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In this paper, we introduced a new framework that uses a collection of micromodels to tackle various tasks within the mental health domain. 2) A SOH estimation framework is proposed to make the full use of battery degradation information, employing LSTM to capture the long time dependence.
Incorporating contextual language models in our data collection allows us to capture nuanced behaviors such as cognitive distortions. As a result, this causes information loss and caps the full capability of the data-driven SOH estimation models. By exploiting the time information of the time series, the proposed method embeds the time index and the original measurements into a novel indicator to reflect the battery degradation status, which could have the same length over cycles.

An access control device with an NFC reader is connected over MQTT to a Node-RED flow depicted in Fig. 3. The reader is placed at the entry point of the lab and ensures that every NFC card is validated using an external service, of which there are one primary host and two additional backup ones to be used in the case of exceptional usage spikes - more than one card read in a 15s.
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