Development of Energy Test Procedure for Household Refrigerator-Freezers in Malaysia
Bibliographic record
Abstract
Refrigerator-freezer energy consumption is greatly influenced by room temperature, thermostat setting positions, and door openings. To develop a realistic test procedure with respect to climatic conditions and usage patterns prevailing in a given country, the effect of these parameters on refrigerator-freezer energy consumption has to be taken into consideration. In order to do so, we have tested six household refrigerator-freezers of different capacities and brands in the laboratory. Using response surface methodology (RSM), we developed a mathematical model to co-relate energy consumption as a function of room temperature, thermostat setting positions, and door opening. Finally, modelled energy consumption was compared with the ISO specified standard energy consumption and field energy consumption to justify the possibilities of introducing ISO refrigerator-freezer energy test procedure in Malaysia. Based on the above comparison, we observed that ISO test standards can be adopted for testing and rating of these appliances in Malaysia.
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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".