AISORT by Xingyao Robotics
12KLine-Scan Imaging

Industrial line-scan imaging running at up to 200 fps for fast-moving production lines.

900-1700 nmSWIR Range

High-speed short-wave hyperspectral capture covering around 200 spectral bands.

99.4%Recognition Accuracy

Reported on daily mixed-material recognition tasks using self-developed visual models.

<3 msActuation Response

High-pressure valve execution designed for fast industrial separation timing.

Four-layer engineering architecture

AISORT is built as a closed technical chain: optical modeling, feature extraction, real-time inference and execution planning. This is the structure that allows one platform family to serve multiple recovery scenarios.

01

Imaging layer

The sensing layer combines industrial area cameras, 12K line-scan imaging, SWIR hyperspectral imaging, ToF 3D structured light and binocular capture, supported by internally developed illumination systems.

  • Industrial camerasArea scan + line scan
  • HyperspectralSWIR 900-1700 nm
  • 3D captureToF and binocular
02

Intelligence layer

Self-developed visual inference models and model libraries allow AISORT to classify material, shape, color and application-specific categories while supporting multimodal fusion with spectral data.

  • Model libraryLarge internal material set
  • Baseline modelingAs fast as 2 hours
  • Fusion logicVision + spectral
03

Inference layer

Model deployment can scale from high-performance NVIDIA GPU systems to edge NPU configurations depending on the complexity of the feedstock and the economics of the line.

  • Deployment rangeGPU to edge NPU
  • Optimization goalLine-fit inference efficiency
  • Use modelTask-complexity matched
04

Execution layer

Execution systems include 8 bar high-pressure valve arrays, delta robots and gantry robots selected according to the physical characteristics of each target stream.

  • Valve system8 bar / <3 ms
  • Robotic optionsDelta + gantry
  • Selection logicSize, mass, density

Why this matters in plant conditions

Recovery plants are constrained by unstable feedstock, limited space, inconsistent labor and the need for repeatable output quality. AISORT is designed to respond to those constraints with equipment combinations that are technically coherent and commercially relevant.

Compact sorting architecture

Tower and mini configurations reduce the space penalty of upgrading smaller and medium-size facilities.

Fast model adaptation

Shorter baseline modeling cycles improve responsiveness when new material classes need to be recognized.

Execution matched to material physics

The platform chooses between valve discharge and robotic extraction based on object size, mass and handling complexity.

Scalable from sorting line to system platform

Technology is designed to extend across material recovery centers, compact bottle lines and future distributed sorting nodes.

Mapped product platforms

These technology blocks are expressed differently across the AISORT portfolio depending on throughput, material complexity and plant constraints.

AISORT High-Speed Vision Sorter

Built for high-throughput optical recovery where fast visual classification and stable line speed are the primary requirements.

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AISORT Tower Sorting System

A compact multi-stage architecture that translates the imaging and execution stack into a smaller-footprint deployment model.

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AISORT Hyperspectral Sorter

Best suited where richer spectral signatures improve downstream purification and quality stability.

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AISORT Multi-Sensor Fusion Sorter

Applies multimodal fusion when feedstock instability makes single-sensor classification insufficient.

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Need a technical review for your material stream?

Talk to our engineering team about material complexity, target purity, line fit and the right AISORT platform for your process.

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