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real-time-monitoring

Real-Time Monitoring: The Dynamiq Experience

By Dynamiq Team
Real-Time Monitoring: The Dynamiq Experience

Real-time monitoring transforms how supermarkets manage refrigeration and energy, converting continuous data streams into actionable intelligence. Dynamiq’s monitoring program has delivered consistent, measurable results for Florida supermarket chains, with clients achieving up to 15% reductions in electricity consumption.

Documented Results: 15% Electricity Reduction

The 15% electricity reduction achieved at Fresco y Más and Bravo Supermarkets represents a substantial financial return. For a typical supermarket spending $300,000–$500,000 annually on electricity, a 15% reduction translates to $45,000–$75,000 in annual savings. These results were achieved through systematic application of monitoring data, not equipment replacement.

The savings come from multiple sources: optimized defrost schedules, refrigeration set point adjustments based on actual load patterns, identification and correction of equipment inefficiencies, and elimination of energy waste from malfunctioning components operating outside normal parameters.

Client Portfolio: Fresco y Más and Bravo

Fresco y Más operates community supermarkets across South Florida with a focus on fresh produce and prepared foods — product categories with tight temperature requirements and high refrigeration energy demands. Monitoring enables store-level visibility that supports both energy optimization and food safety compliance.

Bravo Supermarkets operate full-service stores with extensive meat, seafood, and dairy departments. These stores have complex refrigeration systems with numerous circuits operating at different temperature levels. The monitoring system provides unified visibility across all circuits, simplifying management and enabling coordinated optimization.

AI Algorithms in Refrigeration Management

Dynamiq’s monitoring program incorporates machine learning algorithms that go beyond simple threshold alerting. These algorithms:

Learn normal system behavior: By analyzing weeks and months of operational data, algorithms establish accurate baselines for each piece of equipment in each store. Anomaly detection becomes precise because it compares actual behavior to learned normal behavior rather than generic specifications.

Predict developing failures: Gradual changes in compressor performance, refrigerant charge, or valve operation often precede failures by days or weeks. Algorithms detect these trends and trigger investigation before failure occurs.

Optimize set points dynamically: Rather than static set points, AI-driven control can adjust temperatures based on product load, ambient conditions, and upcoming delivery schedules — maintaining food safety while minimizing energy use.

Benchmark performance: Cross-store comparison using normalized metrics identifies underperforming locations and highlights best practices that can be replicated across the fleet.

The Monitoring Infrastructure

Effective real-time monitoring requires robust data infrastructure. Dynamiq’s deployments include:

  • Continuous data collection at the controller level (Danfoss AK-SM 800A and similar platforms)
  • Secure cloud transmission and storage of all monitoring data
  • Web and mobile dashboards providing store-level and fleet-level visibility
  • Automated alarm routing with escalation protocols
  • Regular analytical reviews by Dynamiq’s energy management team

From Monitoring to Management

Data collection is the foundation, but the value is realized through active management. Dynamiq’s team reviews monitoring data from client stores on a regular cadence, identifies optimization opportunities, and coordinates with maintenance and operations teams to implement improvements.

This managed service approach means clients benefit from Dynamiq’s analytical expertise without needing to build internal data analysis capability. The monitoring program becomes an extension of the client’s operations team, continuously working to improve performance and reduce costs.

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