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Record W2610733604

Closing the loops in the pulp and paper industry with membrance technology

2006· article· en· W2610733604 on OpenAlexaboutno aff
Frank Lipnizki, Balaji Rajan

Bibliographic record

VenueLund University Publications (Lund University) · 2006
Typearticle
Languageen
FieldEnvironmental Science
TopicMinerals Flotation and Separation Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsKraft processBleachKraft paperPulp (tooth)Pulp and paper industryMembrane technologyMembraneEffluentWaste managementPulp millBlack liquorPaper millWastewaterProcess engineeringEngineeringChemistryLignin
DOInot available

Abstract

fetched live from OpenAlex

Membrane technology is a relative new technology in the pulp and paper industry with interesting applications in the water loop, the by-product loop and the chemical loop. The technology was pioneered in the pulp and paper industry by DDS Filtration, now Alfa Laval Nakskov in the 1970'ies and this article reviews the opportunities to use membrane technology in the different loops investigated over the years. The first part of the article focuses on the water loop and demonstrates the use of membrane technology to (1) prepare and purify in-take water, (2) recycle water in processes, and (3) to treat water before discharge. For the water loop, the use of membrane technology to polish evaporator condensate will be given as an application study. In the second part of the article membrane opportunities in the by-products loop of the sulphite and Kraft pulping process will be highlighted. The use of membrane technology for the concentration and purification of spent sulphite liquor in a sulphite pulp mill will be described in application study. The final part of the article will discuss membrane applications in the utilities and chemicals loop. The use of membranes for the Kraft bleach purification and for the paper coating recovery will be presented. Further, an application study will detail the use of membranes for purification of Kraft bleach effluent. Overall, the paper demonstrates potential of membrane technology for the pulp and paper industry ranging from water purification and preparation to the recovery of valuable products.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.968
Threshold uncertainty score0.485

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.005
GPT teacher head0.176
Teacher spread0.171 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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
Published2006
Admission routes1
Has abstractyes

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