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International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 4 Issue 5, July-August 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD31847 | Volume – 4 | Issue – 5 | July-August 2020 Page 478
TIDDY - An Artificial Intelligence Based Floor Cleaning Robot
Bhumika T J1, Harshitha U1, Meghana S1, Dr. Ganashree T S2
1Student, 2Associate Professor,
1,2Department of Telecommunication Engineering,
1,2Dayananda Sagar College of Engineering, Bengaluru, Karnataka, India
ABSTRACT
“Maid in India” is more important than “Made in India” in modern society.
Nonetheless, in the hustle and bustle of the present world, cleanliness has
been ignored. To make life of humankind easier, with assistance of machines
and innovations a floor cleaner is introduced. TIDDY, the floor cleaning robot
is both a self-sufficient and manual controlled cleaning machine used to
accomplish the act of cleaning by methods of its wet and dry modes. Keeping
the surrounding clean is just not an aspiration but an action. Hence, TIDDY
helps to keep the surrounding neat and tidy. Cleanliness ismost importantfor
physical well-being and a healthy environment. It has bearing on public and
personal hygiene. This is made budget friendly keeping in mind the different
economical classes in society. With the additional features of artificial
intelligence and voice recognition, it is made cost-effective.
KEYWORDS: Arduino Mega 2560, Voice Recognition, Automatic and Manual
operations
How to cite this paper: Bhumika T J |
Harshitha U | Meghana S | Dr. GanashreeT
S "TIDDY - An Artificial Intelligence Based
Floor Cleaning Robot" Published in
International Journal
of Trend in Scientific
Research and
Development(ijtsrd),
ISSN: 2456-6470,
Volume-4 | Issue-5,
August 2020, pp.478-
480, URL:
www.ijtsrd.com/papers/ijtsrd31847.pdf
Copyright © 2020 by author(s) and
International Journal of TrendinScientific
Research and Development Journal. This
is an Open Access article distributed
under the terms of
the Creative
Commons Attribution
License (CC BY 4.0)
(http://creativecommons.org/licenses/by
/4.0)
INTRODUCTION
It is believed that “Cleanliness isGodliness”and also“Timeis
Money” for modern generation, hence cleanliness and time
cannot be compromised. Cleaning requires time and effort
from a person to achieve the cleanliness thatisrequiredfora
good living. To have good health, one must have good
hygiene. Practicinggood hygiene will help in keeping micro-
organismslike bacteria, fungiand viruses away. Tomaintain
good hygiene, developing practices like regular sanitization,
dusting, washing orcleaning everythingwitha goodcleaner
or disinfectant is necessary whichwill help keepthehomeor
surroundings clean and with this one’s health will also be
maintained. Nowadays,with the hustle and bustleofmodern
city life people ignore the cleanliness and fail to maintain
good hygiene. Time is precious as they say, so is health and
hygiene. Housemaids, garbage collectors, janitors etc. are
hired to perform such tasks. Many a times a maid or a janitor
does not show up because oftheir personal problems,health
issues and other commitments, but a floor cleaner device is
always reliable and can be used anywhere, anytime by
anyone.
Cleaning is an essential and often overlooked task, so
developing a model using Artificial Intelligence to keep the
floor clean will prove to be useful for the society. Artificial
Intelligence has the ability to make the floor cleaner take
decisions by itself on how to clean the place. It can scan the
room size, identify the objects in its way and remember the
routes efficiently. It can also identify walls and stairs and
decide as to how to move about in coming across such
obstacles while cleaning. Along with that, it has voice
recognition ability to understand the voices and act
accordingly. Thiswill prove to be a device whichcan beused
anytime, anywhere and by anybody for thecleaningpurpose.
LITERATURE SURVEY
[1] Sweepy – The smart floor cleaner is basically suited for
household purpose which has smooth flooring. It
performs both sweeping and moping simultaneously
saving time and power consumption. It is made user
friendly by performing both automatic and manual
modes. It uses mpu6050 for navigation. It uses
Bluetooth technology and hence cannot be accessed
from a distant place or if it is out of range.
[2] Smart floor cleaning Robot (CLEAR)- It performs both
manualand automatic mode for specific scheduledtime.
