lucianolorenti / ceruleo

CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
https://lucianolorenti.github.io/ceruleo/
MIT License
29 stars 7 forks source link

Is this still active? #22

Open tilman151 opened 1 year ago

tilman151 commented 1 year ago

I just found this repo and wanted to know if it is still actively developed. I just published a similar package for RUL datasets. Do you want to have a talk about collaborating? I couldn't find your contact info anywhere else.

lucianolorenti commented 1 year ago

hello!. The project is still active. It has had little activity lately because I recently changed jobs. My idea is to keep updating it when I have free time.

I would love to talk about collaborating. I think GitHub is a good place to do it.

Let me know what your ideas are.

tilman151 commented 1 year ago

I'm researching unsupervised domain adaption (UDA) and semi-supervised (SSL) deep learning methods for RUL estimation for my PhD. Because most authors do not publish their code, I have to re-implement it anyway, so I thought about doing it in a way that others can use it, too.

The first step was publishing my dataset loading code in the package linked above. I see that your package offers some datasets, too. For me, the main focus lies on providing tools for UDA and SSL, which I could not find anywhere else. Maybe merging the dataset part of your package and mine would be sensible? Having it as a separate package makes it easier on researchers that want to adopt only part of the "ecosystem".

My next planned step is to implement some of the recent, most influential RUL UDA approaches and benchmark them (I already have some from my last publication). I'm mainly trying to find a benchmarking modality that makes the approaches comparable, e.g. same backbone network, same data split, etc. You already have some supervised methods in your package which would provide a suitable baseline, but as I see, they are all in tensorflow. I work mainly with pytorch which would make contributing here much harder for me.

Are you interested in extending your package for UDA and SSL or do you think it makes the scope too large?