Greenhouse Gas Emissions and Nutrient Recovery from Fish Waste During Composting and Burial
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Site and Waste Characterization
2.2. Quantification of CH4, N2O, and CO2
2.3. Global Warming Potential (GWP)
2.4. Thermal (TGA–DSC) Analysis
2.5. Plant Growth Assay
2.6. Statistical Analysis
2.7. Limitations of the Study
3. Results and Discussion
3.1. Temperature and pH Dynamics
3.2. Daily CH4, N2O, and CO2 Emissions
3.3. Generalized Additive Model and Cumulative Emissions
3.4. Global Warming Potential
3.5. Compost Characteristics: Thermal Behavior, Nutrient Composition, and Reductions in TS and VS
3.6. Plant Growth Response to Compost Application
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AD | Anaerobic digestion |
| ADF | Acid detergent fiber |
| C | Carbon |
| CH4 | Methane |
| CO2 | Carbon dioxide |
| CO2-eq | Carbon dioxide equivalent |
| DSC | Differential scanning calorimetry |
| EE | Ether extract |
| NDF | Neutral detergent fiber |
| GHG | Greenhouse gases |
| K | Potassium |
| N | Nitrogen |
| NH3 | Ammonia |
| NH4+ | Ammonium |
| NO | Nitric oxide |
| NO2− | Nitrite |
| NO3− | Nitrate |
| N2O | Nitrous oxide |
| P | Phosphorus |
| pH | Potential of hydrogen |
| TGA | Thermogravimetric analysis |
| TS | Total solids |
| VS | Volatile solids |
Appendix A
| N_final | P_final | K_final | T_final | T_max | T_sd | T_AUC | |
|---|---|---|---|---|---|---|---|
| N_final | 1.000 | 0.962 | 0.996 | 0.902 | 0.919 | 0.968 | 0.903 |
| P_final | 0.962 | 1.000 | 0.979 | 0.973 | 0.975 | 0.945 | 0.973 |
| K_final | 0.996 | 0.979 | 1.000 | 0.919 | 0.931 | 0.956 | 0.920 |
| T_mean | 0.902 | 0.973 | 0.919 | 1.000 | 0.999 | 0.940 | 1.000 |
| T_max | 0.919 | 0.975 | 0.931 | 0.999 | 1.000 | 0.957 | 0.999 |
| T_sd | 0.968 | 0.945 | 0.956 | 0.940 | 0.957 | 1.000 | 0.941 |
| T_AUC | 0.903 | 0.973 | 0.920 | 1.000 | 0.999 | 0.941 | 1.000 |
| N_final | P_final | K_final | T_final | T_max | T_sd | T_AUC | |
|---|---|---|---|---|---|---|---|
| N_final | 1.0 | 0.8 | 1.0 | 0.8 | 0.8 | 0.6 | 0.8 |
| P_final | 0.8 | 1.0 | 0.8 | 1.0 | 1.0 | 0.8 | 1.0 |
| K_final | 1.0 | 0.8 | 1.0 | 0.8 | 0.8 | 0.6 | 0.8 |
| T_mean | 0.8 | 1.0 | 0.8 | 1.0 | 1.0 | 0.8 | 1.0 |
| T_max | 0.8 | 1.0 | 0.8 | 1.0 | 1.0 | 0.8 | 1.0 |
| T_sd | 0.6 | 0.8 | 0.6 | 0.8 | 0.8 | 1.0 | 0.8 |
| T_AUC | 1.0 | 0.8 | 1.0 | 0.8 | 0.8 | 0.6 | 0.8 |
| Step | Description |
|---|---|
| Data input | Daily dataset including CH4, N2O, CO2 fluxes and mean pile temperature (T_treat). |
| Scaling/centering | Variables standardized (z-score) before PCA. |
| PCA method | Performed using prcomp function in R with correlation matrix |
| Retained components | The first two PCs were retained for visualization. |
| Trajectory analysis | PCA scores plotted as temporal trajectories per treatment. |
| Cluster identification | K-means clustering applied to PCA scores (k = 3). |
| Phase interpretation (exploratory) | Clusters interpreted as early, thermophilic, and late composting phases (descriptive only). |
| Software | R 4.5.3 (R Core Team), packages: stats, ggplot2, factoextra. |