It uses bagless dirt container with auto dirt disposal
mechanism. Thiscan also be used for industry purposes
which might be toxic for human involvement.
Nevertheless, it lacks features of AI, IoT and voice
recognition.
[3] Design and development of floor cleaner robot- This
proposed system is based on AT89S52 microcontroller.
It is made wireless using RF modules. An LCD display is
used to display all the information about the robot.
However, it does not support Artificial Intelligence and
usage of IR sensors is not effective.
IJTSRD31847
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD31847 | Volume – 4 | Issue – 5 | July-August 2020 Page 479
[4] Design and implementation of smart floor cleaning
robot using android app- It uses a robotic arm for
cleaningand is based on Arduino Uno. It usesIR sensors
for obstacle detection and is manually controlled by an
android device through an app. The drawbacks include
usage of IR sensors and the tiny waste particles will be
left behind. Also, this systemcan be used to only pick up
the objects and carry them within the Bluetooth range.
[5] Mopping module design and experiments of a
multifunctionfloor cleaning robot- This ismade eco-friendly
as it follows the principle of low carbon environment
protection. It is developed based on the idea of
reconfiguration and function modular. This also overcomes
residual water problems. However, it is not effective as it
lacks automatic and manual mode operation and the
technology is outdated.
[6] Social impact ofa systematic floor cleaner- A survey has
been done on all the advanced floor cleaners and it has been
found that it is very effective in providing a convenient
lifestyle for their owners. 65% of the survey has proved that
the participants using smart floor cleaners are healthier
because of reduced allergies and respiratory problems. But
this percentage can be improved by adding additional
features of IoT and AI.
METHODOLOGY
Fig 1: Block diagram of the proposed system
The block diagram of the smart floor cleaner proposed is as
shown in the above figure. It has the controlling unit where
all the sensors, motors and motor-drivers areinterfaced.The
power supply is provided to the controlling unit and also
other components in the circuit using SMPS (SwitchedMode
Power Supply). Relayis used asswitchingcircuitforthemop
brush and the sweep brush. The mop brush is used for the
mopping purpose and sweep brush is used for the sweeping
purpose. These two brushes are controlled using the relay.
Motor- drivers are used to drive the motors to make
locomotion. The wheels are connected to the DC motors
which are driven by the L298N motor driver module
interfaced with the controlling unit. Two motor drivers are
used for driving four DC motors.To make the proposedfloor
cleaner wireless, Bluetooth module has been used which is
interfacedwith the controlling unit. Once the connectivityis
established between the phone app and Bluetooth module
the floor cleaner can be controlled. Firebase is used for
storing all the information about the users such as name,
phone no, email, etc.
It is connected via a software app developed for the floor
cleaner. Ultrasonic sensorsare for detecting theobstacleasa
hurdle in the path which the robot is moving. It is interfaced
with the controlling unit along with the servo motor. Servo
motor is used for the rotation of ultrasonic sensor from left
to right or right to left.
WORKING
Fig 2: Flowchart representing the working of Tiddy
Fig 3: Actual model of Tiddy
The above flowchart shows the functioning of the robot
manually with the help of the MIT App Controller. When the
robot is turned on manually, the Bluetooth module on the
robotic body needs to be connected to the user’s phone
before use. This accompanying technique is for the manual
utilization of the robot. Before utilizing the application to
control the robot through the user’s phone, the Bluetooth
connection needs to be established so it can be controlled
with the help of the phone. After the Bluetooth is initialized,
the motors and the corresponding relays must be provided
with theconnection. The motorsare in-turnconnectedtothe
wheels of the robotic body. The motors run with the help of
the power supply ranging up to 12-15V. The application
controller is provided with four different keys namely:
Forward, Backward, Left and Right respectively. Once the
International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD31847 | Volume – 4 | Issue – 5 | July-August 2020 Page 480
Bluetooth, relay and motors are initialized it checks for the
serial.read(). If (data==F), that is if the forward key is
pressed on the app controller then the robot will move
forward as per the commands given. If (data==R), that is if
the right key is pressed on the app controller then the robot
will move rightas per the commands given. If(data==L),that
is if the left key is pressed on the app controller then the
robot will move left as per the commands given.If(data==B),
that is if the backward key is pressed on the app controller
then the robot will move backward as per the commands
given. If none of the above command is given then the robot
can even be operated in the automatic mode. There is
another additional key on the appcontroller whichisStop,at
any point of time if the user wants to stop the functioningof
the robot then he has to click on the Stop button and the
process will stop thereafter. The MIT App Controlleralsohas
the feature of voice recognition, where the robot will move
when a voice command is given. The voice command is
identified, processed and the action defined to that
particular word if detected then task is performedotherwise
the device tells the user that the action is not defined in its
system.
