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Record W2045010739 · doi:10.1021/ie049679w

Experimental Investigation and Confirmation of Static/Dynamic Bifurcation Behavior in a Continuous Ethanol Fermentor. Practical Relevance of Bifurcation and the Contribution of Harmon Ray

2004· article· en· W2045010739 on OpenAlexaboutno aff
Parag Garhyan, S.S.E.H. Elnashaie

Bibliographic record

VenueIndustrial & Engineering Chemistry Research · 2004
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMicrobial Metabolic Engineering and Bioproduction
Canadian institutionsnot available
FundersAuburn University
KeywordsArt historyClassicsArt

Abstract

fetched live from OpenAlex

Professor Harmon Ray is my professor, and I am proud of that. I met him first in 1969 (35 years ago!) at the Chemical Engineering Department, University of Waterloo, Ontario, Canada, and since then, we have become friends and exchanged visits across thousands of miles. In June 1969 (just one year after graduating from Cairo University, Egypt), I was visiting some friends at Waterloo when I met Harmon; after a short discussion, he offered me the opportunity to continue my postgraduate studies with him, I accepted, changed my trajectory from studying in the U.K., and stayed in Waterloo to work with him. It was one of the most fruitful periods of my life. He taught me a lot about modeling, multiplicity, and catalytic processes. We were also lucky to be joined in Waterloo by Professor Milos Marek from Czechoslovakia and Professor Horn from Vienna. After I finished my M.Sc. degree, I was supposed to go with Harmon to SUNY-Buffalo to continue for my Ph.D., but for family reasons, I had to go to the U.K. to continue my Ph.D. first at University College London with Professors Peter Rowe and John Yates and then at University of Edinburgh with the late Professor Philip Calderbank and Professor David Cresswell. Harmon visited us in Edinburgh, stayed a few days, and gave very stimulating lectures. After I finished my Ph.D. in 1973, I returned to Egypt in 1974, and Harmon and I remained in continuous contact. When I had a brilliant B.Sc./M.Sc. student (Fouad Teymour, now Chairman of the Chemical and Environmental Engineering Department, IIT, Chicago) who wanted to continue for his Ph.D. in the U.S., I immediately advised him to join the group of Harmon at University of Wisconsin, Madison. Fouad joined Harmon's group and did excellent work on the flourishing field of bifurcation and chaotic behavior of polymerization reactors. Harmon and his group were and are still doing pioneering work in this field. After that, in the 1980s and 1990s, we exchanged visits: Harmon visited me in King Saud University in Riyadh and invited me to Madison, both of which were excellent visits. Harmon is one of the excellent students from the Minnesota group of Professors Rutherford Aris and Neal Amundson. Since he finished his Ph.D. in Minnesota in the late 1960s after completion of his bachelor at Rice University, he has pioneered very advanced work on modeling, bifurcation and chaos, and optimization and control for catalytic and polymeric processes. His cooperation with mathematicians and considerable contribution to the fundamentals of the field are also of great value. He has published hundreds of papers in top international journals, as well as a number of important books, made numerous presentations at a variety of conferences, and supervised a large number of well-known researchers in academia and industry. He has also won a large number of prestigious awards. I still remember the excellent party we had in Madison for his 60th birthday. Time is flying and he is now 65, but still as productive and innovative as ever. On the happy occasion of his 65th birthday, we congratulate him and wish him and his family the best of everything. My Ph.D. student Parag Garhyan and I thank the editorial board of Ind. Eng. Chem. Res. for giving us the opportunity to honor this outstanding academician. We take this opportunity to present some of the initial experimental work being done in our laboratory at Auburn University to verify static and dynamic bifurcation in a continuous fermentor producing ethanol from glucose. Said S. E. H. ElnashaieA model for ethanol production using pure glucose in a continuous perfectly mixed fermentor was developed, and extensive nonlinear analysis was carried out to explore the possibility of increasing the sugar conversion and ethanol productivity [Garhyan et al. Chem. Eng. Sci. 2003, 58 (8), 1479. Garhyan, P.; Elnashaie, S. S. E. H. Ind. Eng. Chem. Res. 2004, 43 (5), 1260]. An interesting mix of static and dynamic properties of the system was uncovered and analyzed. In the present work, laboratory-scale fermentation experiments were carried out to verify the existence of complex static and dynamic behavior such as multiplicity of steady states and periodic behavior.

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.

How this classification was reachedexpand

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.332

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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.032
GPT teacher head0.327
Teacher spread0.295 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations19
Published2004
Admission routes1
Has abstractyes

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