Recent studies have highlighted the link between upper-level jet stream dynamics, especially the persistence of certain jet configurations, and extreme summer weather in Europe. The weaker and more variable nature of the jets in summer makes it difficult to apply the tools developed to study them in winter, at least not without modifications. Here, to further investigate the link between jets and persistent summer weather, we present two complementary approaches to characterize the jet dynamics in the North Atlantic sector and use them primarily on the Northern Hemisphere summer circulation. First, we apply the self-organizing map (SOM) clustering algorithm to create a 2D distance-preserving discrete feature space for the tropopause-level summer wind field over the North Atlantic. The dynamics of the tropopause-level summer wind can then be described by the time series of visited SOM clusters, in which a long stay in a given cluster relates to a persistent state and a transition between clusters that are far apart relates to a sudden considerable shift in the configuration of upper-level flow. Second, we adapt and apply a jet core detection and tracking algorithm to extract individual jets and classify them into the canonical categories of eddy-driven and subtropical jets (EDJs and STJs, respectively). Then, we compute a wide range of jet indices for each jet category for the entire year to provide easily interpretable scalar time series representing upper-tropospheric dynamics. This work will focus on the characterization of historical trends, seasonal cycles, and persistence properties of the jet stream dynamics, while ongoing and future work will use the tools presented here and apply them to the study of connections between jet dynamics and extreme weather. The SOM allows the identification of specific summer jet configurations, each one representative of a large number of days in historical time series, whose frequency or persistence had increased or decreased in the last few decades. Detecting and categorizing jets adds a layer of interpretability and precision to previously and newly defined jet properties, allowing for a finer characterization of their trends and seasonal signals. Detecting jets at pressure levels of maximum wind speed at each grid point instead of in the dynamical tropopause is more reliable in summer, and finding wind-direction-aligned subsets of 0 contours in a normal wind shear field is a fast and robust way to extract jet cores. Using the SOM, we isolate persistent circulation patterns and assess if they occur more or less frequently over time. Using properties of the jets, we confirm that the Northern Hemisphere summer subtropical jet is weakening, that both jets get wavier, and that these jets overlap less frequently over time. We find no significant trend in jet latitude or in jet persistence. Finally, both approaches agree on a rapid shift in the subtropical jet position between early and late June.
