Bibliographic record
Abstract
This PhD thesis is evaluating the safety level of the graphite-moderated boiling water cooled nuclear power reactors (RBMK reactors) by the use of best estimate three dimensional neutron kinetics coupled thermal-hydraulics codes. The availability of such sophisticated tools has allowed detailed and realistic analyses of these kind of reactors, also known as “Chernobyl-type” reactors. Chernobyl is the name of a RBMK reactor where, in 1986, a severe accident occurred, leading to the destruction of the plant and to a major release of radioactivity into the environment. Parts of the activities of this PhD thesis were developed in the framework of the European Union funded TACIS Project R2.03/97 “Software development for the RBMK and WWER reactors”. This project was awarded to the “Gruppo di Ricerca Nucleare San Piero a Grado” of the University of Pisa and managed by it in collaboration with the RBMK designers (NIKIET, Kurchatov Insititute) and the licensee (RosEnergoAtom, now EnergoAtom Concern OJSC). The research activities dealt with the development and the validation of a sophisticated thermal-hydraulic nodalization of the Smolensk-3 Nuclear Power Plant. This thermal-hydraulic model was then coupled with a three dimensional neutron kinetics model of the core. The code used was RELAP5-3D system code. Suitable RBMK cross sections libraries were developed in collaboration with the Pennsylvania State University, using the deterministic lattice physics code HELIOS. After the validation of the developed models, the most relevant transients for the plant safety at full power were calculated, e.g. the group distribution header rupture, the break of the control and protection system cooling circuit. A special emphasis was put in the simulation of the single fuel channel transient, using also the Monte Carlo code MCNP5. The last part of the PhD activities concerned the analysis of a low power transient. In particular, the Chernobyl extreme scenario was reconstructed. Xenon fuel cell cross sections were calculated using the deterministic transport code DRAGON. Finally, all the analyses performed in the framework of this PhD confirmed the upgraded level of nuclear safety of the RBMK reactors, obtained also as a consequence of the relevant hardware modifications implemented in the aftermath of the Chernobyl accident.
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 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".