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Record W7114017622

Sheet Metal Structure of an Exhaust Gas Boiler

2025· other· en· W7114017622 on OpenAlexaboutno aff

Bibliographic record

VenueUTUPub (University of Turku) · 2025
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsSheet metalBoiler (water heating)Exhaust gasFinite element methodProduct (mathematics)Product designSet (abstract data type)
DOInot available

Abstract

fetched live from OpenAlex

Higher manufacturing and logistical costs, different geopolitical risks and new emission standards drive product development projects to discover new technologies and processes to tackle these problems. For these reasons Alfa Laval Aalborg Oy is developing Exhaust Gas Boilers that have outdated and heavy steel structure design. This thesis is done as a part of this product development project. Goal of this thesis is to construct a concept of a new state-of-the-art sheet metal wall structure for the Exhaust Gas Boiler. Firstly, information about different materials and sheet metal manufacturing processes that can be used in the concept is introduced. It also defines the different design and calculation methods used in the concepting phase. Additional goals of this thesis are also defined to generate proper design parameters. In concepting phase, three different wall structure designs are presented and the best features out of these designs are combined into one assembly that is further developed. The concepts are compared according to the different design parameters and goals that are set for the designs. Key features that were highlighted were corrugated sandwich structure, optimized roll formed sheet metal profiles and modularized construction. The final concept was constructed out of these features and then analysed as a whole boiler assembly. Structural calculations were done with FEM analysis. Linear static and linear buckling analysis were used in the process. After the analysing the final concept was compared with the current design used and the results were presented. The final concept performed well against the current design and the goals were met. The final concept was significantly lighter, and the manufacturing can be performed with autonomous solutions and with modern technologies to its advantage. With the new design boiler’s logistics can be performed with standard sea containers and the final assembly conducted without special tools. The manufacturing phase itself can be divided into different locations due to the standard parts and common manufacturing practices.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
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 score0.043
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0430.000

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 head0.006
GPT teacher head0.195
Teacher spread0.189 · 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.

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
Published2025
Admission routes1
Has abstractyes

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