Taming Waste Heterogeneity for Plastics Circularity with Optimized Sample Preparation Protocols for Quality Assessment
Abstract
1. Introduction
2. Materials and Methods
2.1. Polymeric Materials and Model Waste Composition
2.2. Theoretical Approach to Evaluate Sample Preparation Techniques
2.3. Preparation of the Model Waste Samples
2.4. Characterization
2.4.1. Attenuated Total Reflectance (ATR) Fourier Transform Infrared (FTIR) Spectroscopy
2.4.2. High-Performance Liquid Chromatography Coupled to Mass Spectrometry (HPLC-MS)
2.4.3. X-Ray Fluorescence Spectrometry (XRF)
2.4.4. Gel Permeation Chromatography (GPC)
2.4.5. Melt Flow Rate (MFR)
2.4.6. Thermal Properties
2.4.7. Mechanical Properties—Uniaxial Tensile Testing
2.4.8. X-Ray Micro-Computed Tomography (mCT)
3. Results and Discussion
3.1. Challenges of Sampling and Sample Preparation in Plastics Recycling—PP Rich Waste
3.2. Theoretical Approach to Evaluate Sample Preparation Techniques—ABS Rich Waste
3.3. Experimental Approach to Evaluate Sample Preparation Techniques—ABS Rich Waste
3.3.1. Evaluate Possible Thermomechanical Degradation of Samples
3.3.2. Evaluate the Efficiency to Define Content of Undesirable Additives (Non-Polymeric Contaminant)—TBBPA Content
3.3.3. Evaluate the Efficiency to Define Content of Polymeric Contaminants—HIPS, PP, HDPE Contents
3.3.4. Evaluate the Efficiency to Define Melt Processability
3.4. Establishing Proper Homogenization Procedures for Each Analytical Technique—Proof of Concept for the PP-Rich Waste
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Conflicts of Interest
References
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| Sample Preparation Technique | Sample | TBBPA (ppm) | Tmelt (°C) |
|---|---|---|---|
| Masterbatch—Extrusion | 10% wt. BFR-ABS | 100,000 | — |
| Cryogenic Grinding (GR) | MW-ABS50(0)-GR | 50(0) | — |
| Cryogenic Grinding (GR) + Injection (IJ) | MW-ABS500-GR-IJ | 500 | — |
| Extrusion (EX) | MW-ABS50(0)-EX210 | 50(0) | 210 |
| MW-ABS500-EX200 | 500 | 200 | |
| Extrusion (EX) + Cryogenic Grinding (GR) | MW-ABS50(0)-EX210-GR | 50(0) | 210 |
| MW-ABS500-EX200-GR | 500 | 200 | |
| Extrusion (EX) + Injection (IJ) | MW-ABS500-EX210-IJ | 500 | 210 |
| MW-ABS500-EX200-IJ | 500 | 200 |
| Element | P | Si | Ca | Ti | Br | Sb | Fe | Zn | Pb | Cd | Cr |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Concentration (ppm) | 92 | 40,814 | 33,656 | 8478 | 416 | 225 | 806 | 197 | 16 | <5 | 16 |
| SD (ppm) | 11 | 6561 | 7879 | 852 | 54 | 48 | 54 | 27 | 5 | 2 | 11 |
| RSD (%) | 11.9 | 16.1 | 23.4 | 10.0 | 12.9 | 21.3 | 6.7 | 13.7 | 31.3 | 40 | 68.8 |
| Sample (xi) | MFR (230 °C, 2.16 kg) g/10 min | ||||
|---|---|---|---|---|---|
| Replicate 1 | Replicate 2 | Replicate 3 | Replicate 4 | Replicate 5 | |
