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Record W7132898261

Solubility of Sodium Salts in Kraft Black Liquor and the Impact on Evaporator Fouling

2023· dissertation· W7132898261 on OpenAlexfundno aff
Ahmed Naser Khafhafera

Bibliographic record

VenueTSpace · 2023
Typedissertation
Language
FieldComputer Science
TopicChemical and Environmental Engineering Research
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsSolubilityKraft processBlack liquorKraft paperSodiumSodium oxalateSodium sulfatePulp mill
DOInot available

Abstract

fetched live from OpenAlex

The evaporation of black liquor is a key step in the chemical recovery cycle of kraft pulp mills. Black liquor is concentrated stepwise by evaporating water in multiple effects evaporators (MEE). The majority of the scaling and fouling instances during black liquor evaporation are attributed to sodium salts. The focus of this thesis is to obtain the necessary solubility data for sodium oxalate and sodium carbonate-sodium sulfate salts and thus generate empirical models for sodium salt solubility that can be applied in mills to help reduce evaporator scaling. Sodium oxalate solubility was studied in the temperature range of 50 °C to 140 °C and a dry solids range of 14% to 70% dry solids. Four mill liquors were studied for the work done below 100 °C, and sodium oxalate solubility was not found to be liquor-dependent but rather depended only on the concentration of sodium, concentration of oxalate, and temperature. Two different empirical formulas were developed for solubility below 100 °C and solubility above 100 °C. These formulas were applied by a mill with sodium oxalate scaling in several of their evaporator effects. Double salts of sodium carbonate and sodium sulfate precipitate in the evaporation sets of all kraft pulp mills. Most of the solubility work focused on the transitions between the different salt species and the solubility of the carbonate-rich salts, about which there is relatively little data in the present literature. Empirical formulas were developed for use by mills and were utilized in the following studies with electrostatic precipitator (ESP) ash. Electrostatic precipitator (ESP) ash is used by the pulp and paper industry in two different ways to try and reduce sodium salt scaling. The first is to dissolve it in black liquor so that a sulfate-rich double salt precipitates first rather than carbonate-rich salts, which causes more severe scaling. The second approach is to add the ash above the solubility limit to increase the crystal surface area for precipitating salts to precipitate onto. The experiments showed that ash added below the solubility limit dissolves quickly, reaching saturation as fast as 10 min. It also found that ash, when added to carbonate-rich black liquor above the solubility limit, remains as burkeite and sodium sulfate and, within 24 h, does not undergo dissolution and re-precipitation to a carbonate-rich salt. This may help explain the varied success of using precipitator ash to reduce sodium salt scaling in kraft black liquor evaporators.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.021
GPT teacher head0.342
Teacher spread0.322 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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