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IRJET- Healthy Beat
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International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4442 Healthy Beat H Harshitha R Shetty1, Karthik P N2, Namratha N Jogi3, Sneda Wynall D’souza4 1,2,3,4Shree Devi Institute of Technology, Department of Information Science Engineering, Mangalore, Karnataka, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - One of the important fields of Artificial Intelligence is Computer Vision. Computer Vision is the science of computers and software systems that can recognize and understand images and scenes. Computer Vision is also composed of various aspects such as image recognition, object detection, image generation,imagesuper-resolutionandmore. Object detection is probably the most profound aspect of computer vision due the number practical use cases. Object detection refers to the capability of computer and software systems to locate objects in an image/scene and identify each object. Object detection has beenwidelyusedforfacedetection, vehicle detection, pedestrian counting, web images, security systems and driverless cars. The project “Supermarket Visual Product identification using artificial intelligence” is aimed to help the blinds to pick up the product from supermarket rack where the products are arranged. This project consists of a camera and sensor integrated hardware device which would help the blind people. Key Words: Ultrasonic, Raspberry Pi3, Wireless Radio. 1. INTRODUCTION The World Health Organization (WHO) reported that there are 285 million visually-impaired peopleworldwide.Among these individuals, there are 45 million who are totally blind. There have been several systems designed to support visually-impaired people and to improve the quality of their lives. Unfortunately, most of these systems are limited in their capabilities. In terms of daily living activities, blind people are quite the same with sighted people. They go to school or work, get dressed, prepare breakfast, go shopping, do sports etc. However, it does not mean that they do not encounter a great number of problems.Someeverydaytasks that sighted people take for granted canbecomedifficultand challenging for them. For instance, detecting the product is difficult and biggest challenges for blind people. Because of this, they will bring a sighted friend or family member to help in buying the products at the supermarket. In this project we are planning to build a wearable and portable “Supermarket product identification assistive devices for visually-impaired people” in order to show the progress in assistive Technology for This Group of People. One of the important fields of Artificial Intelligence is Computer Vision. Computer Vision is the science of computers and software systems that can recognize and understand images and scenes. Computer Vision is also composed of various aspects such as image recognition,objectdetection, imagegeneration,imagesuper- resolution and more. Object detection is probably the most profound aspect of computer vision due the number practical use cases. Object detection refers to the capability of computer and software systems to locate objects in an image/scene and identify each object. Object detection has been widely used for face detection, vehicle detection, pedestrian counting, web images, security systems and driverless cars. The project “My Vision” is aimed to help the blinds to pick up the product from supermarket rack where the products are arranged. This project consists of a camera and sensor integrated hardware device which would help the blind people. 2. LITERATURE SURVEY Smart Guiding Glasses for Visually Impaired People in Indoor Environment To overcome the travelling difficulty for the visually impaired group, this paper presents a novel ETA (Electronic Travel Aids)-smart guiding device in the shape of a pair of eyeglasses for giving these people guidance efficiently and safely. Different from existing works, a novel multi-sensor fusion based obstacle avoiding algorithm isproposed, which utilizes both the depth sensor and ultrasonic sensor to solve the problems of detecting small obstacles, and transparent obstacles, e.g. the French door. Fortotallyblindpeople,three kinds of auditory cues were developed to inform the direction where they can go ahead. Whereas for weak sighted people, visual enhancement which leverages the AR (Augment