Bibliographic record
Abstract
New trends in power electricity consumption, constant increase in the needs of modern society for electricity and progressive urbanization represent an increasingly complex challenge for power systems. The lack of space in large cities results in an increasing need for more compact high-voltage switchgear. In order to achieve a safer and more reliable supply of consumers, as well as a greater economic benefit, during the last decades the application of facilities insulated with SF6 gas has been increasing. The construction of the facilities enables high safety of people from electric shock, with limited space requirements and a high concentration of power at high voltages (up to 1100 kV in China) and at high currents (up to 8000 A in Canada). The share of GIS installations in power facility projects worldwide is increasing compared to other technologies (air-insulated or hybrid). There are many other reasons, besides space, where gas-insulated plants (GIS) can be applied. Some of the general advantages of use are economic efficiency, high reliability, safety due to the enclosed equipment, long service life, low maintenance costs, ergonomic design, reliable operation in extreme environmental conditions. The modular design of these facilities enables easy assembly and shortening of construction time. The facilities are divided into gas chambers, which in the event of a malfunction in a chamber, leads to the shutdown of only a limited part of the facility. Small decomposition of SF6 gas during arc extinguishing and minor wear of circuit-breaker and switch disconnector contacts during commutation, allows the facility to work for up to 20 years without maintenance. The specification of various aspects of GIS facilities, components and supporting equipment is elaborated in detail in a large number of normative documents. The paper presents the historical development of GIS technology. The basic characteristics of SF6 gas and gas-insulated facilities are described. The technical requirements for the selection of GIS facilities were considered various factors related to the power system, environment and costs. SF6 gas can be considered a revolutionary technology, which was a key driver of modern urbanization. On the other hand, European transmission system operators, in cooperation with equipment manufacturers and key stakeholders, are making great efforts to gradually reduce the use of SF6 gas in their networks and introduce alternative solutions. The paper provides a brief overview of the regulations and goals of the European Union for reducing the emission of SF6 gas, which belongs to fluorinated gases with a greenhouse effect. Since 2010, the search for an alternative insulating and arc-quenching gas with a significantly reduced global warming potential (GWP) has brought solutions based on fluoronitrile, fluoroketone and technical air, combined with vacuum circuit breakers. The paper presents an overview of available alternative technologies. The alternative to today's GIS facilities is reflected in the achievements in the development of environmentally efficient GIS solutions and the integration of digital techniques in design and diagnostics. This means combining a low carbon footprint, superior reliability and low life cycle costs in a flexible arrangement of elements. Digitization of the network, from the design phase to the complete digital functionality of every device in the power system, is something that represents the key to technological transfer towards future solutions. What is already certain are: digital twin technology, integrated intelligent electronic devices (IEDs) with digital input and output, a complete power network database available in the digital cloud, and intelligent software, which uses artificial intelligence (AI) to optimize the network operation. Digital GIS inevitably becomes a part of future power networks.
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".