| x1 | 7.7 | 9.1 | 8.7 | 9.1 | 9.9 |
| x2 | 8.8 | 7.2 | 8.1 | 10.5 | 9.4 |
| x3 | 8.3 | 8.0 | 8.7 | 9.4 | 8.7 |
| x4 | 8.7 | 7.9 | 7.5 | 9.6 | 9.3 |
| x5 | 7.8 | 8.8 | 8.4 | 10.0 | 9.7 |
| x6 | 9.3 | 7.6 | 7.9 | 9.9 | 8.6 |
| x7 | 7.9 | 5.9 | 7.8 | 9.2 | 10.1 |
| x8 | 7.7 | 6.8 | 8.3 | 9.9 | 9.6 |
| x9 | 7.6 | 6.5 | 8.0 | 11.0 | 10.4 |
| Average (g/10 min) | 8.2 | 7.5 | 8.2 | 9.8 | 9.5 |
| SD (g/10 min) | 0.6 | 1.1 | 0.4 | 0.6 | 0.6 |
| RSD (%) | 7.3 | 14.0 | 5.0 | 6.3 | 6.2 |
| Max−Min (g/10 min) | 1.7 | 3.2 | 1.2 | 1.9 | 1.7 |
| 15% Average (g/10 min) | 1.2 | 1.1 | 1.2 | 1.5 | 1.4 |
| Specimen (xi) | E (MPa) | σy (MPa) | εy (%) |
|---|---|---|---|
| x1 | 1501 | 26.5 | 6.1 |
| x2 | 1340 | 24.6 | 5.7 |
| x3 | 1524 | 26.3 | 5.9 |
| x4 | 1524 | 27.0 | 6.1 |
| x5 | 1629 | 27.6 | 6.2 |
| x6 | 1589 | 27.4 | 6.4 |
| x7 | 1716 | 28.2 | 6.0 |
| x8 | 1674 | 28.4 | 6.1 |
| x9 | 1411 | 26.6 | 5.9 |
| x10 | 1576 | 26.6 | 5.9 |
| Average | 1548 | 26.9 | 6.0 |
| SD | 115 | 1.1 | 0.2 |
| RSD (%) | 7.4 | 4.1 | 3.5 |
| Sample | (g/mol) | (g/mol) | Đ |
|---|---|---|---|
| ABS (virgin polymer) | 25,800 | 123,000 | 4.8 |
| MW-ABS500-GR | 24,700 | 118,000 | 4.8 |
| MW-ABS500-GR-IJ | 22,600 | 123,000 | 5.4 |
| MW-ABS500-EX210 | 24,200 | 126,000 | 5.2 |
| MW-ABS500-EX200 | 25,100 | 126,000 | 5.0 |
| MW-ABS500-EX210-GR | 24,000 | 126,000 | 5.3 |
| MW-ABS500-EX200-GR | 23,700 | 126,000 | 5.3 |
| MW-ABS500-EX210-IJ | 24,300 | 122,000 | 5.0 |
| Sample | MFR (220 °C, 10 kg) g/10 min | ||||
|---|---|---|---|---|---|
| Average | SD | RSD (%) | Max−Min | 15%∙Average a | |
| MW-ABS500-GR | 67.2 | 3.0 | 4.5 | 5 replicates < 15%∙Average | 4.2–9.4 |
| MW-ABS500-GR-IJ | 53.1 | 2.5 | 4.7 | 5 replicates < 15%∙Average | 1.0–4.2 |
| MW-ABS500-EX210 | 51.9 | 2.0 | 3.9 | 3 replicates < 15%∙Average | 3.3–47.7 |
| MW-ABS500-EX200 | 53.7 | 1.0 | 1.9 | 5 replicates < 15%∙Average | 1.7–7.2 |
| MW-ABS500-EX210-GR | 50.0 | 1.3 | 2.5 | 5 replicates < 15%∙Average | 1.4–3.7 |
| MW-ABS500-EX200-GR | 49.3 | 1.0 | 1.9 | 5 replicates < 15%∙Average | 1.2–2.2 |
| MW-ABS500-EX210-IJ | 55.7 | 4.7 | 8.5 | 4 replicates < 15%∙Average | 1.8–21.6 |
| MW-ABS500-EX200-IJ | 54.5 | 2.2 | 4.0 | 5 replicates < 15%∙Average | 0.9–3.6 |
| Sample Preparation Technique | Analytical Technique | Waste Characteristic Analyzed |
|---|---|---|
| Cryogenic grinding | HPLC-MS | Quantified non-polymeric contaminants |
| Extrusion + Cryogenic grinding | XRF | Elemental composition |
| Extrusion + Injection | MFR DSC Tensile testing | Melt flow behavior and processability Melting and crystallization Mechanical performance |
| All | ATR-FTIR TGA GPC | Detected polymeric contaminants Thermal stability Degradation extent via molecular weight determination |
| Sample (xi) | MFR (230 °C, 2.16 kg) g/10 min | ||||