Reality) technique and integrates the traversable direction is adopted. The prototype consisting of a pair of display glasses and several low-cost sensors is developed, and its efficiency and accuracy were tested by a number of users. The experimental results show that the smart guiding glasses can effectively improve the user’s travelling experience in complicated indoor environment. Thus it serves as a consumer device for helping the visually impaired people to travel safely. Blind Assistant Navigation System This paper presents the architecture as well as the implementation of a system that helps blindpersonnavigate independently within an enclosed environment such as the home. The system uses a wireless mesh network to provide
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4443 the first level localization. It also incorporates additional components to provide more refined location and orientation information. Optimal path planning is done by a server that communicates wirelessly with the portable mobile unit that can be pushed by the blind person. The blind person issues commands and receives direction responses using audio signals. Ultrasonic Stick for Blind Today technology is improving daily in different aspects in order to provide flexible and safe movement for the people. Currently the most widespread and used mean by the visually impaired people are the white stick, however it has limitations. With the latest technology, it is possible to extend the support give to people with visual impairment during their mobility; this paper proposes an economical ultrasonic stick for visually challenged people, soastogaina personal independence and free from the external help. A portable user friendly device is developed that can identify the obstacles in the path using ultrasonic sensors and Camera. Ultrasonic sensors can scan three different directions (at 180 degree ). Camera can be used as an alternative tool in the places that surrounds with the low signal coverage, a microcontroller, buzzer and vibrating motor. The buzzer and vibration motor is activated when any obstacle is detected. GPS system provides the information regarding to his current location. SMS system is used by the blind to send SMS messagetothesavednumbers in the microcontroller in case of emergency Voice Navigation Stick for Bind God gifted sense to human being which is an important aspect in our life is vision. We are able to see the beauty of nature, things which happen in day-to-day life with the help of our eyes. But there are some people who lack this ability of visualizing these things. They face many difficulties to move on with their daily life. The problem gets worse when they move to an unfamiliar location. Visually impaired people face many challenges when moving in unfamiliar public places. Only few of the navigation systemsforvisually impaired people can provide dynamic interactions. None of these systems work perfectly for outdoors. Propose navigation device for the visually impaired focus on travelling from one location to another. This focuses on designing a device for visually impaired people that help them in travelling independently comfortable to use. The device is linked with a GPS to identify the location of the blind person. Moreover, it provides voice alert to avoid obstacles based on ultrasonic sensors. An emergencybutton is also added to the system. The whole device is designed to be small and is used in conjunction with the stick. 3. HARDWARE COMPONENTS Raspberry Pi3 model B Fig. 1 Raspberry Pi3 Model B The Raspberry Pi is a credit card-sized single-board computer.Developed in the UK by the Raspberry Pi Foundation with the Intention of promoting the teaching of basic computer science in schools.The Raspberry Pi hardware has several versions that divides feature variations in memory capacity and peripheral-device support. Raspberry pi model B contain a Broadcom system on a chip (SoC), which includes an ARM compatible central processing unit (CPU) and an on-chip graphics processing unit (GPU, a VideoCore IV). CPU speed ranges from 700 MHz to 1.2 GHz for the Pi 3 and on board memory range from 256 MB to 1 GB RAM. Secure Digital (SD) cards are used to store the operating system and program memory in either the SDHC or MicroSDHC sizes. In this model has four USB slots, HDMI and composite video output, and a 3.5 mm phone jack for audio. Lower level output is provided by a number of GPIO