occasionally an operator may become confused as a result. This novel concept brings machine control through hand motion. Human-computer interaction (HCI) is becoming the most important topic for researchers and scientists, according to Soubagya Nayak, as a result of the relentless juggernaut of computing advancements and artificial intelligence creeping into our lives. However, the traditional HCI approach of using a mouse and keyboard makes life boring and stifling. In order to improve the quality of life for the elderly and physically disabled, it is imperative that gesture control technology be improved. Our research moves forward with the lofty goal of creating a modernized environment for HCI by eliminating all the undesirable, antiquated, traditional communicating peripherals like the keyboard and mouse. It illustrates the use of a 3-axis accelerometer sensor and hand gesture control to operate a robot. 3.COMPONENTS The list of components used: - 3.1 Battery: - An electrical battery is made up of one or more electrochemical cells that work together to transform chemical energy that has been stored away into electrical energy. For many domestic and commercial uses, batteries are now a standard power source. 3.2 Voltage Regulator: - The three-terminal positive regulators of the LM78XX/LM78XXA series come in the 10-220/D-PAK package and include a number of set output voltages, making them useful in a variety of applications. Internal current limiting, thermal shutdown, and safe operating area protection are all used by each kind, making them virtually indestructible. They can deliver more than 1A of output current if sufficient heat sinking is offered. 3.3 Raspberry pi: - The system on chip (SOC) board for the Raspberry Pi is manufactured by Broadcom (BCM2835). It has an ARM1176JZF-S core CPU, 256 MB of SDRAM, and a clock speed of 700 MHz The Raspberry Fig-1: Raspberry pi Pi USB 2.0 ports only support external data communication. The micro-USB adaptor, with a minimum range of 2. Watts, provides power for the board (500 MA). The purpose of the graphics-specific chip is to accelerate the processing of picture calculations. This has a Broadcom video core IV wire built into it. 3.4 Push buttons: - Push buttons can be mechanically linked together in industrial and commercial applications so that pressing one button releases the other, allowing a stop button to "compel" a start button to release. When a machine or process does not include electrical control circuitry, this form of linking is employed for straightforward manual actions. In order to prevent operators from pressing the incorrect button, pushbuttons are frequently color-coded to correspond with their functions. 3.5 Motor Driver: - Two integrated H-bridge driver circuits are present in L293D. Two DC motors can be run concurrently in both forward and reverse directions in its usual mode of operation. The input logic at pins 2 & 7 and 10 & 15 can control the motor operations of two motors. The matching motor will stop if input logic is 00 or 11. It will rotate counterclockwise for logic 01 and clockwise for logic 10, accordingly. The two motors' respective enable pins I and 9 must be high for the motors to begin running. The linked driver is enabled when an
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 652 enable input is set to high. The outputs thus become active and operate in synchrony with their inputs. Similarly, that driver is disabled and their outputs are not active when the enable input is low. Fig-2: Motor 3.6 DC motor: - Axle, rotor (also known as armature), stator, commutator, field magnets, and brushes are the six fundamental components of a DC motor. High-strength permanent magnets are used to provide the external magnetic field in the majority of typical DC motors. The motor's stationary component, known as the stator, consists of the motor casing and one or more permanent magnet pole pieces. In relation to the stator, the rotor revolves. The commutator is electrically coupled to the windings that make up the rotor, which are typically on a core. When power is provided, the activated winding and the stator magnet(s) are mismatched due to the geometry of the brushes, commutator contacts, and rotor windings. As a result, the rotor rotates until it is almost aligned with the stator's field magnets. The brushes advance to the following commutator contacts as the rotor aligns and energize the following winding. With regard to our two-pole example motor, spinning causes the current flowing through the rotor winding to reverse direction, causing the magnetic field of the rotor to "dip," which causes the rotor to continue rotating. 