Comparison of Trenchless Technologies and Open Cut Methods in New Residential Land Development
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Nowadays, with the expansion of population in urban areas, development of new residential and commercial areas is essential to meet the needs of this ever-expanding population. Urban water and wastewater systems are fundamental infrastructure in this development, and are very important for high quality of life and strong urban economy. Also, there is growing attention to consider different factors, such as environmental, cost, social impacts, safety and seasonality in the development of infrastructures. It is considered indispensable to improve construction practices and develop infrastructures in ways that considers all above mentioned concerns in urban construction. As the world moves towards providing a better and cleaner environment for future generations, there is an urgent need to quantify and reduce the emission footprints of industries. The construction industry, which consumes a large quantity of fossil fuels, is one of the targeted industries for which researchers aim to evaluate proper alternatives to traditional construction methods in order to reduce these emissions. Underground utility installations, especially in the development of residential communities in urban areas, are one of the largest construction projects across North America and, consequently, one major source of emissions. Moreover, studying cost as essential element is important in the development of underground infrastructure. Project owners and decision makers look for economical methods for installing underground infrastructure and renewing underground utility pipes.This dissertation demonstrates a comparison between the traditional open cut option in underground utility projects and trenchless methods (auger boring and HDD) through two case studies in new residential development area in Edmonton, Alberta, which consists of three main lines: water, sanitary, and storm. The results show that GHG emissions generated from open cut were significantly higher compared to the estimated trenchless alternatives. Also compared to open trench, trenchless techniques are more expensive in Edmonton, Alberta. However, productivity, and constructability of trenchless methods in in cold areas such as Alberta, these technologies would be considerable alternatives to open cut.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it