pins which support common protocols like I²C. Processor The Broadcom BCM2835 SoC used in the first generation Raspberry Pi is somewhat equivalent to the chipusedinfirst generation smart phones (its CPU is an older ARMv6 architecture), which includes a 700 MHz ARM1176JZF-S processor, Video Core IVgraphicsprocessingunit(GPU), and RAM. It has a level 1 (L1) cache of 16 KB and a level 2 (L2) caches of 128 KB. The level 2 cache is used primarily by the GPU. The SoC is stacked underneath theRAMchip,soonlyits edge is visible. The Raspberry Pi 2 uses a Broadcom BCM2836 SoC with a 900MHz32-bitquad-coreARMCortex- A7 processor (as do many current smart phones), with 256 KB shared L2 cache. Performance Raspberry Pi 2 includes a quad-core Cortex-A7 CPU running at 900 MHz and 1 GB RAM. It is described as 4–6 times more powerful than its predecessor. The GPU is identical to the original. In parallelized benchmarks, the Raspberry Pi 2
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4444 could be up to 14 times faster than a Raspberry Pi 1 Model B+. While operating at 700 MHz by default, the first generation Raspberry Pi provided a real-worldperformance roughly equivalent to 0.041 GFLOPS. On the CPU level the performance is similar to a 300 MHz Pentium II of 1997–99. The GPU provides 1 Gpixel/s or 1.5 Gtexel/s of graphics processing or 24 GFLOPS of general purpose computing performance. RAM The Raspberry Pi 2 and the Raspberry Pi 3 have 1 GB of RAM. For the new Model B with 512 MB RAM initially there were new standard memory split files released( arm256_start.elf, arm384_start.elf,arm496_start.elf)for 256 MB, 384 MB and 496 MB CPU RAM (and 256 MB, 128 MB and 16 MB video RAM). Networking On the Model B and B+ the Ethernet port is provided by a built-in USB Ethernet adapterusingtheSMSCLAN9514chip. The Raspberry Pi 3 and Pi Zero W (wireless) are equipped with 2.4 GHz Wi-Fi 802.11n (150 Mbit/s) and Bluetooth 4.1 (24 Mbit/s) based on Broadcom BCM43438 FullMAC chip with no official support for monitor mode but implemented through unofficial firmware patching and the Pi 3 also has a 10/100 Ethernet port. Peripherals The Raspberry Pi may be operated with any generic USB computer keyboard and mouse.ItmayalsobeusedwithUSB storage, USB to MIDI converters, and virtually any other device/component with USB capabilities. Other peripherals can be attached through the various pins and connectors on the surface of the Raspberry Pi. Real time clock None of the current Raspberry Pi modelshavea built-inreal- time clock, so they are unable to keep track ofthetimeofday independently. As a workaround, a program running on the Pi can retrieve the time from a network time server or from user input at boot time, thus knowing the time while powered on. To provide consistency of time for the file system, the Pi does automatically save the time it has on shutdown, and re-installs that time at boot. A real-time hardware clock with battery backup, such as the DS1307, which is fully binary coded, may be added (often via the I²C interface. Power supply The board takes fixed 5 V input, (with the 1.2 V core voltage generated directly from the input using the internal switch- mode supply on the BCM2835 die). This permits adoption of the micro USB form factor, which, in turn, prevents the user from inadvertently plugging in out-of-range power inputs; that would be dangerous, since the 5 V would go straight to HDMI and output USB ports, even though the problem should be mitigated by some protectionsappliedtotheinput power: The board provides a polarity protection diode, a voltage clamp, and a self-resetting semiconductor fuse. Wireless Radio Fig. 2 Wireless Radio module This part is very small in size. Its markings can only be properly seen through a microscope or magnifyingglass,the Broadcom BCM43438 chip provides 2.4GHz 802.11n wireless LAN, Bluetooth Low Energy, and Bluetooth 4.1 Classic radio support. Cleverly built directly onto the board to keep costs down, rather than the more common fully qualified module approach, its only unused feature is a disconnected FM radio receiver Antenna Fig. 3 Antenna There is no need to connect an external antenna to the Raspberry Pi 3. Its radios are connected to this chip antenna soldered directly to the board, in ordertokeepthesizeof the device to a minimum. Despite its diminutive stature, this antenna should be more than capable of picking up wireless LAN and Bluetooth signals – even through walls.
