DENG-MIT / CRNN

Chemical Reaction Neural Network
https://arxiv.org/abs/2002.09062
MIT License
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Biofuel from Palm Oil or Other Oils #11

Closed jiweiqi closed 3 years ago

jiweiqi commented 4 years ago

Social impact of Palm Oil

Palm oil is a small ingredient in the U.S. diet, but more than half of all packaged products Americans consume contain palm oil—it’s found in lipstick, soaps, detergents, and even ice cream. https://rspo.org/about https://www.worldwildlife.org/industries/palm-oil

jiweiqi commented 4 years ago

Literature

jiweiqi commented 4 years ago

Experimental Data

jiweiqi commented 4 years ago

Ideally, we would like to get data from a single paper since the transesterification process depends on the choice of catalyst.

Not sure whether the kinetics also depend on the type of oil.

jiweiqi commented 4 years ago

We can use synthesized data to investigate how much data (how many initial conditions) we need in order to learn the network.

jiweiqi commented 4 years ago

With a lot of data https://www.sciencedirect.com/science/article/pii/S1385894718306569

jiweiqi commented 4 years ago

Keywords for literature searching: transesterification, ode45, biofuel。 Looking for paper with Supplemental Materials, i.e., providing details on experimental data.

jiweiqi commented 4 years ago

Semenov, S., Kraft, L., Ainla, A. et al. Autocatalytic, bistable, oscillatory networks of biologically relevant organic reactions. Nature 537, 656–660 (2016). https://doi.org/10.1038/nature19776