Future Scope
Expanding the Drovia methodology for comprehensive EDA tool integration and industrial applications
Seamless integration with existing Engineering Change Order workflows:
- PRIMETIMEDirect integration with PrimeTime ECO for automated timing fixes
- AUTOMATIONAutomated generation of ECO commands based on ML predictions
- VALIDATIONReal-time validation of timing improvements post-ECO
- ITERATIVEIterative optimization cycles for complex timing violations
Comprehensive integration with industry-standard EDA tools:
- HSPICEAutomated HSPICE simulation for IR-drop analysis
- DESIGNIntegration with design tools for layout-aware optimization
- WORKFLOWStreamlined workflow from analysis to implementation
- STANDARDSCompliance with industry standards and best practices
Advanced Capabilities
Scaling and industrial validation for broader adoption
Development of cross-design models that can generalize across different circuit architectures and technology nodes, enabling broader applicability.
Comprehensive validation on industrial designs with detailed ROI analysis, demonstrating significant time and cost savings in timing closure.
Complete ML-assisted ECO flow that automatically identifies, analyzes, and fixes timing violations with minimal human intervention.
Planned enhancements to expand Drovia's capabilities and impact:
Advanced ML Models
Integration of deep learning models for complex timing scenarios
Multi-Objective Optimization
Balancing timing, power, and area constraints simultaneously
Cloud-Based Deployment
Scalable cloud infrastructure for enterprise-level processing
Real-Time Analysis
Live monitoring and optimization during design implementation