3.7 RF Transmitter: - The best option for wireless control applications needing short range and good quality is this PLL-based ASK Hybrid 434 MHz RF transmitter module. A SAW-stabilized oscillator is used in the transmitter module to ensure precise frequency control for optimal performance over the broadest feasible range. The transmitter's 3-to-12- volt power source range makes it ideal for battery- powered applications. Fig-3: RF Transmitter 3.8 RF Receiver: - The modulated RF signal is fed into an RF receiver module, which demodulates it. Super- regenerative receivers and super-heterodyne receivers are the two different types of RF receiver modules. Super-regenerative modules often employ a series of amplifiers to separate modulated data from a carrier wave in low power, low-cost designs. 3.8 Diodes: - The highest reverse bias voltage capacity of diodes with the numbers IN4001, IN4002, IN4003, IN4004, IN4005, IN4006, and IN4007 is 50V, while the maximum forward current capacity is 1 Amp. Similar-capacity diodes can be substituted for one another. In addition, a diode with a higher capacity can be used in place of a diode with a lower capacity, but the reverse is not true. 3.9 Accelerometer: - The user can better grasp an object's surrounds thanks to accelerometers. This little device lets you tell whether anything is flying horizontally or angling downward, whether it would Fig-4: RF Receiver Fig-5: Diodes
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 653 topple over if it tilts any farther, and whether it is travelling uphill. The most popular type of accelerometer uses the piezoelectric effect, which relies on small crystal formations that are strained by acceleration forces. The tension on these crystals generates a signal, which the accelerometer interprets to calculate velocity. and direction. The capacitance accelerometer detects changes in capacitance between nearby microstructures. When one of these structures is moved by an accelerative force, the capacitance will vary, and the accelerometer will convert this change to voltage for interpretation. Fig-6: Accelerometer 4.WORKFLOW 4.1 Transmitter Section The transmitter part of this project contains a Raspberry pi pico and adxl335 accelerometer and RF receiver module. The adxl335 accelerometer provides output in the form of coordinates and we can read the output sent by the accelerometer. ADXL335 has the ability to provide the co-ordinated in x, y, and z-direction. But since we don't need the z-axis values we don’t connect it to the Arduino. The purpose of the transmitter is to calculate the direction the hand has been tilted and send a message to the receiver corresponding to it. The x and y-axis values can be interpreted to provide the tilt direction to control the motor spin. The x and y-axis pin of the adxl335 provides an analog output because of which they are connected to the analog pins of the Pi. Inside the while loop, we set the x-value and y-value as integers and store the x-axis value and y-axis value received from the adxl335 accelerometer in it. The stored value in the integer is then displayed on the serial monitor and after a 2-second delay, it displays the new x-axis value and new y-axis value. We note down the range for the forward tilt we take a reading when the hand is slightly tilted and do another reading when the hand is tilted to the maximum angle. With these values of x and y, we get a range for x and a range for y. Similarly, we take the reading for the backward tilt of the hand, right, left, and stationary tilt of the hand. After noting down the range of x and y in forwarding, backward, left, right, and stationary positions of hand we move to coding the final code using micro python in thonny ide. We start by including the virtual wire library which is necessary for transmitting and receiving any message through the rf transmitter and receiver module. 3 integers are defined here two for x and y values which are analog values and one integer as led13 which is the inbuilt led. We set pin13 as output. In the void loop, we start by assigning the x-value and y-value sent by the adxl335 accelerometer to the x-value and y-value. Next by using if-else statements we write that if the x- value and y-value fall under the range (xval>395 && xval<416) && (yval>360 && yval<380) then the hand is tilted forward and the transmitter module sends a letter “f” to the receiver, similarly for backward right-left stationary letters “a” “r” “l” ”s” are sent respectively, and every time a signal is sent for forward-backward left- right the inbuilt led at pin13 is turned on. 4.2 Receiver section The transmitter section sends the corresponding letter to the receiver after determining whether the hand is tilted backward, left-right, or stationary. Before the receiver can use this code and decode it, we need to get a few more readings. The receiver section of this project consists of an l293d motor driver 2 motors an rf receiver module and a switch. L293D is a motor driver IC which is useful when we wish to control the