Fig 4: Simulation of ultrasonic sensors
This graph is the representation of Arduino IDE serial plot.
X-axis represents time and Y-axis represents voltage level.
Whenever voltage level varies, sensor receivesthesignaland
samewill be displayed on serial plotter using ArduinoSerial.
The graph is responsive whichwill be helpful to analyze the
data by having same output window width.
CONCLUSION
In a nutshell, the major gaps of the existing systems can be
bridged by the Artificial Intelligence based floor cleaner. In
the existing system, the sensors that have been used are not
very effective in object detection as the IR sensors do not
detect black objects and light is often detected as an object.
Ultrasonic sensors are more effective in object detectionasit
hasan echo and trigger pin. The trigger pin sendssignalsand
the echo pin receives the signals. If an object is detectedthen
the signals will be able to indicate it and the distance of the
object can be predicted by usinga formula in thecode.Hence
usage of ultrasonic sensorswill be more effective overtheIR
sensors. Introduction of Voice recognition mode to receive
the instructions from the user and perform that particular
task will make it easier and more effective. With the
advancement of technology, introduction of Artificial
Intelligence will prove to be efficient as itcan remember the
previously paved path and move accordingly in future. In
this fast-moving world, introducing IoT in the floor cleaner
will make it easier for the user to access it anytime from
anywhere.
FUTURE SCOPE
1. Image processing can be implemented to detect the
nature of the obstacle and decide the path.
2. Implementation of different languages as instructions
to perform tasks.
3. Compact design using compact components.
References
[1] Sweepy– The Smart Floor Cleaner Varsha. P H [1],
Lavanya V [2], Meghana K [3], Rohan P S [4], Sneha R
[5], [1] Assistant Professor [2[[3][4][5] student, MVJ
College of Engineering. 2018 InternationalConference
on Design Innovations for 3Cs Compute Communicate
Control.
https://ieeexplore.ieee.org/document/8437103
[2] Smart Floor Cleaning Robot (CLEAR) Uman Khalid1,
Muhammad Faizan Baloch1, Haseeb Haider1,
Muhammad Usman Sardar1, Muhammad Faisal
Khan1,2, Abdul Basit Zia1 and Tahseen Amin Khan
Qasuria11Faculty of Electronic Engineering. IEEE
standard 2015.
http://www.standardsuniversity.org/wp-
content/uploads/Smart-Floor-Cleaning-Robot-
CLEAR.pdf
[3] Design and Development of Floor Cleaner Robot
(Automatic and Manual) Manreet Kaur, Preeti Abrol.
