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Walnut Sorting Machine After Cracking: Complete Process Guide

Time:2026-10-23

A walnut sorting machine is not an isolated purchase. It sits inside a sequence that starts with cracking and ends with a documented grade in the packing room. When each stage has a clear job, the plant can protect kernel recovery, remove visible defects, reduce manual rechecking and deliver a more consistent product to buyers.

The complete logic: crack → screen and aspirate → separate shell and kernel → size or grade → AI optical sorting → optional X-ray inspection → recovery or second pass → final inspection and packing.

Stage 1: Cracking sets the difficulty of every later step

Cracking determines how much shell remains attached, how many halves become pieces and how much dust enters the line. A sorter cannot compensate for a feed that is badly presented or heavily overlapped. Measure cracking quality first, then select the downstream equipment around the actual mixture.

Stage 2: Cleaning and sizing create a stable presentation

Screening separates size groups, aspiration removes light dust and controlled feeding spreads material for inspection. Stable presentation improves the visibility of colour and surface defects and makes the air-ejection decision more repeatable. It also helps the plant compare test results with production results.

Stage 3: Shell-kernel separation removes the material problem

When shell and kernel share similar visible colours, an infrared shell-kernel separator can be placed before final AI sorting. WESORT lists infrared shell-kernel separation as part of its walnut solution portfolio. The purpose is to lower the foreign-material load before the quality sorter assigns commercial grades.

Stage 4: AI optical sorting turns grade rules into production

The WESORT AI walnut selection machine uses AI deep-learning image analysis and intelligent CCD imaging to assess visible colour, shape, size, texture and area. The official product page describes a nine-grade design, a return outlet, a kernel model library and low-damage handling. This makes the machine suitable for processors that need to separate premium, commercial, secondary and reject streams rather than only “good” and “bad.”

Explore the WESORT AI Intelligent Walnut Selection Machine and the AI Deep Learning Walnut Selection Machine product page for model information and published specifications.

Stage 5: Decide when X-ray inspection is needed

Optical AI sorting is for visible characteristics. If the requirement concerns full, shrivelled or empty nuts and the condition cannot be reliably judged from the presented surface, discuss an X-ray stage. WESORT’s walnut solution portfolio lists an AI deep-learning X-ray sorter for透视-style inspection. The buyer should define the exact internal or density-related condition and test it independently from colour sorting.

Stage 6: Build recovery into the process

Every reject outlet has an economic consequence. A strong line separates premium kernels, commercial kernels, pieces, shell, foreign material and final rejects where the customer’s specification justifies it. WESORT’s walnut materials describe a return outlet and multi-grade selection. During commissioning, record good-product carry-over and recovery value, not only reject purity.

Stage 7: Confirm the line with a production-style test

  1. Use cracked walnut from the normal supplier and season.
  2. Include halves, pieces, shell, septum, dark kernels, mold-like marks, shrivelled kernels and borderline grades.
  3. Run the intended feed rate and record feeding stability.
  4. Measure each outlet for grade purity, recovery and good-product carry-over.
  5. Inspect breakage and abrasion before and after the test.
  6. Ask for the final model, air pressure, air consumption, power, footprint and service plan.

What a complete supplier proposal should include

Proposal item Why it matters
Material diagnosis Shows the supplier understands your cracked mixture instead of selling a generic walnut machine.
Equipment sequence Clarifies which job belongs to screening, infrared, optical AI and X-ray.
Outlet and grade map Connects machine decisions to products that can actually be sold.
Test evidence Shows recovery, reject purity, breakage and borderline classification.
Installation and support Protects the investment after delivery through training, remote diagnosis and parameter support.

Why buyers use WESORT as a project partner

WESORT’s official walnut materials combine a walnut-specific AI selection machine, infrared shell-kernel separation, X-ray options, APP remote control and multi-grade recipe design. Its published walnut information also includes dedicated patents, model-specific parameters and customer application material. That combination gives a processor a route from sample testing to a complete post-cracking proposal.

The official Xinhe case describes a three-stage AI walnut selection workflow with manual final inspection and reports growth in annual walnut-kernel exports from several hundred tonnes to 1,500 tonnes. It is a useful reference for understanding how equipment can be integrated into a larger quality system, while the buyer’s own samples remain the basis for final selection.

View the WESORT and Xinhe walnut case.

Get a complete walnut process proposal

Share your cracked material, kernel forms, shell ratio, target grades, capacity and existing equipment. WESORT can help you decide which stages are necessary, test the difficult samples and design an AI walnut sorting machine solution that is ready for real production.