direction of the motor spin without disconnecting the motor and switching the polarities. The IC pin out has been attached whit this paper. We can see that the IC has 2 enable pins. Whenever these pins are made high only then do they allow for that side of the IC to be enabled. The IC has 4 input pins and 4 output pins. Output one and output two are connected to the two terminals of the battery and outputs 3 and 4 are connected to the two terminals of another motor. The input 1,2,3, and 4 are connected to Arduino and the Arduino gives the signal for the direction of motor spin via these pins. we detect how the input values need to be changed for the motor to spin in the desired direction by writing a simple code on thonny ide.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 654 In this code, we start by naming the pins connecting the pico with the IC. Then by digitally writing the values of input 1 2 3 and 4, we note down the combination for which both motors spin forward, both the motors spin backward, one spins forward while the other doesn't move, and vice-versa. By this, if we want the motor to take a right turn we know which input to set as high and which input to set as low to achieve this condition. After this, we move on to writing the final code. Here we receive the letter sent by the transmitter signal. If the signal received is f then we turn the input pins of the IC as high and low for the vehicle to move forward. Similarly, it is done backward, left, and right. Fig-7: Image of Receiver Fig-8: Image of Transmitter Fig-9: Assembled image of robotic vehicle Fig-10: Hand gesture for moving the vehicle in forward, backward, right and left direction 5. CONCLUSION The system's objective is to use a Raspberry Pi Pico to construct an accelerometer-based hand gesture- controlled car. Simple movements can be used to move it in any direction, and we can successfully balance the system's responsiveness to motions to suit our preferences. After carefully studying this system, we have come to the conclusion that when a person moves their hand in any of the four directions—Left, Right, Down, or Up—the accelerometer will identify changes and send a certain signal to the next order. accelerometer raspberry pi Pico encoder transmitter decoder motor driver motor. The suggested method can be used in hazardous environments when a vehicle-mounted camera can be observed by the user. This technique can also be used in the medical industry, where small robots have been developed to aid surgeons in performing effective surgeries. The system's real-time palm gesture detection feature, which enables intuitive and efficient vehicle operation, is one of its key advantages. By properly installing the sensor, the vehicle can be improved to detect people
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 655 buried under earthquake and landslide debris. The vehicle can be equipped with a GPS device to track its location. The tool may also be utilized by the military to keep an eye on battlefield locations devoid of human activity. 6. REFERENCES 1. Chan Wah NG, Surendra Ranganatha, Real-time Gesture Recognition System and Application Image and Vision Computing (20): 993-1007, 2002. 2. Sergio’s Theodoridis, Konstantinos Koutsoubos, Pattern Recognition, Elsevier Publication, Second Edition, 2003. 3. Seyyed Eghbal Ghobadi, Omar Edmond Logperch, Farid Ahmadov Jens Bernshausen, Real Time Hand-Based Robot Control Using Multimodal Images, Iaengm International Journal of Computer Science, 35:4, IJCS_35_4_08, Nov 2008. 4. https://circuitdigest.com/microcontrollerprojects/a ccelerometer-basedhand-gesture-controlled- robotusing-arduino 5. Setia Archika, Mittal Surbhi, Nigam Padmini, Singh Shalini, Gangwar Surendra "Hand gesture recognition-based robot using accelerometer sensor, International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering 2015: 4(5): 4470-76. 6. Gupta Chirag and Gary Nitin, "Gesture controlled car, International Journal of Electronics. 7. Sham sheer. "Hand gestures remote controlled robotic arm". Advance in Electronic and Electric Engineering International 2013, 3 601-06. 8. Jawalekar Prajwal Ashwin, "Robot control by using human hand gestures International Research Journal of Engineering and Technology 2018, 5(2): 389-91. 9. Wu Xing-Han, Su Mu-Chun, and Wang Pa-Chun, "A hand-gesture-based control interface for a car robot", Institute of Electrical and Electronics Engineers.2010; 4(10): 4644-648. 10. Mansuri Riyaz, Vakale Sandesh, Shinde Ashish, Patel Tanveer, "Hand gesture control robot vehicle", International Journal of Electronics & Communication Technology 2013, 4(2): 77-80. 11. Sathiyanarayanan Mithileysh, Azharuddin Syed, Kumar Santhosh, Khan Gibran, "Gesture controlled robot for military purpose", International Journal for Technological Research in Engineering 2014: 1(11): 1300-303.