Hands on program
DAY ONE: HYBRID MODELING BASICS (02 Oct) |
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BLD Bibiloteca, Room "Sala Àgora" |
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| 9:00–9:15 | Welcome address, Rui Oliveira (NOVA) |
| 9:15–9:30 | What is "hybrid modeling"? Moritz von Stosch (DataHow) |
| 9:30–9:45 | Case study, Moritz von Stosch (DataHow) |
| 9:45–10:00 | Motivation for hybrid modeling, Moritz von Stosch (DataHow) |
| 10:00–10:15 | Hybrid modeling methods, Rui Oliveira (NOVA) |
| 10:15–10:30 | Hybrid modeling methods, Rui Oliveira (NOVA) |
| 10:30–11:00 | COFFEE BREAK |
| 11:00–11:15 | Hybrid modeling methods, Rui Oliveira (NOVA) |
| 11:15–11:30 | Hybrid modeling methods, Rui Oliveira (NOVA) |
| 11:30–11:45 | General bioreactor hybrid model, Moritz von Stosch (DataHow) |
| 11:45–12:00 | Bagging and prediction confidence intervals, Moritz von Stosch (DataHow) |
| 12:00–13:00 | LUNCH BREAK |
| 13:00–14:45 | All participants pitch 2 mins about their work |
| 14:45–16:15 | Hands-on hybrid modeling in Python, Moritz von Stosch, Hugo Santos, Guilherme Ramos, José Pinto, João Ramos |
| 16:15–16:45 | COFFEE BREAK |
| 16:45–18:30 | Case study: hybrid modeling of cyyclopentenol Production on a CSTR, Enis Leblebici, KU Leuven |
| 18:30–21:30 |
DINNER AND NETWORKING Restaurant Dr Bernard, Costa da Caparica |
DAY TWO: ADVANCED HYBRID MODELING (3rd Oct) |
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BLD Bibiloteca, Room "Sala Àgora" |
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| 9:00–9:15 | Shallow versus deep hybrid modeling, José Pinto (NOVA) |
| 9:15–9:30 | Deep hybrid modeling with LSTM, João Ramos (NOVA) |
| 9:30–9:45 | Hybrid models in Systems Biology Markup Language, José Pinto (NOVA) |
| 9:45–10:00 | Genome-scale hybrid modeling, João Ramos (NOVA) |
| 10:00–10:30 |
Hybrid modeling with Gaussian Processes, Dongda Zhang (U.Manch.) |
| 10:30–11:00 | COFFEE BREAK |
| 11:00–11:15 | Effect of "hybridization", Dongda Zhang (U.Manch.) |
| 11:15–11:30 | Alternative training methods, Dongda Zhang (U.Manch.) |
| 11:30–12:00 |
Iterative optimization control, Moritz von Stosch (DataHow) |
| 12:00–13:00 | LUNCH BREAK |
| 13:00–15:30 | Hands-on process optimization in DataHowLAB, Moritz von Stosch, Alice Rosa, Tiago Dinis, José Pinto, João Ramos |
| 15:30–16:00 | COFFEE BREAK |
| 16:00–17:30 | Hands-on process optimization in DataHowLAB, Moritz von Stosch, Alice Rosa, Tiago Dinis, José Pinto, João Ramos |
| 17:30–18:30 | Industrial applications of hybrid modeling, Florian Fuehrer (Bayer) |
| 18:30–21:30 |
DINNER AND NETWORKING Restaurant Stasha, Bairro Alto, Lisboa |