Lab Name: Computer Vision, Robotics, IoT and Clean Energy Lab Lab 6 Month Roadmap: Month 1: Foundation, Ideat…
Lab Name: Computer Vision, Robotics, IoT and Clean Energy Lab
Lab 6 Month Roadmap:
Month 1: Foundation, Ideation & Scoping
Week 1: Domain Alignment & Literature Survey — Reviewing benchmark IEEE/ACM papers on edge AI, IoT smart grids, and renewable energy systems to establish a solid theoretical foundation.
Week 2: Gap Identification & Problem Formulation — Pinpointing specific technological bottlenecks (e.g., latency reduction, resource-constrained model deployment) to define a narrow, high-impact research question.
Week 3: Dataset Sourcing & Feasibility Assessment — Evaluating available open-source repositories, hardware constraints, or primary data collection requirements to ensure technical feasibility.
Week 4: Proposal Drafting & Internal Defense — Writing the structured 2-page research proposal and defending the methodology and expected outcomes to secure official project sign-off.
Month 2: Data Engineering & Simulation
Week 5: Environment Setup & Testbed Configuration — Building and configuring the simulation or hardware environment (e.g., ROS/Gazebo, MATLAB/Simulink, or IoT edge kits).
Week 6: Data Acquisition & Preprocessing — Sourcing primary sensor/image data, cleaning inputs, and setting up reproducible data transformation pipelines.
Week 7: Exploratory Data Analysis & Baseline Definition — Analyzing dataset characteristics, edge cases, and defining standard baseline metrics for future performance comparison.
Week 8: Pipeline Validation Check — Conducting initial dry runs of data flow through the environment to ensure seamless integration before heavy computation.
Month 3: Core System Implementation
Week 9: Baseline Model Development — Coding and executing standard baseline models to establish baseline performance benchmarks.
Week 10: Proposed Architecture Coding — Implementing the novel algorithmic, computer vision, or hardware-in-the-loop framework developed for the research.
Week 11: Integration & Code Auditing — Merging components, ensuring version control (Git) tracking, and conducting code audits for memory and runtime efficiency.
Week 12: Initial End-to-End Execution — Successfully running the complete integrated pipeline from raw input to output generation without errors.
Month 4: Experimentation & Ablation
Week 13: Multi-Scenario Testing — Executing full-scale experiments under varying operational loads, environmental conditions, or data constraints.
Week 14: Ablation Studies — Running isolated tests to prove the specific efficacy and contribution of each component within the proposed framework.
Week 15: Performance Benchmarking & Comparison — Comparing experimental results directly against established state-of-the-art baselines.
Week 16: Final Results Freeze — Generating, validating, and freezing all final tables, graphs, convergence plots, and confusion matrices.
Month 5: Manuscript Drafting
Week 17: Methodology & Results Section Drafting — Writing the technical core of the paper, detailing the system architecture, equations, and experimental findings.
Week 18: Visual Asset Generation — Creating high-resolution system architecture diagrams, workflow charts, and comparative performance figures.
Week 19: Introduction & Related Work Integration — Framing the research problem, establishing the contextual literature gap, and drafting the abstract.
Week 20: Comprehensive Supervisor Review — Submitting the complete first draft for rigorous structural, technical, and editorial critique under direct supervision.
Month 6: Polish & Conference Submission
Week 21: Revision & Proofreading — Incorporating supervisor feedback, tightening mathematical formulations, and verifying all citations for absolute accuracy.
Week 22: Template Formatting — Restructuring and formatting the manuscript strictly according to the target conference's LaTeX or Word guidelines.
Week 23: Final Walkthrough & Compliance Check — Conducting a final reproducibility walkthrough and checking for zero tolerance on formatting or citation errors.
Week 24: Official Conference Submission — Submitting the completed manuscript to the peer-reviewed conference portal and securing official confirmation.