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Research Methodology - Coggle Diagram
Research Methodology
Literature Review
Knowledge concerning lithium-ion battery failure
s
1. Meta-analysis peer-reviewed journals, reviews, conferences, reports etc
2. Review available studies
3. Regulatory gap analysis
Experimental Analysis
Examination of the underlying reasons for the internal damage of lithium-ion batteries
Electrochemical Analysis
Investigation of the electric charge and discharge processes of the batteries
Thermal Analysis
Thermal testing will be done for performance of the batteries
Failure Analysis
Establishing the causes of battery failure
Visual and Structural Analysis
Visual assessment of the batteries including inspection.
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Thermal Modeling and Sim
ulation
Thermal characteristic of the Lithium-ion batteries
Thermal model will be constructed to visualize the heat generation in batteries
2
. Prediction of temperature fields
3.Correlation of models
AI-Based Analysis
Predictive Maintenance
Random Forest or Gradient Boosting to predict the likelihood of battery failure based on input data
Anomaly Detection Models
Isolation Forest or Autoencoders to detect abnormal battery behavior
Review of Manufacturing Practices and Quality Standards
To assess the manufacturing quality of Lithium-ion batteries
1. Quality control will be accessed on battery samples
2. Identification of the impact of imitation batteries
Regulatory and Safety Standards Review
Functional capability of the existing local laws regarding
1. Review of international safety rules
2. Comparison of global best practices
3. Consultancy with other authorities
Formulation of Safety Guidelines and Recommedations
To formulate preventive measures based on the research findings.
1. Integration of the results of data analysis, for battery's best practices
2. Formulation of recommendations to minimize the risk of battery failure.
3. Suggestion of best design to battery manufacturer
Data Collectio
n
Field Data Collection
1. Work with local industries of lithium-ion rechargeable batteries to recover batteries
2.. Questionnaires to users to understand battery's health
Battery Sample Collection
Purchasing of sample of damaged Lithium-ion batteries from local sources for analysis