MétaCan
Menu
← Back to cohort
Record W4393203901 · doi:10.1016/j.jaap.2024.106479

A review on the pyrolytic conversion of plastic waste into fuels and chemicals

2024· review· en· W4393203901 on OpenAlexafffund
Maddalena Laghezza, Silvia Fiore, Franco Berruti

Bibliographic record

VenueJournal of Analytical and Applied Pyrolysis · 2024
Typereview
Languageen
FieldEnvironmental Science
TopicMicroplastics and Plastic Pollution
Canadian institutionsWestern University
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsPyrolysisWaste managementPlastic wasteEnvironmental scienceMunicipal solid wasteProcess (computing)Life-cycle assessmentProcess engineeringEngineeringComputer scienceProduction (economics)

Abstract

fetched live from OpenAlex

We reviewed 195 references discussing the pyrolysis of plastic waste, with the aim of analyzing the technical aspects (feedstocks, process parameters, reactors, products, catalysts, kinetics, and pollutants), the economic feasibility for the industrial implementation, and the environmental assessment through Life Cycle Analysis (LCA). In the last decade, the scientific community primarily studied individual virgin polymers (79% of the references) through batch lab-scale tests, mostly at temperatures around 500◦C (46% of the selected references). Depending on the polymer (PE, PP, PET, PS), reactor type and operating conditions the relative amounts of gas/ condensable/solid products varied, whereas PVC was considered undesirable due to the formation of corrosive gases. Liquid products are the most common targets, due to their application as fuels. Several technical issues (such as the impact of residence time and pressure, and low-cost catalysts) need further attention. Very few LCA studies explored plastic waste pyrolysis, with insufficient results for a thorough environmental assessment of the processes. Only seven references investigated the techno-economic feasibility of plastic waste pyrolysis at fullscale, achieving results that are interesting but too scarce for any conclusive evaluation. This represents the most significant knowledge gap identified in the review, as the techno-economic sustainability is a fundamental factor for the technological transfer. Pyrolysis has been proven to be a viable technology to convert plastic waste into high value-added products that can be utilized as fuels, chemicals and/or building blocks. This review provides guidance for further research and aims at stimulating the interest of the industrial world regarding the possible implementation of this technology.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.004
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.002

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 head0.018
GPT teacher head0.261
Teacher spread0.243 · 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
GenreReview

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

Citations53
Published2024
Admission routes2
Has abstractno

Explore more

Same venueJournal of Analytical and Applied Pyrolysis→Same topicMicroplastics and Plastic Pollution→French-language works237,207→