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Free bagels, local rewards schemes offering discounts, and pop-up shops are just some of the weapons being deployed in the battle to save Britain's beleaguered high streets.
Users can complete challenges in particular neighborhoods, earn points and unlock local rewards.
The synchronization seeking process of the current proportional coefficients and the local rewards are shown in Fig. 8a and b.
The global reward of the whole DC microgrid which is the sum of the local rewards is regarged as the optimization objective for DRL.
The synchronization seeking process of the current proportional coefficients and the local rewards are shown in Fig. 6a and b respectively.
Hence the global reward η is accordingly derived as the summation of all the local rewards: eta = sumlimits_{i} {eta_{i} } = sumlimits_{i} {frac{1}{{zeta_{i} kappa_{p}^{ast} + left| {e_{kappa,i} } right|}}} (16 This global reward η can be used to evaluate the performance of a candidate solution; generally, the larger the global reward, the better the current solution.
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Thus, a local reward function is designed to evaluate the performance of a candidate solution.
Additionally, with λ i = 0.232, the pinning consensus value of the local reward can be preset as (eta_p^{ast}=5.747).
To implement such a distributed DRL, two related problems of defining the local reward function and achieving distributed consensus based on pinning are described in detail below.
Thus, the local reward η i of the DRL defined in (15) is estimated by its corresponding agent, and the synchronization seeking process is shown in Fig. 4b.
Open image in new window Fig. 4 Control performances of the proposed DRL in Case A. Secondly, with the discovered average value (kappa_p^{ast}), the associated values ΔU V,i can be calculated by (14), and with λ i = 0.204 the pinning consensus value of the local reward can be preset as (eta_p^{ast}=5.576) according to (18).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com