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International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4445 SoC (system on chip) Fig. 4 Soc module Built specifically for the new Pi 3, the Broadcom BCM2837 system-on-chip (SoC) includes four high-performance ARM Cortex-A53 processing cores running at 1.2GHz with 32kB Level 1 and 512kB Level 2 cache memory, a VideoCore IV graphics processor, and is linked to a 1GB LPDDR2 memory module on the rear of the board. GPIO Fig 5 GPIO pins The Raspberry Pi 3 features the same 40-pin general- purpose input-output (GPIO) header as all the pin is going back to the Model B+ and Model A+. Any existing GPIO hardware will work without modification;theonlychangeis a switch to which UART is exposed on the GPIO’s pins, but that is handled internally by the operating system. Camera Module Fig. 6 Camera module v2 The Raspberry Pi Camera Module v2 replaced the original Camera Module in April 2016. The v2 Camera Module has a SonyIMX2198-megapixel sensor(comparedto the 5-megapixel Omni Vision OV5647 sensor of the original camera).The Camera Module can be used to take high- definition video, as well as stills photographs. It’seasytouse for beginners, but has plenty to offer advanced users if you’re looking to expand your knowledge. There are lots of examples online of people using it for time-lapse, slow- motion, and other video cleverness. You can also use the libraries we bundle with the camera to create effects. Ultrasonic sensor An ultrasonic sensor is an instrument that measures the distance to an object using ultrasonic sound waves. An ultrasonic sensor uses a transducer to send and receive ultrasonic pulses that relay back information about an object's proximity. 4. SOFTWARE DESCRIPTION Software Requirements Python (v2.7) Python is widely used a high-level programming language for general-purpose programming. It has a design philosophy which emphasizes code readability and a syntax which allows programmers to express concepts in fewer lines of code than possible in languages such as C++ or Java. The language provides constructsintendedto enablewriting clear programs on both a small and large scale. Python features a dynamic type system and automatic memory management and supports multiple programming paradigms, including object-oriented, imperative, functional programming, and procedural styles. It has a large and comprehensive standard library. Raspbian OS Raspbian is a free operating system based on Debi an optimized for the Raspberry Pi hardware.Itcomeswithover 35,000 packages, pre-compiled software bundled in a nice format for easy installation. Features of Raspbian include: Created specially for RPi hardware. Supports hard float ABI. Desktop LXDE Easy to use, install and customize Win32 Disk Imager This is a Windows program for saving and restoring images from removable drives (USB drives, SD Memory cards, etc). It can be used to write boot image to a SD Flash device or USB flash device, making it bootable.
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International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4446 1. Download rasbrian stretch OS and unzip the contents. 2. Plug in the USB thumb drive or SD or micro SD card to your computer. It should be detected and appear as a drive in Windows. 3. Open Win32 Disk Imager, choose the .img or image file you want to write as Image File (raspbian stretch OS) and choose the USB or SD drive as Device and press Write. 4. The write may take a while. Once it is done, remove the USB thumb drive or SD card and insert it into raspberry pi. Xming X Server Xming is the leading X Window System Server for Microsoft Windows. It is fully featured, lean, fast, simple to install and because it isstandalone native Windows,easily made portable (not needing a machine-specific installation or access to the Windows registry). Xming is totally secure when used with SSH and optionally includes an enhanced Plink SSH client and a portable PuTTY replacement package. Xming installers include executable code, and libraries, only built by Colin Harrison (Project Xming's chief developer). PuTTY is ProjectXming'spreferredandintegratedX terminal emulator for Microsoft Windows: superseding any requirement for a cumbersome POSIX API compatibility layer and simulated directory mount points. Xming is cross-compiled on Linux for Microsoft Windows, using MinGW-w64, mostly from canonical X.Org source code with my patches applied. It is kept current and secure with frequent from X.Org, XCB, XKB, FreeType, PthreadsWin32, Mesa, PuTTY and Freedesktop Bugzilla. PuTTY PuTTY is a free and open-source terminal emulator, serial console and network file transfer application. It supports several network protocols, includingSCP,SSH,Telnet,rlogin, and raw socket connection. It can also connect to a serial port. The name "PuTTY" has no official meaning. After setting up your Raspberry Pi you probably don’t want to use your keyboard and mouse. That’s where a remote connection helps: You can have remote access to your Raspberry Pi through SSH from every other computer which is in the same network as your Pi. Then you will see a user interface like this where you enter the host “raspberrypi“ If the connection didn’t work, you can look up the internal IP address of your Raspberry Pi in your router. It should be similar to 192.168.0.xxx,butthe last digits may vary. Select Connection > SSH > X11 and check “Enable X11 forwarding”. Optimally you save the settings. If you now login (first category: Session) X11 is enabled and you can open GUI programs, too. After establishing the connectionbyclicking“Open” a new window appears. Here youshouldinsertyour username andpassword. TheRaspbiandefaultlogin is user “pi” with password “raspberry“. Fig. 7 Raspberry pi login Pi Camera module interface Raspberry Pi Board has CSI (Camera Serial Interface) interface to whichwecanattachPiCamera module directly. This Pi Camera module can attach to the Raspberry Pi’s CSI port using 15-pin ribbon cable. ConnectPiCamera to CSI interface of Raspberry Pi. For enabling camera in Raspberry Pi, open raspberry pi configuration using following command sudo raspi_config Then select Interfacing options in which select camera option to enable its functionality. Reboot Raspberry Pi. Now we can access camera on Raspberry Pi. Now we can capture images and videos using Pi Camera on Raspberry Pi. Autologin and Auto run This is a technique for running a program when the Pi boots. The technique where the Pi automatically logins as the Pi user and immediately executes a Python script. The first step is to enable the Pi to login automatically without requiring any user intervention. This step is optional. At the command prompt or in a terminal window type: Sudo raspi_config followed by Enter.
