Predictive Telemetry:
real-time AI for
Delay-Critical Operations

Predictive Telemetry:
real-time AI for
Delay-Critical Operations

We have worked to develop services that improve your project

Predictive Telemetry is an advanced AI system designed for real-time and edge computing.

This software solution utilises a structured pipeline of Machine Learning Operations (MLOps), driven by HAIKAI’s proprietary algorithm known as the Before-After Machine (BAM). The BAM algorithm integrates and sequences two forms of Machine Learning (ML) algorithms, or Artificial Densor Networks—complex time/space series estimators like Convolutional LSTM units—to anticipate and manage delay-critical operations effectively.

We have worked to develop services that improve your project

Predictive Telemetry is an advanced AI system designed for real-time and edge computing.

This software application utilises a structured pipeline of Machine Learning Operations (MLOps), driven by HAIKAI’s proprietary algorithm known as the Before-After Machine (BAM). The BAM algorithm integrates and sequences two forms of Machine Learning (ML) algorithms, or Artificial Densor Networks—complex time/space series estimators like Convolutional LSTM units—to anticipate and manage delay-critical operations effectively.

BEFORE machine: multivariate time series classifier

AFTER machine: multivariate multi-step forecaster

Sequential training of models for combined accuracy

BEFORE-AFTER loop for high-probability predictions

Shorter Reaction Time

The system provides real-time, anticipatory insights, allowing for faster response times in latency-critical or delay-critical operations.

Foresight Capacity

Predictive Telemetry offers the ability to foresee events from 5 seconds to several hours in advance, providing valuable lead time for decision-making.

Integrated Classification and Forecasting

The fusion of classification and forecasting into a single process ensures comprehensive anticipatory insights without the need for data downlink or post-processing.

Operational Benefits

Enhances safety by enabling proactive responses in aerospace operations, including flight and ground operations and satellite management.

Shorter Reaction Time

The system provides real-time, anticipatory insights, allowing for faster response times in latency-critical or delay-critical operations.

Foresight Capacity

Predictive Telemetry offers the ability to foresee events from 5 seconds to several hours in advance, providing valuable lead time for decision-making.

Integrated Classification and Forecasting

The fusion of classification and forecasting into a single process ensures comprehensive anticipatory insights without the need for data downlink or post-processing.

Operational Benefits

Enhances safety by enabling proactive responses in aerospace operations, including flight and ground operations, satellite management, and military applications.

Use Cases

Aviation

  • Anticipation of flight crew operations and complex scenarios
  • Mission readiness checks before take-off
  • Predictive and prescriptive maintenance for aircraft engines and structures

Space

  • Satellite Earth Observation prescriptions without the need to wait for satellite image rendezvous
  • Prediction intelligence for airport complexes, highway infrastructure, and traffic zones
  • Satellite operations and intelligence for mitigating the impact of Micrometeoroid Orbital Debris (MMOD)

Domain Experts

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Human-Centred Approach

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Innovation-Driven

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Ethical and Responsible AI

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