Implementation of Solar Technologies in the Development of Rural, Remote and Sub urban Communities
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
This case study describes a model household in which a number of simple solar technologies are utilized to provide for the daily household needs of electricity, clean water, cooling and heating. The model was named -Solar Home. A -Solar Home is primarily suited to rural, remote and sub urban low income communities that suffer from lack of access to grid electricity and clean quality water. However, with the increased demand on energy in urban communities connected to grid electricity, the -Solar Home can serve as a practical solution in the near future. The case study presents the results of the studies carried out on a pilot scale Solar Home project built in the Solar Energy Department, NRC, Egypt. The solar system designs used in the pilot Solar Home project are practical, easy to install and maintain, as well as inexpensive. The systems would serve two purposes; domestic services and some income generating activities. The case study discusses the performance of the selected solar systems under actual climatic conditions of Egypt, their costs. The case study will detail recommendations for the optimum implementation of the suggested systems and the needed training to use those systems. Finally the case study will list some of the lessons learned and the challenges faced during implementation and operation.
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