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Record W2345719300 · doi:10.2172/836684

Project Final Report

2005· report· en· W2345719300 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typereport
Languageen
FieldEarth and Planetary Sciences
TopicGeophysical and Geoelectrical Methods
Canadian institutionsnot available
Fundersnot available
KeywordsRodElectrodeTest siteCurrent (fluid)ConductivityElectrical impedanceElectrical conductorMaterials scienceOpticsGeologyPhysicsElectrical engineeringEngineeringComposite material

Abstract

fetched live from OpenAlex

Our first goal was to produce laboratory-scale test beds with a four-probe electrical impedance instrument having 32 current sources. The first test bed, filled with saline, resembles a larger lab-sized test bed at Lawrence Livermore National Lab. We studied arrays of four rods, each with 8 electrodes in this saline-filled tank. We then placed these rods in a test bed of Ottawa sand, and studied the conductivity of a saturated and unsaturated saline/sand bed. This test bed resembles the field test site in the ground at LLNL. The LLNL lab and the field site have only a single current source. Using our existing 32-source instrument, we studied an array of four 8-electrode probes in both the saline and sand tanks. The results were include in our report to you last year, and are summarized below. Figure 1 is a diagram of the four electrode rods, as seen from above, showing seven positions at which a small conductive target was placed, at the level of the middle of the rods. Figure 2 shows the sensitivity of the system to the target presence, as measured by norm distinguishability, at each of these seven positions. The distinguishability was substantially higher when the optimal, 32-source currents were used, compared to that available from only one current source [1], at all distances from the electrode array. Highest distinguishability was seen closest to the array, as expected, and the lowest distinguishability was seen at point 3, at the side of the array half way between two rods. Distinguishability was slightly higher than this at point 5 at the center of the four arrays. With these results in the saline tank in hand, we embedded the electrode rods in a 66 cm. diameter steel tank with an electrically insulated interior surface, filled to a depth of 48 cm. with Ottawa F-35 Grade sand. Experiments were conducted to verify the ability of this system to detect changes in the fluid level as saline was used to saturate the sand, and then drain out the bottom of the tank. Using simple current patterns to assess electrical resistance at the eight levels of electrodes, we found that after 5 days of draining, there was a gradient in local resistance of from 50-200 ohms at the bottom of the tank to 3000-4000 ohms at the top of the electrode array. When sufficient saline was added to saturate the field, local resistance fell to 70-110 ohms at all levels. When this saturating saline was allowed to drain, resistance began to rise at the topmost electrode level within 2 minutes, and continued to rise for at least the next two days, reaching 2000-4000 ohms at the top layers. We then studied the ability of the system to detect a plume of saline in an otherwise drained tank. Saline was introduced at the midpoint between rods 1 and 2 at rate of 200 ml/min, and allowed to drain freely at the bottom of the tank. No change was seen at 2 min, but by 6 min there was a substantial fall in the resistance at the top of rods 1 and 2, but not in 3 or 4. After 30 minutes of plume flow, the resistance at rods 1 and 2 had fallen below 1000 ohms at all levels, but that of rods 3 and 4 was 1500-4000 ohms at the top levels, remaining below 500 ohms at the lowest electrode levels. These results were qualitatively just as we would have expected. In making a detailed analysis of these data, however, we discovered a puzzling and unexpected finding: there was hysteresis of the complex impedance. That is, the sand bed behaved differently when being filled with saline than when being drained. This phenomenon had been observed previously in a study of the hydration of sandstone published by Knight et al. in 1991. The hypothesized explanation is based on surface tension phenomena at the scale of pores in the medium. We have also studied both the real and reactive components of electrical impedance in this system, and the found them to behave differently. This finding allows further data to be extracted from impedance measurements, compared to resistance measurements alone. Details of all these findings are reported in the enclosed manuscript. We have been working closely with Dr. Carrigan at LLNL to interpret them both in terms of their agreement with reasonable hypotheses about soil and water behavior, and in terms of their support for the use of multiple current sources in field-scale experiments.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.914
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0180.001

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.

Opus teacher head0.099
GPT teacher head0.338
Teacher spread0.239 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Quick stats

Citations148
Published2005
Admission routes1
Has abstractyes

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