OptiCampus-X
Quant-Driven Smart Campus Resource Optimization
An AI-powered system that uses time-series forecasting, mathematical optimization, and Google Gemini to minimize resource wastage and maximize campus efficiency with measurable, real-world impact.
VIT-AP University Infrastructure
OptiCampus-X monitors and optimizes resources across all major buildings at VIT-AP University campus
Academic Block-1
Sarvepalli Radhakrishnan Block
Central Block
Mahatma Gandhi Block
Academic Block-2
APJ Abdul Kalam Block
Student Activity Centre (SAC)
Central Library
Main Cafeteria
VITRINA Guest House
The Problem We Solve
VIT-AP University faces significant challenges in resource management that impact both finances and sustainability goals.
Electricity Wastage
Lights, ACs, and equipment running in unused spaces across 17+ buildings
Water Wastage
Leaks, overuse in 10 hostel blocks serving 5000+ students
Underutilization
145+ classrooms and labs not efficiently scheduled
Reactive Management
No predictive system; decisions are manual and delayed
Core Features & Technologies
A comprehensive system combining quantitative methods with AI intelligence
Predict future resource demand using ARIMA and Prophet models with seasonal decomposition
Linear programming-based scheduling to minimize costs while respecting constraints
Z-score and Isolation Forest algorithms to detect unusual patterns and waste
Gemini 2.5 Flash converts quantitative results into explainable policy decisions
Real-time dashboards showing measurable savings in cost, resources, and carbon
AI-generated reports with actionable recommendations for stakeholders
Role of Gemini 2.5 Flash
Unlike typical AI projects that use LLMs for everything, we use Gemini strategically as a Decision Intelligence Agent.
Converts Numbers to Policies
Transforms optimization outputs into human-readable action plans for VIT-AP administrators
Explains Decisions
Provides justification for why specific optimizations are recommended
Risk & Exception Handling
Identifies edge cases and alerts on situations requiring human attention
Executive Reporting
Generates professional summaries for stakeholders automatically
You are an AI campus resource manager for VIT-AP University.
Given:
- Predicted electricity demand across 3 academic blocks
- Water usage in MH-1 to MH-6 and LH-1 to LH-4
- Room occupancy in Central Block (Mahatma Gandhi)
- Cost targets and sustainability goals
Generate:
1. A clear action plan for each building
2. Risk alerts for anomalies
3. Justification of decisions
4. Expected savings in INR
Measurable Impact
Every feature is tied to quantifiable, real-world outcomes for VIT-AP
25-35%
Electricity Waste Reduction
15-25%
Water Waste Reduction
+30%
Room Utilization Improvement
₹40K-60K
Monthly Cost Savings
3+ tons/month
CO₂ Reduction
Google Cloud & Product Integration
Planned expansion using the broader Google ecosystem to scale OptiCampus-X for enterprise-grade campus governance.
Google Cloud IoT Core
Future integration with campus-wide hardware sensors for direct real-time data ingestion.
BigQuery & Looker
Advanced data warehousing and business intelligence for multi-year campus sustainability trends.
Vertex AI
Moving from API calls to custom-tuned models for specific VIT-AP resource usage patterns.
Google Maps Platform
Enhanced spatial analysis for water leak detection using advanced geospatial APIs.
How We Meet the Challenge Criteria
"Participants can select any real problem from their campus or community and build a solution using Google technologies. The aim is to address meaningful local challenges through creativity, research, and practical implementation."
Real Campus Problem
Addresses genuine challenges of resource wastage, inefficient scheduling, and sustainability at VIT-AP University, Amaravati
Google Technology
Leverages Google Gemini 2.5 Flash API for intelligent decision-making and natural language explanations
Innovation & Practicality
Combines research-grade quantitative methods (forecasting, optimization) with practical, deployable solutions
Measurable Impact
Every feature tied to quantifiable outcomes - cost savings, resource reduction, carbon footprint metrics
Our One-Line Pitch
"OptiCampus-X uses quantitative optimization and Gemini-powered decision intelligence to cut VIT-AP campus resource wastage through explainable, data-driven policies with measurable sustainability impact."
Technology Stack
Special Acknowledgments
Vercel
Special thanks to Vercel for the seamless deployment infrastructure, enabling us to bridge the gap between development and production for VIT-AP.
Google Anti-Gravity IDE
Grateful for the support of Google Anti-Gravity IDE (Project IDX / v0) in providing a high-velocity, AI-augmented development environment.