Physicochemical, solar thermal and mechanical properties of hydrothermally treated and carbonized corncob
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
Converting biomass waste materials to porous carbon for solar thermal evaporation represents a new approach to both energy and environmental sustainability. In this work, the agricultural biomass residue corncob was hydrothermally-treated at 200 °C for 4 h and further carbonized at 600 °C for 2 h in Ar to produce porous carbon. Morphological examination on the obtained carbon material was performed using scanning electron microscopy (SEM). Thermogravimetric analysis (TGA) of the derived carbon was conducted to determine the temperature-dependent weight change. The corncob-generated carbon showed the porous microstructure with a BET surface area of 2.9299 m²/g. The single point adsorption total pore volume of pores less than 0.9384 nm width at P/P o = 0.01 is 0.000097 cm³/g and the single point desorption total pore volume of pores less than 20.7391 nm width at P/P o = 0.9 is 0.006376 cm³/g. The adsorption average pore diameter is 0.1318 nm, and the desorption average pore diameter is 8.7044 nm. Solar thermal evaporation tests were performed by setting both pristine corncob and carbonized corncob in seawater fetched from Salton Sea, Southern California, USA. Weight loss of seawater under sunlight was recorded each 15 min to obtain the time dependent water evaporation plot and calculate the solar water evaporation rate. The solar thermal evaporation rate for the pristine corncob was found to be 1.91 kg/(m 2 ∙h). The corncob derived hydrochar carbon reached a much higher solar thermal evaporation rate of 4.48 kg/m 2 ∙h. It is concluded that carbonized corncob is effective in harvesting solar energy for brine concentration and clean water generation. The unique advantages of the carbonized corn cob include higher solar thermal evaporation rate, better pore structure, and lower cost than many other materials. In addition, mechanical property testing results were also obtained under compression and torsion conditions.
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