Appendix B


Appendix C
Appendix C.1. Data Analysis and Graphical Representation of Thermophilic Windrows
Appendix C.2. Exploratory Correlation Analysis
Appendix C.3. Heatmap Analysis and PCA Approach Applied to Daily Gas Emissions and Temperature Dynamics
References
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| Parameters 1/ Raw Materials | Fish Waste | Sawdust | Biochar | Soil |
|---|---|---|---|---|
| pH | 6.20 | 4.46 | 8.24 | 6.08 |
| TS (%) | 27.81 | 81.54 | 82.37 | 89.00 |
| VS (% TS) | 80.60 | 98.55 | 89.58 | 13.02 |
| C (% TS) | 48.35 | 46.47 | 49.93 | 9.22 |
| N (% TS) | 5.39 | 0.14 | 0.63 | 0.14 |
| C:N | 8.97 | 331.9 | 79.25 | 65.85 |
| EE (% TS) | 38.80 | 0.56 | - | - |
| NDF (% TS) | - | 88.89 | 71.29 | - |
| ADF (% TS) | - | 73.12 | 64.06 | - |
| Cellulose (% TS) | - | 30.65 | 21.64 | - |
| Hemicellulose (% TS) | - | 12.92 | 15.08 | - |
| Lignin (% TS) | - | 42.82 | 40.88 | - |
| SA (m2 g−1) | - | - | 7.45 | - |
| PS (nm) | - | - | 7.55 | - |
| Treatment | Cumulative CH4 (g) | Cumulative N2O (g) | Emission Factor CH4 (g kg−1 Fish DM) | Emission Factor N2O (g kg−1 Fish DM) | GWP (kg CO2-eq kg−1 Fish DM) |
|---|---|---|---|---|---|
| Bulk | 52.3 | 85.1 | 0.72 | 1.17 | 339 |
| BulkBioch | 47.9 | 83.3 | 0.61 | 1.06 | 305 |
| BulkS | 7.9 | 88.0 | 0.19 | 2.18 | 599 |
| S | 8.2 | 81.7 | 0.21 | 2.08 | 575 |
| Treatment | N (g kg−1) | P (g kg−1) | K (g kg−1) | TS (%) | VS (%) |
|---|---|---|---|---|---|
| Bulk | 16.5 | 22.3 | 4.2 | 61.25 | 63.37 |
| BulkBioch | 17.4 | 30.8 | 4.6 | 67.46 | 67.46 |
| BulkS | 7.1 | 4.9 | 2.5 | 77.27 | 32.22 |
| S | 9.4 | 4.5 | 2.9 | 80.50 | 21.95 |
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Oliveira, J.D.d.; Amorim Orrico, A.C.; Kioshi Aoki Inoue, L.A.; Tomazi, M.; Castro Silva, T.S.d.; Ota, É.d.C.; Carvalho, C.T.d.; Silva Vilela, R.N.d.; Orrico, M.A.P., Junior. Greenhouse Gas Emissions and Nutrient Recovery from Fish Waste During Composting and Burial. Biomass 2026, 6, 36. https://doi.org/10.3390/biomass6030036
Oliveira JDd, Amorim Orrico AC, Kioshi Aoki Inoue LA, Tomazi M, Castro Silva TSd, Ota ÉdC, Carvalho CTd, Silva Vilela RNd, Orrico MAP Junior. Greenhouse Gas Emissions and Nutrient Recovery from Fish Waste During Composting and Burial. Biomass. 2026; 6(3):36. https://doi.org/10.3390/biomass6030036
Chicago/Turabian StyleOliveira, Juliana Dias de, Ana Carolina Amorim Orrico, Luís Antonio Kioshi Aoki Inoue, Michely Tomazi, Tarcila Souza de Castro Silva, Érika do Carmo Ota, Cláudio Teodoro de Carvalho, Ranielle Nogueira da Silva Vilela, and Marco Antonio Previdelli Orrico, Junior. 2026. "Greenhouse Gas Emissions and Nutrient Recovery from Fish Waste During Composting and Burial" Biomass 6, no. 3: 36. https://doi.org/10.3390/biomass6030036
APA StyleOliveira, J. D. d., Amorim Orrico, A. C., Kioshi Aoki Inoue, L. A., Tomazi, M., Castro Silva, T. S. d., Ota, É. d. C., Carvalho, C. T. d., Silva Vilela, R. N. d., & Orrico, M. A. P., Junior. (2026). Greenhouse Gas Emissions and Nutrient Recovery from Fish Waste During Composting and Burial. Biomass, 6(3), 36. https://doi.org/10.3390/biomass6030036

