The Effect of Using Bioflocculants as Conditioners on Dewatering of Biosludge
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Chemical conditioning by biopolymers, as an alternative for petroleum-based synthetic polymers, for improving the dewatering of biosludge from pulp and paper mills is a growing interest. There are limited studies on the application of biopolymers for enhancing the dewaterability of biosludge and the underlying mechanisms in this process. This thesis explored the possibility of employing biopolymers such as hemoglobin (Hb), lignin-based flocculants (LBFs), and protamine to enhance the dewaterability.Cationic polymers improve the dewaterability of sludge by neutralizing the negative charge of the biosludge particles. Biopolymers such as hemoglobin and lignin do not possess high charge density naturally. As a result, they only exhibit a positive effect on dewaterability after modification through different processes. Hemoglobin from animal blood was methylated to replace the hydrogen carboxyl groups in its structure to become more positively charged. Lignin from pulp manufacturing processes was also modified via free radical polymerization with acrylate-based monomers. Dewaterability was assessed based on the dry solids content after treatment and pressing by Crown press. Capillary suction time (CST) was also used as water separation rate indicator. Only after modification, by using 10% of methylated hemoglobin, the dry solids content of biosludge increased by 5%. Similarly, LBFs considerably decreased the CST by nearly 50 seconds from 73s to 23s and increased the dry solids content by 7% with a relatively high dose of 7.5%. The potential of using dual conditioning method by combining cationic biopolymers such as protamine and LBFs with a small amount of a synthetic anionic polyacrylamide (APAM) was also investigated to lower the dosage required for biopolymers. Dual conditioning provided significant synergistic effect resulting in increasing the solids content of biosludge by 9% and lowering the amount of protamine addition substantially to 2%. In a similar way for LBFs, the biopolymer demand decreased from 7.5% to around 3% by using a dual conditioning system. The cationic biopolymer reduced the negative charge on the particles, allowing smaller particles to agglomerate and provided a positively charged framework for the addition of the APAM. Significant floc-bridging occurred after the addition of APAM, allowing smaller flocs to aggregate into larger flocs.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it