Optimization Models

Multi-objective optimization for R&D funding allocation and resource planning

Current Allocation
Existing R&D budget distribution
Optimized Allocation
Recommended allocation for maximum impact
Sector-Level Optimization
Recommended allocation changes by research sector
ICTEnergyHealthAgricultureEnvironment09182736
  • Current Allocation
  • Optimized Allocation
ICT
28% → 35%
+25%
Energy
22% → 24%
+9%
Health
25% → 23%
-8%
Agriculture
15% → 12%
-20%
Environment
10% → 6%
-40%
Optimization Constraints
Constraints applied to ensure realistic and balanced allocation

Budget Constraint

Total R&D budget fixed at $500M

Active

Institutional Capacity

Maximum 40% allocation to any single institution

Active

Geographic Balance

Minimum 15% allocation to each region

Active

International Collaboration

Minimum 20% for cross-border research

Active
Expected Outcomes
Publication Output
+18%
Increase in annual publications
Patent Filings
+24%
Increase in patent applications
Economic Impact
+$45M
Additional economic value generated