Mengyi Guo

1. Introduction Time series data refers to a collection of data points associated with specific time components, typically recorded at uniform time intervals [1]. This type of data reflects the state or magnitude of a particular phenomenon or object over time [2]. Multivariate Time Series (MTS) is a set of time series that share the same timestamps.

1. Introduction Traffic congestion not only disrupts mobility but also incurs significant socio-economic costs, including increased fuel consumption, increased air pollution, and decreased productivity. Effectively managing traffic flow to alleviate congestion is a critical challenge for modern transportation systems. Traditional fixed-cycle signal control lacks the flexibility needed to adapt to dynamic traffic conditions, and it fails to optimize traffic flow at a broader, network-wide level.

Abstract Aims Mesial temporal lobe epilepsy without hippocampal sclerosis (no-HS MTLE) refers to those MTLE patients who have neither MRI lesions nor definite pathological evidence of hippocampal sclerosis. They usually have resistance to antiepileptic drugs, difficulties in precise seizure location and poor surgical outcomes. Adenosine is a neuroprotective neuromodulator which acts as a seizure terminator in the brain. The role of adenosine in no-HS MTLE is still unclear.