Enterprise application areas D49

Water environment, ocean, rivers, lakes and water affairs infrared vision development services

For "water environment, ocean, rivers, lakes and water affairs" related equipment manufacturers, system integrators and enterprise R&D, it provides infrared data evaluation, algorithm development, equipment/platform integration and test acceptance, covering 8 types of enterprise application scenarios.

Service scope and implementation plan

direction numberD49
Demand scenario8 items
main inputTIR L2/L4; TIR+profile sensing; VIS+NIR L4;
Typical routeT14、T02、T05、T07、T20

The project scope is determined based on samples, equipment, working conditions and written indicators; general modules, special models and multi-sensor integration are configured according to the evaluation results.

Application scenarios and development content

IR385

River, lake and sea surface temperatures and thermal pollution emission plumes

Minimum input and technical route
TIR L2/L4;T14
target output
Water surface temperature, thermal plume and diffusion zone
Implementation
Requires radiation/atmospheric correction
critical acceptance
Compared to buoy/sampling, temperature RMSE
IR386

Candidates for sewage outlets, groundwater inflows and abnormal hot and cold spots

Minimum input and technical route
TIR L2/L4;T02+T14
target output
Abnormal area and review coordinates
Implementation
Need hydrological truth value
critical acceptance
Compare with flow/water quality sampling
IR387

Research on reservoir stratification, thermocline and release temperature

Minimum input and technical route
TIR+ profile sensing;T14
target output
Surface temperature, shore zone anomalies and model inputs
Implementation
Need underwater profile
critical acceptance
Thermal imaging of surface only; joint verification with profiling instrument
IR388

Coastline, land and water boundary and flood extent NIR extraction

Minimum input and technical route
VIS+NIR L4;T14
target output
Water body mask and change range
Implementation
Partially reusable
critical acceptance
Compare with high-resolution image/scene boundary, IoU
IR389

Irrigation canal leakage and underground pipe network surface heat traces

Minimum input and technical route
TIR L2/L4;T14
target output
Abnormal zones, locations and review points
Implementation
Required environment model
critical acceptance
Compare with excavation/flow true value
IR390

Water treatment tank temperature, aeration and hybrid heat modes

Minimum input and technical route
LWIR L2/L3;T05
target output
Surface heat distribution and mixing anomaly candidates
Implementation
Process data required
critical acceptance
Compare with temperature/flow/aeration records
IR391

Nighttime thermal targets for ships, buoys and marine animals

Minimum input and technical route
MWIR/LWIR L3/L4;T07+T14
target output
Target, trajectory and coordinates
Implementation
Need sea surface data
critical acceptance
Sea state/distance stratification, false alarm rate
IR392

Ocean infrared remote sensing cloud masking and quality control

Minimum input and technical route
Satellite TIR L5;T14+T20
target output
Cloud/Invalid Cells, Quality Tiers, and Availability Zones
Implementation
Remote sensing algorithm required
critical acceptance
Versus authoritative product/manual inspection

Information required before project evaluation

  • Target equipment/object, site conditions, business processes and follow-up actions to be taken
  • Infrared camera, lens, spectral band, installation distance, field of view, resolution and data interface
  • Original samples and collection parameters under normal, abnormal, boundary and interference conditions
  • Reference truth values and annotation specifications for temperatures, parts, states, or events
  • Target platform, network, interface, storage, latency and operating resource constraints
  • False positives, missed negatives, manual review, linkage, failure handling and acceptance thresholds

Implementation and delivery methods

  1. Project input confirmationCheck camera, spectral band, bit depth, SDK, environmental conditions, sample and acceptance true value.
  2. Sample verificationVerify key processing links, applicable conditions and abnormal working conditions, and determine the development scope and acceptance methods.
  3. Algorithm development and integrationImplement data parsing, algorithms, quality gating, interfaces and target platform deployment.
  4. Test acceptance and handoverRetest according to the agreed test set and target platform, and hand over the deliverables, test results and applicable conditions.
  • Requirements and technical solutions, input and output and interface field definitions
  • Algorithm library, model or SDK/API; delivery form is confirmed in the project plan
  • Sample program, parameter configuration, error status and calling instructions
  • Test set version, indicator definition, stratification results and failed sample records
  • Target platform adaptation, resource usage and running delay records
  • Version, dependencies, license, reproduction steps and applicable conditions description

Acceptance design

Each scenario establishes independent test cases according to "key acceptance". When sharing models across scenarios, results are reported separately for each scenario, distance, load, environment, and target size, supplemented by overall statistics.

When high-risk alarms or controls are involved, the algorithm output is used for review or linkage judgment; safety functions, regulatory responsibilities, and automatic disposal require separate design and acceptance.

Frequently Asked Questions for Enterprise Customers

Can I purchase directly based on one of the scenes?

Can be evaluated first as a separate work package. The formal scope should describe the device, data, target objects, environment, interfaces, delivery form, and acceptance thresholds.

Can it be started when there are no abnormal samples?

The data interface, normal baseline, acquisition plan and simulation/controlled test design can be completed first; the abnormal detection rate and fault classification effect can be evaluated after obtaining sufficient abnormal true values.

Can the algorithm directly trigger alarms or equipment actions?

Duration, deduplication, quality gating, manual review, communication failure and safety interlocking need to be designed based on business risks. High-risk actions should be activated after completion of independent safety mechanisms and on-site acceptance.

Project consultation

Define the Development Scope with Samples and Device Requirements

Water environment, ocean, rivers, lakes and water affairs infrared vision development services

Please describe the task object, original picture or video, target indicators, device platform, interface and sample situation.

Phone: 13910119357
xuzhiyang0928@gmail.com

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