SCADA EMS DMS-a part of the corporate IT system
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
The static world with a closed control room within the utility industry is changing to an environment where the SCADA/EMS/DMS system is part of the corporate IT systems. The driving force for this is the need for utilities to have accurate data available for quick business decisions on a deregulated market. Cost reduction and quality improvement facilitated by increased information exchange is a strong incentive for utilities to require open system enabling integration. Constantly changing requirements force the utility industry to establish communication between new combinations of systems and changing sets of applications within a system. This results in new requirements on flexibility and openness for systems and applications. To meet these new requirements the solutions from the SCADA/EMS/DMS vendors is to adopt new technology that makes the systems more flexible and enable sharing of information in a fast and efficient way. This paper discusses the general requirements and trends and new SCADA/EMS/DMS solutions that will meet the customer requirements and aspects on delivery and system upgrades.
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