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Record W6982443470

IMPACT OF PARTICLE SIZE ON BIOMETHANE RECOVERY FROM ORGANIC WASTE

2024· article· en· W6982443470 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHistorical Economic and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsAnaerobic digestionBiogasBiodegradable wasteGreen wasteMethaneRenewable energyMesophileGreenhouse gasDigestate
DOInot available

Abstract

fetched live from OpenAlex

As per the 2021 data from Canada's Greenhouse Gas Inventory, emissions from Canadian landfills constituted 19% of the nation's methane emissions. Shifting organic waste away from landfills and employing controlled anaerobic digestion not only facilitates the efficient capture and utilization of this renewable energy source but also extends the operational lifespan of landfills. In the Leamington-Kingsville (L-K) area, where greenhouse vegetable cultivation is prominent, substantial quantities of tomatoes, cucumbers, and bell peppers are produced. Unfortunately, a significant portion of the organic waste generated by this sector currently ends up in landfills. Anaerobic digestion (AD) presents a viable option for managing waste generated by greenhouse vegetable growers in the L-K area, offering a sustainable solution. Even though energy recovery through AD seems appealing, there may be financial challenges with its actual implementation, depending on factors such as the amount of organic waste generated and the yield and kinetics of biomethane generated from that waste. The enhancement of biomethane yield and its kinetics can be achieved through the utilization of physical and other pretreatment methods, including size reduction. This study investigates the effects of size reduction pretreatment in anaerobic digestion as a means to enhance the yield and kinetics of biomethane recovery from organic waste generated by the vegetable greenhouse sector.\nA batch setup, employing the AMPTS III unit, facilitates mesophilic AD. The impact of particle size on methane yield and process kinetics is investigated using bell pepper waste from a vegetable greenhouse in L-K area. Samples with varying particle sizes (37%, 49%, and 52% < 0.5 mm). The methane output and kinetics of the sample with 52% particles smaller than 0.5 mm were decreased, according to the results, suggesting potential volatile fatty acid accumulation due to excessive size reduction. The findings contribute to understanding the complexities of pretreatment in anaerobic digestion, providing insights into optimizing biomethane recovery and enhancing the feasibility of AD processes for greenhouse waste management.

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)0.001
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 score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.033
GPT teacher head0.220
Teacher spread0.187 · 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
Published2024
Admission routes1
Has abstractyes

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