|---|---|---|---|---|---|
| Replicate 1 | Replicate 2 | Replicate 3 | Replicate 4 | Replicate 5 | |
| x1 | 6.1 | 6.2 | 6.0 | 6.0 | 5.9 |
| x2 | 6.0 | 6.1 | 6.0 | 6.1 | 5.9 |
| x3 | 6.0 | 6.1 | 6.0 | 6.0 | 5.9 |
| x4 | 6.1 | 6.0 | 6.0 | 6.0 | 5.9 |
| x5 | 5.9 | 5.9 | 6.1 | 6.0 | 5.8 |
| x6 | 5.9 | 5.9 | 5.7 | 6.0 | 5.6 |
| x7 | 6.0 | 6.0 | 5.6 | 6.0 | 5.7 |
| x8 | 5.9 | 5.9 | 5.6 | 6.1 | 5.6 |
| x9 | 5.8 | 5.8 | 5.5 | 5.8 | 5.6 |
| Average (g/10 min) | 5.8 | 5.9 | 5.7 | 5.9 | 5.7 |
| SD (g/10 min) | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 |
| RSD (%) | 4.2 | 3.4 | 4.3 | 3.1 | 3.1 |
| Max−Min (g/10 min) | 0.8 | 0.6 | 0.6 | 0.6 | 0.5 |
| 15% Average (g/10 min) | 0.9 | 0.9 | 0.9 | 0.9 | 0.9 |
| Specimen (xi) | σy (MPa) | εy (%) | E (MPa) |
|---|---|---|---|
| x1 | 30.2 | 4.5 | 2270 |
| x2 | 30.0 | 4.2 | 2265 |
| x3 | 30.6 | 4.4 | 2295 |
| x4 | 30.9 | 4.2 | 2270 |
| x5 | 30.6 | 4.5 | 2249 |
| x6 | 30.6 | 4.6 | 2209 |
| x7 | 30.0 | 4.5 | 2161 |
| x8 | 30.3 | 4.2 | 2265 |
| x9 | 30.5 | 4.4 | 2253 |
| x10 | 30.4 | 4.4 | 2249 |
| Average | 30.4 | 4.4 | 2249 |
| SD | 0.3 | 0.2 | 38 |
| RSD (%) | 0.9% | 0.0% | 1.7% |
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Panagiotopoulos, C.; Podara, C.; Gkartzou, E.; Karamitrou, M.; Kosanovic-Milickovic, T.; Silber, M.; Meyer, L.; von Vacano, B.; Neiva, A.R.C.; Knoop, J.-H.; et al. Taming Waste Heterogeneity for Plastics Circularity with Optimized Sample Preparation Protocols for Quality Assessment. Polymers 2026, 18, 409. https://doi.org/10.3390/polym18030409
Panagiotopoulos C, Podara C, Gkartzou E, Karamitrou M, Kosanovic-Milickovic T, Silber M, Meyer L, von Vacano B, Neiva ARC, Knoop J-H, et al. Taming Waste Heterogeneity for Plastics Circularity with Optimized Sample Preparation Protocols for Quality Assessment. Polymers. 2026; 18(3):409. https://doi.org/10.3390/polym18030409
Chicago/Turabian StylePanagiotopoulos, Christos, Christina Podara, Eleni Gkartzou, Melpo Karamitrou, Tatjana Kosanovic-Milickovic, Mara Silber, Lars Meyer, Bernhard von Vacano, Ana Rita Carvalho Neiva, Jan-Hendrik Knoop, and et al. 2026. "Taming Waste Heterogeneity for Plastics Circularity with Optimized Sample Preparation Protocols for Quality Assessment" Polymers 18, no. 3: 409. https://doi.org/10.3390/polym18030409
APA StylePanagiotopoulos, C., Podara, C., Gkartzou, E., Karamitrou, M., Kosanovic-Milickovic, T., Silber, M., Meyer, L., von Vacano, B., Neiva, A. R. C., Knoop, J.-H., Martínez-García, A., Ibáñez-García, A., Pavlidou, S., Poudeh, L., Charitidis, C. A., & Vouyiouka, S. N. (2026). Taming Waste Heterogeneity for Plastics Circularity with Optimized Sample Preparation Protocols for Quality Assessment. Polymers, 18(3), 409. https://doi.org/10.3390/polym18030409