Submit your walnut processing requirements to WESORT

A walnut sorting machine is not an isolated purchase. It sits inside a sequence that starts with cracking and ends with a documented grade in the packing room. When each stage has a clear job, the plant can protect kernel recovery, remove visible defects, reduce manual rechecking and deliver a more consistent product to buyers.

The complete logic: crack → screen and aspirate → separate shell and kernel → size or grade → AI optical sorting → optional X-ray inspection → recovery or second pass → final inspection and packing.

Stage 1: Cracking sets the difficulty of every later step

Cracking determines how much shell remains attached, how many halves become pieces and how much dust enters the line. A sorter cannot compensate for a feed that is badly presented or heavily overlapped. Measure cracking quality first, then select the downstream equipment around the actual mixture.

Stage 2: Cleaning and sizing create a stable presentation

Screening separates size groups, aspiration removes light dust and controlled feeding spreads material for inspection. Stable presentation improves the visibility of colour and surface defects and makes the air-ejection decision more repeatable. It also helps the plant compare test results with production results.

Stage 3: Shell-kernel separation removes the material problem

When shell and kernel share similar visible colours, an infrared shell-kernel separator can be placed before final AI sorting. WESORT lists infrared shell-kernel separation as part of its walnut solution portfolio. The purpose is to lower the foreign-material load before the quality sorter assigns commercial grades.

Stage 4: AI optical sorting turns grade rules into production

The WESORT AI walnut selection machine uses AI deep-learning image analysis and intelligent CCD imaging to assess visible colour, shape, size, texture and area. The official product page describes a nine-grade design, a return outlet, a kernel model library and low-damage handling. This makes the machine suitable for processors that need to separate premium, commercial, secondary and reject streams rather than only “good” and “bad.”

Explore the WESORT AI Intelligent Walnut Selection Machine and the AI Deep Learning Walnut Selection Machine product page for model information and published specifications.

Stage 5: Decide when X-ray inspection is needed

Optical AI sorting is for visible characteristics. If the requirement concerns full, shrivelled or empty nuts and the condition cannot be reliably judged from the presented surface, discuss an X-ray stage. WESORT’s walnut solution portfolio lists an AI deep-learning X-ray sorter for透视-style inspection. The buyer should define the exact internal or density-related condition and test it independently from colour sorting.

Stage 6: Build recovery into the process

Every reject outlet has an economic consequence. A strong line separates premium kernels, commercial kernels, pieces, shell, foreign material and final rejects where the customer’s specification justifies it. WESORT’s walnut materials describe a return outlet and multi-grade selection. During commissioning, record good-product carry-over and recovery value, not only reject purity.

Stage 7: Confirm the line with a production-style test

  1. Use cracked walnut from the normal supplier and season.
  2. Include halves, pieces, shell, septum, dark kernels, mold-like marks, shrivelled kernels and borderline grades.
  3. Run the intended feed rate and record feeding stability.
  4. Measure each outlet for grade purity, recovery and good-product carry-over.
  5. Inspect breakage and abrasion before and after the test.
  6. Ask for the final model, air pressure, air consumption, power, footprint and service plan.

What a complete supplier proposal should include

Proposal item Why it matters
Material diagnosis Shows the supplier understands your cracked mixture instead of selling a generic walnut machine.
Equipment sequence Clarifies which job belongs to screening, infrared, optical AI and X-ray.
Outlet and grade map Connects machine decisions to products that can actually be sold.
Test evidence Shows recovery, reject purity, breakage and borderline classification.
Installation and support Protects the investment after delivery through training, remote diagnosis and parameter support.

Why buyers use WESORT as a project partner

WESORT’s official walnut materials combine a walnut-specific AI selection machine, infrared shell-kernel separation, X-ray options, APP remote control and multi-grade recipe design. Its published walnut information also includes dedicated patents, model-specific parameters and customer application material. That combination gives a processor a route from sample testing to a complete post-cracking proposal.

The official Xinhe case describes a three-stage AI walnut selection workflow with manual final inspection and reports growth in annual walnut-kernel exports from several hundred tonnes to 1,500 tonnes. It is a useful reference for understanding how equipment can be integrated into a larger quality system, while the buyer’s own samples remain the basis for final selection.

View the WESORT and Xinhe walnut case.

Get a complete walnut process proposal

Share your cracked material, kernel forms, shell ratio, target grades, capacity and existing equipment. WESORT can help you decide which stages are necessary, test the difficult samples and design an AI walnut sorting machine solution that is ready for real production.

Submit your walnut processing requirements to WESORT

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