Assessfy Capstone Lab Advanced 6 milestones 100 marks

Integrated Tyre Pressure and Condition Monitoring System with Predictive Maintenance Al...

Branch: Automobile Engineering Type: Industry-applied final-year Major Project Standard: Mumbai University Rev-2019 'C' Scheme (Major Project I + II) Group: up to 4 students Assessment: 6 review-based milestones (100 marks)

Real-world project · AICTE-aligned · AI-graded · Audit-ready certificate

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About this project
Integrated Tyre Pressure and Condition Monitoring System with Predictive Maintenance Alerts

Objective: To design, implement, and validate a real-time tyre-pressure and condition monitoring system with predictive alerting for improved vehicle safety and operational efficiency.

Indian motorists, commercial fleet operators, and logistics companies frequently face vehicle downtime, accidents, and operational losses due to undetected tyre failures and improper inflation, which are exacerbated by harsh road conditions and lack of proactive maintenance. Current manual checks and basic TPMS solutions are insufficient for predicting tyre degradation, leading to safety hazards and reduced asset lifespan.

The proposed engineering solution integrates robust sensor networks (pressure, temperature, tread wear), edge processing, and predictive analytics to continuously monitor tyre health in real-time and generate actionable alerts for potential failures or maintenance needs. The system leverages IoT modules for telematics transmission, machine learning models trained on Indian road datasets, and complies with IS 15676 TPMS standards for automotive deployment.

Key deliverables include: a fabricated prototype system mountable on a vehicle, wireless sensor nodes, central microcontroller with predictive analytics, mobile dashboard, and demonstration of live condition monitoring, alerting, and data logging. The working model is bench-tested and road-tested for accuracy, reliability, and user interface validation.

Industry impact: scalable integration for commercial fleets, passenger vehicles, and EVs can substantially reduce accidents, maintenance costs, and environmental waste. The solution enhances preventative maintenance practices, supports future ADAS integrations, and is adaptable for deployment across Indian automotive OEMs and aftermarket service providers.

Milestones
1. Synopsis & Problem Definition (Stage-I Review-1)
10 marks 21d
Submit a clear project synopsis, define the problem statement, and outline project scope; reviewed by project guide and department panel.
2. Literature / Market Survey & Requirement Analysis (Stage-I Review-2)
12 marks 30d
Conduct a technical and market survey of existing TPMS solutions, identify gaps, and finalize user and system requirements; deliverable reviewed via presentation and documentation.
3. System Design, Methodology & Cost Analysis (Stage-I close)
18 marks 35d
Develop detailed system architecture, hardware/software selection, predictive analytics workflow, and cost estimation; reviewed by design checklist and design review meeting.
4. Implementation / Fabrication of Working Model (Stage-II Review-1)
22 marks 40d
Fabricate sensor modules, assemble microcontroller, integrate communication and analytics software; review includes demonstration of physical assembly and preliminary data acquisition.
5. Testing, Results & Validation (Stage-II Review-2)
23 marks 45d
Conduct bench and road tests, validate system accuracy, reliability, and predictive alert performance; reviewed with test reports, results analysis, and examiner feedback.
6. Report, Paper & Demonstration / Oral Defense (Stage-II final Oral & Practical)
15 marks 34d
Prepare and submit a detailed project report, technical paper, and demonstrate the working model with oral defense before examiner panel.
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Skills you'll learn
CapstoneFinal-year projectMajor projectAutomobile EngineeringAutomotive sensor integration and calibrationEmbedded system design and microcontroller programmingIoT communication and telematics protocol implementationPredictive analytics using machine learning algorithmsMechanical design and fabrication of sensor housingsSystem testingvalidationand benchmarking on Indian roadsTechnical report writing and documentationTeamwork and project management
Tools used
Pressuretemperatureand accelerometer sensors (e.g.NXPBosch)Arduino/ESP32 microcontroller platformsCAN Bus and Bluetooth LE communication modulesPython and MATLAB for data analysis and predictive modelingSolidWorks/AutoCAD for mechanical designIS 15676 and AIS-140 automotive standardsIndian Road Tyre Failure Dataset (public/industry provided)Android/iOS app development tools
Prerequisites
Automobile Electrical and Electronics SystemsSensors and InstrumentationMicroprocessor and Embedded SystemsVehicle DynamicsAutomobile Design and Manufacturing
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