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Record W65162986

The characterization of biodiesel wash water and the potential for microbial remediation

2011· article· en· W65162986 on OpenAlexaboutno aff
Anton Lamers

Bibliographic record

VenueThe Atrium (University of Guelph) · 2011
Typearticle
Languageen
FieldEngineering
TopicBiodiesel Production and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsBiodieselEnvironmental remediationEnvironmental sciencePulp and paper industryWaste managementBiochemical engineeringChemistryContaminationEcologyBiologyEngineering
DOInot available

Abstract

fetched live from OpenAlex

Biodiesel is a fuel produced from vegetable oils or other lipids that can be substituted for petroleum diesel in many internal combustion engines. Substitution of biodiesel for petroleum diesel has the potential to reduce green house gas emissions, decrease dependence on fossil fuels, add value to agriculture products and localize energy production. The production of biodiesel is a straight forward process and the scale of production varies from backyard brewers producing twenty litres at a time, to large industrial operations which produce thousands of litres. Biodiesel production in Ontario will see a great expansion in the next few years. Amendments to the Clean Air Act in 2006 incorporate a mandate that 2 % renewable content be blended into all diesel fuel by 2012. Since biodiesel is the primary fuel blended with petroleum diesel, the production of biodiesel in Canada will need to increase approximately five-fold from today's capacity. Raw biodiesel must be refined and one of the most common approaches is water washing, in which clean water is passed through the biodiesel. Water is an excellent medium for neutralizing residual catalyst, as well as removing residual methanol and glycerol. However, the resulting biodiesel wash water (BWW) is high in organics and cannot be disposed of in municipal waste streams. Biodiesel wash water from several laboratory and industrial biodiesel production facilities was characterized. The lab produced BWW chemical oxygen demand (COD) levels were 150,000 ± 20,000 mg/L and total solids content averaged 11,170 ± 600 mg/L of which the majority was total dissolved solids. Soap content averaged 7,900 ± 800 mg/L and a high pH near 10 was commonly seen. The industrial samples had higher levels of COD (754,200 ± 162,600 mg/L) and solids (328,900 ± 24,300 mg/L again mostly containing dissolved solids). Soap content was typically 778,100 ± 306,500 mg/L, and pH ranged from very alkaline (10 ± 0.4) to very acidic (1.1 ± 0.2). Biodiesel wash water nutrient content was very limited, with typical C:N:P of 2,430:0.7:1. A wide range of contaminant concentrations in BWW was common and dependent on the details of the production process. Biological remediation of BWW using algae and fungi was investigated. Algal and fungal environmental isolates from near Ridgetown ON, and known stock isolates were also screened for their ability to grow in industrial and lab BWW. Out of fifty six algal isolates, only a few grew in very dilute BWW. Growth was inhibited by residual methanol and soap in the BWW. In contrast, nineteen of the fifty-eight fungal isolates grew better than controls in dilute BWW. When grown in 10% BWW diluted in potato dextrose broth (PDB), several fungal isolates were successful in lowering COD by 30 to 40%. Mycoremediation was found to have potential for treating BWW before disposal and the use of fungal biomass for secondary bioenergy or bioproduct applications would improve the feasibility.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.427
Threshold uncertainty score0.202

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.012
GPT teacher head0.167
Teacher spread0.155 · 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 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

Citations5
Published2011
Admission routes1
Has abstractyes

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