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Aside from melt flow rate, density is the most important parameter to describe the properties of polyethylene (PE) materials. PE stiffness, rigidity, and heat resistance increase with higher density. Various testing methods exist for density in PE – the most common is by density balance, measuring the buoyancy in a liquid (ASTM D792). This test is easy to perform, but the method contains a variety of measurement errors sources, such as specimen fixation corrections, temperature changes, or air bubbles within the sample pellets.

Trapped air bubbles formed during polymer pellet production result in lower density values when measured with the buoyancy method. In contrast, near-infrared spectroscopy (NIRS) is a fast analytical technique which shows a low influence on density measurement error if any air bubbles are present in the sample material.

29 different polyethylene samples with varying density were measured on the Metrohm NIRS DS2500 Solid Analyzer (Figure 1) as well as with the buoyancy method described in ASTM D792. All measurements on the DS2500 Solid Analyzer were performed in rotation to average the subsample spectra. This setup with the DS2500 large sample cup reduces influences from the particle size distribution of the polymer pellets. Data acquisition and prediction model development were performed with the software package Vision Air Complete.

Table 1. Hardware and software equipment overview.

Equipment Metrohm number
DS2500 Solid Analyzer 2.922.0010
DS2500 large sample cup 6.7402.050
Vision Air 2.0 Complete 6.6072.208
Figure 1. Metrohm NIRS DS2500 Solid Analyzer used for determination of density in PE pellets.

The obtained Vis-NIR spectra (Figure 2) were used to create a prediction model for the density value determination in PE pellets. To verify the quality of the prediction model, correlation diagrams were created which display the correlation between the Vis-NIR prediction and primary method values received from the supplier (Figures 3–4).

Figure 2. Selection of Vis-NIR spectra of PE samples obtained using a DS2500 Solid Analyzer with the large sample cup.
Figure 3. Correlation diagram and the respective figures of merit for the prediction of the density of PE pellets using a DS2500 Solid Analyzer. Reference data was taken from the supplier specifications, measured on samples without air bubbles.
Figures of Merit Value
R2 0.979
Standard Error of Calibration
2.48 kg/m3
Standard Error of Cross-Validation 3.42 kg/m3
Figure 4. Correlation diagram and the respective figures of merit for the prediction of the density of PE pellets using a DS2500 Solid Analyzer. The lab values were determined using the density balance according to ASTM D792.
Figures of Merit Value
R2 0.948
Standard Error of Calibration 3.95 kg/m3
Standard Error of Cross-Validation
6.00 kg/m3
Example   of   computer   tomography   (CT)   scan   of   polyethylene  pellets  showing  air  bubbles  inside  the  polymer  granulate.
Figure 5. Example of computer tomography (CT) scan of polyethylene pellets showing air bubbles inside the polymer granulate.

In addition to the NIRS analysis, the density of the pellets was measured with the density balance in the laboratory. These results deviated even more from the reference values of the supplier, compared to the NIRS results (Table 2). This can be explained due to the appearance of air bubbles in some of the polymer pellets, visible in the CT scan displayed in Figure 5. The respective figures of merit (FOM) of the NIRS analysis related to the reference data from the polymer production facility is displayed in Figure 3. The correlation of the density balance measurements performed in the lab with the predicted NIRS analysis is displayed in Figure 4.

Table 2. Comparison of density prediction with NIRS and density balance according to ASTM D792.

  Density: producer Density: lab balance Density: NIRS Air bubbles present
Sample 1 953 kg/m3 941 kg/m3 952 kg/m3 Yes
Sample 2 950 kg/m3 935 kg/m3 953 kg/m3 Yes
Sample 3 918 kg/m3 917 kg/m3 915 kg/m3 No

This Application Note shows the feasibility of NIR spectroscopy for the analysis of density in polyethylene granulates. Compared to the standard method (Table 2), NIRS analysis shows a lower prediction error when air bubbles are present in polymer pellets. In addition, sample handling with near-infrared spectroscopy is easier to perform and therefore less error-prone.

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