QA Integration and Data Workflows with PAL One

Inte­gra­te por­ta­ble NIR spec­tro­sco­py data into exis­ting QA, labo­ra­to­ry, recy­cling, and pro­duc­tion work­flows using the tri­na­miX Cor­re­la­ti­on App, Open API, and Cus­to­mer Portal.

For mate­ri­al veri­fi­ca­ti­on, inco­ming goods inspec­tion, and mate­ri­al matching work­flows, see Mate­ri­al Veri­fi­ca­ti­on with Por­ta­ble NIR.

Correlation Workflows with the trinamiX Correlation App

The Cor­re­la­ti­on App sup­ports work­flow-based com­pa­ri­son of samples against a defi­ned refe­rence spec­trum using NIR spec­tral fin­ger­prin­ting. The appli­ca­ti­on is desi­gned to help users docu­ment con­sis­ten­cy, moni­tor varia­ti­on, and gene­ra­te com­pa­ra­ble mea­su­re­ment records that can be inte­gra­ted into broa­der QA processes.

What Is Spectral Correlation?

Spec­tral cor­re­la­ti­on is a sta­tis­ti­cal com­pa­ri­son bet­ween two NIR spec­tra. The method eva­lua­tes how clo­se­ly a mea­su­red sam­ple resem­bles a sel­ec­ted refe­rence sam­ple by cal­cu­la­ting cor­re­la­ti­on metrics such as the Pear­son cor­re­la­ti­on coef­fi­ci­ent and coef­fi­ci­ent of deter­mi­na­ti­on (R²).

Cor­re­la­ti­on results indi­ca­te spec­tral simi­la­ri­ty but do not inde­pendent­ly iden­ti­fy mate­ri­als or veri­fy spe­ci­fi­ca­ti­ons. For dedi­ca­ted mate­ri­al veri­fi­ca­ti­on work­flows, refer to Mate­ri­al Veri­fi­ca­ti­on with Por­ta­ble NIR.

The Cor­re­la­ti­on App enables users to:

  • Compa­re pro­duc­tion samples against refe­rence materials
  • Moni­tor batch-to-batch variation
  • Docu­ment spec­tral con­sis­ten­cy across pro­ces­ses and locations
  • Crea­te repeata­ble com­pa­ri­son work­flows for QA documentation

The appli­ca­ti­on cal­cu­la­tes both the Pear­son cor­re­la­ti­on coef­fi­ci­ent (R ) and coef­fi­ci­ent of deter­mi­na­ti­on (R²) to quan­ti­fy spec­tral simi­la­ri­ty bet­ween measurements.

trinamiX correlation application uses Pearson correlation coefficient (R ) and coefficient of determination (R²) to quantify spectral similarity between measurements.

This fly­er explains how the tri­na­miX Cor­re­la­ti­on Appli­ca­ti­on com­pa­res a refe­rence sam­ple with a new sam­ple using mobi­le NIR spectroscopy.

tri­na­miX also refers to this appli­ca­ti­on in some con­texts as “Easy Compare.”

NIR API Integration for QA and Production Systems

The tri­na­miX Open API enables inte­gra­ti­on of NIR mea­su­re­ment results, spec­tral data, and che­mo­me­tric out­puts into exis­ting busi­ness and qua­li­ty systems.

How Can NIR Data Be Integrated into QA Workflows?

NIR spec­tro­sco­py data can be trans­fer­red through APIs into ERP, LIMS, MES, labo­ra­to­ry data­ba­ses, report­ing sys­tems, or cus­tom soft­ware appli­ca­ti­ons. This allows orga­niza­ti­ons to cen­tra­li­ze mea­su­re­ment records, auto­ma­te docu­men­ta­ti­on, and con­nect spec­tral results with exis­ting ope­ra­tio­nal workflows.

trinamiX PAL One mobile NIR spectrometer measuring

Typi­cal inte­gra­ti­on sce­na­ri­os include:

  • ERP inte­gra­ti­on for pro­duc­tion documentation
  • LIMS inte­gra­ti­on for labo­ra­to­ry workflows
  • MES inte­gra­ti­on for pro­cess monitoring
  • Cus­tom dash­boards for spec­tro­sco­py reporting
  • Auto­ma­ted QA record gene­ra­ti­on and traceability
  • Spec­tral data export for fur­ther analysis

Key API capa­bi­li­ties include:

  • Secu­re encrypt­ed com­mu­ni­ca­ti­on via OAuth 2.0 and HTTPS
  • Access to spec­tral data­sets and che­mo­me­tric outputs
  • Cloud-to-cloud inte­gra­ti­on support
  • Local appli­ca­ti­on inte­gra­ti­on options
  • SDKs, docu­men­ta­ti­on, test envi­ron­ments, and exam­p­le code

The API sup­ports work­flow inte­gra­ti­on across labo­ra­to­ry, pro­duc­tion, recy­cling, and qua­li­ty manage­ment environments.

Cloud-Based Spectral Data Management with the trinamiX Customer Portal

trinamiX PAL ONE spectrometer, smartphone app and customer portal

The tri­na­miX Cus­to­mer Por­tal pro­vi­des cen­tra­li­zed cloud access to mea­su­re­ment results, ana­ly­sis reports, and spec­tral data­sets gene­ra­ted by PAL One devices.

Hos­ted on Micro­soft Azu­re infra­struc­tu­re, the por­tal enables orga­niza­ti­ons to mana­ge spec­tro­sco­py data across teams, faci­li­ties, and ope­ra­tio­nal sites.

Por­tal capa­bi­li­ties include:

  • Down­load and export spec­tral data
  • Review mea­su­re­ment results and reports
  • Main­tain searcha­ble his­to­ri­cal records
  • Sup­port audit and docu­men­ta­ti­on workflows
  • Share data across dis­tri­bu­ted teams and locations

The Cus­to­mer Por­tal acts as a cen­tral data lay­er for orga­niza­ti­ons imple­men­ting cloud-based spec­tro­sco­py work­flows and QA data manage­ment processes.

Workflow Integration Across Industries

PAL One sup­ports work­flow inte­gra­ti­on in indus­tries whe­re NIR-acti­ve mate­ri­als are ana­ly­zed and docu­men­ted as part of ope­ra­tio­nal processes.

  • Pla­s­tic com­poun­ding and recycling
  • Coa­tings and adhesives
  • Agri­cul­tu­ral inputs and feed
  • Con­s­truc­tion materials
  • Pack­a­ging and mul­ti­lay­er films

Por­ta­ble spec­tro­sco­py, API con­nec­ti­vi­ty, spec­tral data export, and cen­tra­li­zed cloud access allow orga­niza­ti­ons to incor­po­ra­te NIR mea­su­re­ments into estab­lished digi­tal workflows.

Related Topics

Get Started

Loo­king to inte­gra­te NIR spec­tro­sco­py data into your ERP, LIMS, MES, labo­ra­to­ry, or pro­duc­tion envi­ron­ment? Cont­act us to dis­cuss cor­re­la­ti­on work­flows, API inte­gra­ti­on, spec­tral data export, and cus­to­mer por­tal imple­men­ta­ti­on for PAL One.

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