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International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 04 | Apr 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 4447 Select “Boot Options” then “Desktop/CLI” then “Console Autologin” Now we need to tell the operating system to run the script for the Pi user. In the command prompt or in a terminal window type: sudo nano /etc/profile Scroll to the bottom and add the following line : sudo python /home/pi/myscript.py Where “/home/pi/myscript.py” is the path to your script. Type “Ctrl+X” to exit, then “Y” to save followed by “Enter” twice. Flite TTS Engine Speech synthesis is the artificial production of human voice. A computer system used for this task is called a speech synthesizer. Anyone can use this synthesizer in software or hardware products. The main aim of text-to-speech (TTS) system is to convert normal language text into speech. Synthesized speechcanbeproducedbyconcatenatingpieces of recorded speech that are stored in a database. TTS Systems differ in size of the stored speech units. Flite offers text to speech synthesis in a small and efficient binary. It is designed for embedded systems like PDAs as well large server installation which must serve synthesis to many ports. Flite is part of the suite of free speech synthesis tools. This algorithm bresaks a word such that there are minimum number of breaks in the word. The algorithm dynamically looks for polysyllableunitsmakingupthe word, and cross checks the databaseforunit’savailability,andthen breaks the word accordingly. If the polysyllableunitsare not there, then the algorithm naturally picks up smaller units. For example, for breaking a word.satara.Algorithmlooksfor unit ./satara/. In database, if not found it looks for unit combinations such as. /sata/, /ra/., ./sa/,/tara/.Etc...Andat the end it falls back on phone sequence./s/,/a/,/t/,/a/,/r/, /a/.. In the next approach, the syllabification algorithm breaks a word into monosyllables without checking for its availability in the database. In this case syllabification is done based on standard linguistic rules. If a unit is not found in database it can be substituted by a nearest unit or by silence. Although, syllable based synthesis does not require significant prosodic modification, the prosodic modification that needs to be performed in the context of syllable is significantly different from that of conventional based synthesis. Linux command to install Flite - sudo apt-get install flite Application 1. Blinds can easily identify the product which is kept in the supermarket rack. 2. No need of bringing sighted friend or family member to help in buying the products at the supermarket. 3. Easy to use only English language understanding required. 4. Voice messages through headphone. 5. Real-time product identification. 6. Small portable device which can be carried easily. 7. More than 95% accuracy (accuracy depends on training dataset). 5. CONCLUSION The project “My Vision” aims at helping the blind deal with the daily challenges that they are been facing more easily and to help them become more self-sufficient. It will help them to pick up the products from supermarket rack where the products are arranged. 6. REFERENCES 1. Smart Guiding Glasses for Visually Impaired People in Indoor Environment Jinqiang Bai, Shiguo Lian, Member, IEEE, Zhaoxiang Liu, Kai Wang, Dijun Liu 2. Development of Glasses for Guiding Visually Impaired Using Ultrasonic Sensor and Microcontroller WawanSetiawan,Rasim,andJajang Kusnendar. 3. https://www.youtube.com/watch?v=w-nTzEbT9Nk
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