Weight measuring shoes and smart watch for calories burnt prediction and Health monitoring

we are liivng in era where technology penerate in our society in all kind of work even some Desician taking and reinforcement learning modles are developed so  we design weight measuring shoes and iot based hand wrist belt. In hand wrist belt(watch) we measure heart rate temperature a

2025-06-28 16:30:01 - Adil Khan

Project Title

Weight measuring shoes and smart watch for calories burnt prediction and Health monitoring

Project Area of Specialization Wearables and ImplantableProject Summary

we are liivng in era where technology penerate in our society in all kind of work even some Desician taking and reinforcement learning modles are developed so  we design weight measuring shoes and iot based hand wrist belt. In hand wrist belt(watch) we measure heart rate temperature and oxygen intake after getting thess data on in real time and apply Machine learning model of Calories burnt perdiction  this perdiction is our main goal. we store this datahistory in server and develop destop application where we visualize our wegiht rate and BMI, and per day calories burnt rate we can also impliment other ML Model on Health

Project Objectives

1.To develop Iot based watch having temperature and Blood Pressure measurement system                                                                                                                                                              

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2.To  develop Weight measuring shoes having data transferring feature’s(Bluetooth)

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3.To develop ML model for Calories Burnt prediction                                 

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4.To develop centralized System (desktop app) for Data visualization(IBM, weight)graph’s

Project Implementation Method

•Select Features For ML

•System Design

•Data Flow design

•Selecting Component’s

•Cad model

•Design Desktop application

we distribute  project diliverabkes in sub systemform

 1 Weight measuring Shoes

 2 Hand wrist belt for measuring temperature and heartbeat

3 Trained Machine Learning model

4 Connect IOt  to your system

5 Desktop app

Benefits of the Project

Information about calories burnt is important for people at risk of obesity. Currently the systems for monitoring of calories burnt only rely on measurement of movement through some wearable sensor. However information of weight of a person plays a major role along with activity monitoring for information about calories.

And these data also use in many other health realted ML models and storing human health history. we can visilize graphicaly

"this project can leads us to large Brand who design health related devices and giving simple solution through Artificial Intelligence"

Technical Details of Final Deliverable

First we need Domain Knowlage about Calories burnt how calories Burn and Which changes occur during exseride and doing work for sake of claories burnt , After Slecting Such parameters we have to Record real data or we train Our ML model on these parameters on label data 

Now main thinks is getting parameter values form humans

such parameter are human weight(human+ weight lifted) ,body temperature ,oxygen intake,Heart rate ,gender hieght ,age ,from these parameter  some are defined such as gender, age ,hight but for remaning we need sensors to measure these parameters and we need controller who is capable of connecting to internet 

Now feed real time data in train Ml model to get perdicted value how much you burn calories

in the end we develop a app ny Phython programing for just visulization

"one main point we also feed Time in train model for perdiction .how much parameter has same value "

Final Deliverable of the Project HW/SW integrated systemCore Industry HealthOther IndustriesCore Technology Artificial Intelligence(AI)Other Technologies Internet of Things (IoT), Wearables and ImplantablesSustainable Development Goals Good Health and Well-Being for PeopleRequired Resources
Item Name Type No. of Units Per Unit Cost (in Rs) Total (in Rs)
Total in (Rs) 40480
ESP32S MICROCONTROLLER Equipment37502250
ST7735 1.44 INCH 128X128 SPI TFT COLOR SCREEN LCD DISPLAY Equipment1950950
OLED 1.3 INCH DISPLAY MODULE 128X64 I2C COMMUNICATE 4PIN SSD1106 BLUET Equipment1850850
AMPLIFIER MODULE ANALOG TO DIGITAL CONVERTER PRESSURE SENSOR Equipment4100400
micro-usb-port-charging-data-cable-for-nodemcu-wemosd1arduino-leonardo Equipment250100
3D printed watch frame Equipment300013000
Shoes Equipment300013000
jumper wires Equipment580400
digital-infrared-temperature-sensor-for-arduino-mlx90614 Equipment119901990
pulsesensor-pulse-heart-rate-sensor Equipment1350350
max30102-blood-oxygen-concentration-wrist-heart-rate Equipment1550550
array of piezoelectric material Equipment215003000
1000mah-3.7v-lithium-ion-battery-li-ion-battery Equipment3200600
delivery charges Miscellaneous 53001500
stationary (glue, nuts ,screws, spray color) Miscellaneous 110001000
wrist Belt Equipment1300300
ESP32S MICROCONTROLLER Equipment37502250
ST7735 1.44 INCH 128X128 SPI TFT COLOR SCREEN LCD DISPLAY Equipment1950950
OLED 1.3 INCH DISPLAY MODULE 128X64 I2C COMMUNICATE 4PIN SSD1106 BLUET Equipment1850850
AMPLIFIER MODULE ANALOG TO DIGITAL CONVERTER PRESSURE SENSOR Equipment4100400
micro-usb-port-charging-data-cable-for-nodemcu-wemosd1arduino-leonardo Equipment250100
3D printed watch frame Equipment300013000
Shoes Equipment300013000
jumper wires Equipment580400
digital-infrared-temperature-sensor-for-arduino-mlx90614 Equipment119901990
pulsesensor-pulse-heart-rate-sensor Equipment1350350
max30102-blood-oxygen-concentration-wrist-heart-rate Equipment1550550
array of piezoelectric material Equipment215003000
1000mah-3.7v-lithium-ion-battery-li-ion-battery Equipment3200600
delivery charges Miscellaneous 53001500
stationary (glue, nuts ,screws, spray color) Miscellaneous 110001000
wrist Belt Equipment1300300

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