MétaCan
Menu
← Back to cohort
Record W7038567303

International Congress on Green Process Engineering (5º. 2016. Quebec, Canada)

2016· article· es· W7038567303 on OpenAlexaboutno aff

Bibliographic record

VenueUVaDOC UVaDOC University of Valladolid Documentary Repository (University of Valladolid) · 2016
Typearticle
Languagees
FieldEnvironmental Science
TopicAmphibian and Reptile Biology
Canadian institutionsnot available
FundersJunta de Castilla y León
KeywordsProcess (computing)Work (physics)Work in processProcess control
DOInot available

Abstract

fetched live from OpenAlex

Cellulose and hemicelluloses contained in woody biomass can be hydrolysed to monomeric sugars, which can be fermented to ethanol, or can be converted into higher value products [1].Hemicelluloses, when isolated from biomass, have unique properties.They can be used to produce films for packaging applications in substitution to synthetic plastics, as polysaccharides works as barriers against oxygen permeation; another important application is the production of aerogels to insulate products.Xylose from hemicellulose, for instance, can be converted to furfural, which is a precursor used in different fields, such as oil refining, plastics, pharmaceutical, and agrochemical industries.L-Xylose can be also hydrogenated or enzymatically transformed to xylitol, which is a sweetening agent and is also used for preventing tooth decay [2].The idea of transforming biomass to energy, materials, and chemicals, defines the concept of biorefinery, particularly interesting topic nowadays, considering the issues related to fossil combustibles and derivatives [3][4][5].A promising, clean and cheap way to depolymerize cellulose and hemicellulose into monosaccharides is the process called autohydrolysis, which simply consists on treating biomass with hot water/steam.During the reaction, most of the hemicellulose is extracted and hydrolysed to monomers, with a consequent release of acetic acid originated from the acetyl groups bonded to the oligosaccharides; a less amount of cellulose is released, due to the crystalline structure of the polymer, which make it more difficult to dissolve [6] .In our study, we investigate thoroughly the autohydrolysis of wood coming from different species of trees to produce expecially hemicelluloses.The experiments are carried out with different kinds of reactors:  a laboratory-scale semicontinuous tubular reactor , i.e. biomass wood chips in batch and fresh water pumped in continuous. a batch cascade reactor composed by 5 reactors connected in series, with water fully recirculated;  a continuous reactor with a homogeneous water-sawdust slurry, injected through a pipe together with a high temperature water stream, with low residence times;  a pilot-scale plant composed by 5 semi-continuous reactors working in series.Fractionation of biomass from Eucalyptus globulus, using subcritical water with a laboratory-scale semicontinuous tubular reactor Optimal conditions for hemicellulose extraction from wooden biomass in a semi-continuous system have been assessed in this work.This study would constitute the first stage for a profitable and green industrial process.Eucalyptus globulus was selected as raw material due to its low water consumption, high growth and its efficiency in lignocellulose production.Moreover its cultivation is very popular southern Europe.Samples of 5g of wood were fractioned using a pressurized hot water semi-continuous system, to produce sugars (pentoses and hexoses) and a solid residue enriched in lignin.Five flow rates between 2.5 and 20 mL/min and four temperatures between 135 and 285ºC were tested in order to maximize the production of sugars, avoiding the formation of degradation products.Optimum conditions for the extraction of hemicellulose were identified at 185 ºC and 5 mL/min, leading to a pentoses yield of 64.7%, with 0.7 of degradation products.Almost all the pulp is extracted at 285 ºC.SEM images show very well the changes in the wood structure at different temperatures.A kinetic model was developed, describing the extraction and hydrolysis of hemicellulose and cellulose with absolute average deviations around 30 % for sugar concentration.

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)0.002
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.843
Threshold uncertainty score0.753

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0030.001
Scholarly communication0.0040.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.2250.039

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 head0.173
Teacher spread0.169 · 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 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
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueUVaDOC UVaDOC University of Valladolid Documentary Repository (University of Valladolid)→Same topicAmphibian and Reptile Biology→French-language works237,207→