International Journal of ComputerApplications(0975–
8887) Volume 97– No.19, July 2014
https://pdfs.semanticscholar.org/59be/a86b03a6470f
25921 be23ae3c43f2463c810.pdf
[4] Design and Implementation of Smart Floor Cleaning
Robot using Android App S Monika, K Aruna Manjusha,
S V S Prasad, B. Naresh International Journal of
Innovative Technology and Exploring Engineering
(IJITEE) ISSN: 2278-3075, Volume-8 Issue-4S2 March,
2019 https://www.ijitee.org/wp-
content/uploads/papers/v8i4s2/D1S0054028419.pdf
[5] Mopping module design and experiments of a
multifunction floor cleaning robot Yunbo Hong1 2,
Rongchuan Sun1 2*, Rui Lin1 2 *, Shumei Yu1 2 and
Lining Sun1 2 Proceeding of the 11th World Congress
on Intelligent Control and Automation Shenyang,
China, June 29 - July 4 2014
https://ieeexplore.ieee.org/document/7053581
[6] The Social Impact of a Systematic Floor Cleaner Jens-
Steffen Gutmann Kristen Culp Mario E. Munich Paolo
Pirjanian. Proceedings of the 2012 IEEE International
Workshop on Advanced Robotics and its Social
Impacts, Technische Universität München, Munich,
Germany, May 21 -23, 2012
https://ieeexplore.ieee.org/document/6213398

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TIDDY An Artificial Intelligence Based Floor Cleaning Robot

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 4 Issue 5, July-August 2020 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD31847 | Volume – 4 | Issue – 5 | July-August 2020 Page 478 TIDDY - An Artificial Intelligence Based Floor Cleaning Robot Bhumika T J1, Harshitha U1, Meghana S1, Dr. Ganashree T S2 1Student, 2Associate Professor, 1,2Department of Telecommunication Engineering, 1,2Dayananda Sagar College of Engineering, Bengaluru, Karnataka, India ABSTRACT “Maid in India” is more important than “Made in India” in modern society. Nonetheless, in the hustle and bustle of the present world, cleanliness has been ignored. To make life of humankind easier, with assistance of machines and innovations a floor cleaner is introduced. TIDDY, the floor cleaning robot is both a self-sufficient and manual controlled cleaning machine used to accomplish the act of cleaning by methods of its wet and dry modes. Keeping the surrounding clean is just not an aspiration but an action. Hence, TIDDY helps to keep the surrounding neat and tidy. Cleanliness ismost importantfor physical well-being and a healthy environment. It has bearing on public and personal hygiene. This is made budget friendly keeping in mind the different economical classes in society. With the additional features of artificial intelligence and voice recognition, it is made cost-effective. KEYWORDS: Arduino Mega 2560, Voice Recognition, Automatic and Manual operations How to cite this paper: Bhumika T J | Harshitha U | Meghana S | Dr. GanashreeT S "TIDDY - An Artificial Intelligence Based Floor Cleaning Robot" Published in International Journal of Trend in Scientific Research and Development(ijtsrd), ISSN: 2456-6470, Volume-4 | Issue-5, August 2020, pp.478- 480, URL: www.ijtsrd.com/papers/ijtsrd31847.pdf Copyright © 2020 by author(s) and International Journal of TrendinScientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by /4.0) INTRODUCTION It is believed that “Cleanliness isGodliness”and also“Timeis Money” for modern generation, hence cleanliness and time cannot be compromised. Cleaning requires time and effort from a person to achieve the cleanliness thatisrequiredfora good living. To have good health, one must have good hygiene. Practicinggood hygiene will help in keeping micro- organismslike bacteria, fungiand viruses away. Tomaintain good hygiene, developing practices like regular sanitization, dusting, washing orcleaning everythingwitha goodcleaner or disinfectant is necessary whichwill help keepthehomeor surroundings clean and with this one’s health will also be maintained. Nowadays,with the hustle and bustleofmodern city life people ignore the cleanliness and fail to maintain good hygiene. Time is precious as they say, so is health and hygiene. Housemaids, garbage collectors, janitors etc. are hired to perform such tasks. Many a times a maid or a janitor does not show up because oftheir personal problems,health issues and other commitments, but a floor cleaner device is always reliable and can be used anywhere, anytime by anyone. Cleaning is an essential and often overlooked task, so developing a model using Artificial Intelligence to keep the floor clean will prove to be useful for the society. Artificial Intelligence has the ability to make the floor cleaner take decisions by itself on how to clean the place. It can scan the room size, identify the objects in its way and remember the routes efficiently. It can also identify walls and stairs and decide as to how to move about in coming across such obstacles while cleaning. Along with that, it has voice recognition ability to understand the voices and act accordingly. Thiswill prove to be a device whichcan beused anytime, anywhere and by