— 02 · Industry

Industrial perception and coordination

Industrial operations generate far more events than any team can watch continuously. Convex builds the visual perception, mission coordination and physical execution layers, keeping a traceable record of every inspection and every action.

Visual inspection, equipment coordination and physical execution are distinct layers that rarely talk to each other. Convex develops them as one system, with perception, mission state and a traceable record of every event.

Industrial perception and coordination
02 · Industry
— Operational context

The operational problem

  1. 01
    Inspection that depends on human attention

    Continuous visual checking is tiring, subjective and hard to audit afterwards.

  2. 02
    Fragmented record

    What was inspected, when, and with what result usually never lands in a queryable history.

  3. 03
    Manual coordination between machines

    Each machine has its own panel; the aggregate state of the operation exists nowhere.

  4. 04
    Repetitive low-value tasks

    Predictable routines consume operator time that could go to exceptions.

  5. 05
    Variable environment

    Lighting, positioning and dirt change perception, and must be handled by the model rather than the operator.

— Convex architecture

From observation to action

The same architecture runs across every sector. What changes is which layer is critical and which proprietary systems take part.

Observe
Interpret
Coordinate
Act
Observe

Nexa Vision

Visual perception of the environment and of inspected items, with clipping and identification.

Interpret

Nexa Vision

Classification of what was observed and flagging of cases outside the expected pattern.

Coordinate

Synapse Control

Mission state, equipment telemetry and task sequencing.

Act

Axis

Physical execution of the decided task, returning state to the coordination layer.

— Data layers

What feeds the pipeline

Sources compatible with the systems deployed in this sector. No layer is assumed: every monitored area declares what is actually available.

Cameras

Image streams positioned over the inspection point.

Images

Captures bound to each inspection event and preserved for audit.

Telemetry

State, position and condition of the coordinated equipment.

Mission state

Current step, task queue and result of each execution.

Time series

How observed events evolve across shifts.

Operational history

Queryable record of what was inspected and executed.

— Applications

Technical applications

Each application states the problem addressed, the data used, the Convex system involved and the operational output produced.

Fixed-point visual inspection

Manual checking that varies between operators.

Data
Camera stream and images captured per event.
System
Nexa Vision
Output
Cases outside the expected pattern flagged, with the image attached to the event.

Identification and traceability

The link between item, step and result gets lost.

Data
Images, visual identifiers, mission state.
System
Nexa Vision + Synapse Control
Output
History queryable by item and by step of the operation.

Equipment coordination

Isolated panels with no aggregate state.

Data
Telemetry and mission state of the equipment.
System
Synapse Control
Output
A single view of operation state and task queue.

Execution of repetitive routines

Operator time consumed by predictable tasks.

Data
Environment perception and mission decision.
System
Axis
Output
Physical execution of the task with state returned.
— Operational flow

One cycle, from sensor to record

  1. 01Capture

    The camera records the point of interest at the moment defined by the mission.

  2. 02Processing

    Nexa Vision clips, identifies and classifies what was observed.

  3. 03Interpretation

    The result is compared against the expected pattern for that step.

  4. 04Decision

    Divergent cases raise an alert and enter the handling queue.

  5. 05Action

    Synapse Control triggers the next step; where applicable, Axis executes physically.

  6. 06Record

    Event, image and result stay on file for later audit.

— Deliverables

What the system delivers

Alerts

Notification of events outside the expected pattern.

Telemetry

State and condition of coordinated equipment.

Operational history

Auditable record of inspections and executions.

Reports

Period consolidation of observed events.

Traceability

Link between item, step, image and result.

— Technology stage

Maturity by capability

We separate what is in operation from what is still under development. Research and prototypes are never presented as deployed product.

  • In operation
    Visual perception applied to inspection

    Capture, clipping and classification of visual events.

  • In development
    Mission coordination and telemetry

    Aggregate operation state and task sequencing.

  • In development
    Physical execution with Axis

    Robotic actuation integrated with the decision layer.

  • In development
    Interoperability with shop-floor systems

    Integration with external systems where technically relevant to the project.

— Application contexts

Application contexts

Metalworking

Visual inspection of parts and highly repetitive process steps.

Food and beverage

Continuous in-line checking with a record requirement.

Electronics

Small items and a high density of events per shift.

Packaging and dispatch

Visual identification and verification at the end of the line.