anybody for thecleaningpurpose. LITERATURE SURVEY [1] Sweepy – The smart floor cleaner is basically suited for household purpose which has smooth flooring. It performs both sweeping and moping simultaneously saving time and power consumption. It is made user friendly by performing both automatic and manual modes. It uses mpu6050 for navigation. It uses Bluetooth technology and hence cannot be accessed from a distant place or if it is out of range. [2] Smart floor cleaning Robot (CLEAR)- It performs both manualand automatic mode for specific scheduledtime. It uses bagless dirt container with auto dirt disposal mechanism. Thiscan also be used for industry purposes which might be toxic for human involvement. Nevertheless, it lacks features of AI, IoT and voice recognition. [3] Design and development of floor cleaner robot- This proposed system is based on AT89S52 microcontroller. It is made wireless using RF modules. An LCD display is used to display all the information about the robot. However, it does not support Artificial Intelligence and usage of IR sensors is not effective. IJTSRD31847
  • 2. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD31847 | Volume – 4 | Issue – 5 | July-August 2020 Page 479 [4] Design and implementation of smart floor cleaning robot using android app- It uses a robotic arm for cleaningand is based on Arduino Uno. It usesIR sensors for obstacle detection and is manually controlled by an android device through an app. The drawbacks include usage of IR sensors and the tiny waste particles will be left behind. Also, this systemcan be used to only pick up the objects and carry them within the Bluetooth range. [5] Mopping module design and experiments of a multifunctionfloor cleaning robot- This ismade eco-friendly as it follows the principle of low carbon environment protection. It is developed based on the idea of reconfiguration and function modular. This also overcomes residual water problems. However, it is not effective as it lacks automatic and manual mode operation and the technology is outdated. [6] Social impact ofa systematic floor cleaner- A survey has been done on all the advanced floor cleaners and it has been found that it is very effective in providing a convenient lifestyle for their owners. 65% of the survey has proved that the participants using smart floor cleaners are healthier because of reduced allergies and respiratory problems. But this percentage can be improved by adding additional features of IoT and AI. METHODOLOGY Fig 1: Block diagram of the proposed system The block diagram of the smart floor cleaner proposed is as shown in the above figure. It has the controlling unit where all the sensors, motors and motor-drivers areinterfaced.The power supply is provided to the controlling unit and also other components in the circuit using SMPS (SwitchedMode Power Supply). Relayis used asswitchingcircuitforthemop brush and the sweep brush. The mop brush is used for the mopping purpose and sweep brush is used for the sweeping purpose. These two brushes are controlled using the relay. Motor- drivers are used to drive the motors to make locomotion. The wheels are connected to the DC motors which are driven by the L298N motor driver module interfaced with the controlling unit. Two motor drivers are used for driving four DC motors.To make the proposedfloor cleaner wireless, Bluetooth module has been used which is interfacedwith the controlling unit. Once the connectivityis established between the phone app and Bluetooth module the floor cleaner can be controlled. Firebase is used for storing all the information about the users such as name, phone no, email, etc. It is connected via a software app developed for the floor cleaner. Ultrasonic sensorsare for detecting theobstacleasa hurdle in the path which the robot is moving. It is interfaced with the controlling unit along with the servo motor. Servo motor is used for the rotation of ultrasonic sensor from left to right or right to left. WORKING Fig 2: Flowchart representing the working of Tiddy Fig 3: Actual model of Tiddy The above flowchart shows the functioning of the robot manually with the help of the MIT App Controller. When the robot is turned on manually, the Bluetooth module on the robotic body needs to be connected to the user’s phone before use. This accompanying technique is for the manual utilization of the robot. Before utilizing the application to control the robot through the user’s phone, the Bluetooth connection needs to be established so it can be controlled with the help of the phone. After the Bluetooth is initialized, the motors and the corresponding relays must be provided with theconnection. The motorsare in-turnconnectedtothe wheels of the robotic body. The motors run with the help of the power supply ranging up to 12-15V. The application controller is provided with four different keys namely: Forward, Backward, Left and Right respectively. Once the
  • 3. International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD31847 | Volume – 4 | Issue – 5 | July-August 2020 Page 480 Bluetooth, relay and motors are initialized it checks for the serial.read(). If (data==F), that is if the forward key is pressed on the app controller then the robot will move forward as per the commands given. If (data==R), that is if the right key is pressed on the app controller then the robot will move rightas per the commands given. If(data==L),that is if the left key is pressed on the app controller then the robot will move left as per the commands given.If(data==B), that is if the backward key is pressed on the app controller then the robot will move backward as per the commands given. If none of the above command is given then the robot can even be operated in the automatic mode. There is another additional key on the appcontroller whichisStop,at any point of time if the user wants to stop the functioningof the robot then he has to click on the Stop button and the process will stop thereafter. The MIT App Controlleralsohas the feature of voice recognition, where the robot will move when a voice command is given. The voice command is identified, processed and the action defined to that particular word if detected then task is performedotherwise the device tells the user that the action is not defined in its system. Fig 4: Simulation of ultrasonic sensors This graph is the representation of Arduino IDE serial plot. X-axis represents time and Y-axis represents voltage level. Whenever voltage level varies, sensor receivesthesignaland samewill be displayed on serial plotter using ArduinoSerial. The graph is responsive whichwill be helpful to analyze the data by having same output window width. CONCLUSION In a nutshell, the major gaps of the existing systems can be bridged by the Artificial Intelligence based floor cleaner. In the existing system, the sensors that have been used are not very effective in object detection as the IR sensors do not detect black objects and light is often detected as an object. Ultrasonic sensors are more effective in object detectionasit hasan echo and trigger pin. The trigger pin sendssignalsand the echo pin receives the signals. If an object is detectedthen the signals will be able to indicate it and the distance of the object can be predicted by usinga formula in thecode.Hence usage of ultrasonic sensorswill be more effective overtheIR sensors. Introduction of Voice recognition mode to receive the instructions from the user and perform that particular task will make it easier and more effective. With the advancement of technology, introduction of Artificial Intelligence will prove to be efficient as itcan remember the previously paved path and move accordingly in future. In this fast-moving world, introducing IoT in the floor cleaner will make it easier for the user to access it anytime from anywhere. FUTURE SCOPE 1. Image processing can be implemented to detect the nature of the obstacle and decide the path. 2. Implementation of different languages as instructions to perform tasks. 3. Compact design using compact components. References [1] Sweepy– The Smart Floor Cleaner Varsha. P H [1], Lavanya V [2], Meghana K [3], Rohan P S [4], Sneha R [5], [1] Assistant Professor [2[[3][4][5] student, MVJ College of Engineering. 2018 InternationalConference on Design Innovations for 3Cs Compute Communicate Control. https://ieeexplore.ieee.org/document/8437103 [2] Smart Floor Cleaning Robot (CLEAR) Uman Khalid1, Muhammad Faizan Baloch1, Haseeb Haider1, Muhammad Usman Sardar1, Muhammad Faisal Khan1,2, Abdul Basit Zia1 and Tahseen Amin Khan Qasuria11Faculty of Electronic Engineering. IEEE standard 2015. http://www.standardsuniversity.org/wp- content/uploads/Smart-Floor-Cleaning-Robot- CLEAR.pdf [3] Design and Development of Floor Cleaner Robot (Automatic and Manual) Manreet Kaur, Preeti Abrol. International Journal of ComputerApplications(0975– 8887) Volume 97– No.19, July 2014 https://pdfs.semanticscholar.org/59be/a86b03a6470f 25921 be23ae3c43f2463c810.pdf [4] Design and Implementation of Smart Floor Cleaning Robot using Android App S Monika, K Aruna Manjusha, S V S Prasad, B. Naresh International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN: 2278-3075, Volume-8 Issue-4S2 March, 2019 https://www.ijitee.org/wp- content/uploads/papers/v8i4s2/D1S0054028419.pdf [5] Mopping module design and experiments of a multifunction floor cleaning robot Yunbo Hong1 2, Rongchuan Sun1 2*, Rui Lin1 2 *, Shumei Yu1 2 and Lining Sun1 2 Proceeding of the 11th World Congress on Intelligent Control and Automation Shenyang, China, June 29 - July 4 2014 https://ieeexplore.ieee.org/document/7053581 [6] The Social Impact of a Systematic Floor Cleaner Jens- Steffen Gutmann Kristen Culp Mario E. Munich Paolo Pirjanian. Proceedings of the 2012 IEEE International Workshop on Advanced Robotics and its Social Impacts, Technische Universität München, Munich, Germany, May 21 -23, 2012 https://ieeexplore.ieee.org/document/6213398