5,447 research outputs found

    Reinforcement Evolutionary Learning for Neuro-Fuzzy Controller Design

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    An interactively recurrent functional neural fuzzy network with fuzzy differential evolution and its applications

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    In this paper, an interactively recurrent functional neural fuzzy network (IRFNFN) with fuzzy differential evolution (FDE) learning method was proposed for solving the control and the prediction problems. The traditional differential evolution (DE) method easily gets trapped in a local optimum during the learning process, but the proposed fuzzy differential evolution algorithm can overcome this shortcoming. Through the information sharing of nodes in the interactive layer, the proposed IRFNFN can effectively reduce the number of required rule nodes and improve the overall performance of the network. Finally, the IRFNFN model and associated FDE learning algorithm were applied to the control system of the water bath temperature and the forecast of the sunspot number. The experimental results demonstrate the effectiveness of the proposed method

    Tcc+T_{cc}^+ and X(3872)X(3872) with the complex scaling method and DD(Dˉ)πDD(\bar{D})\pi three-body effect

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    We use the leading order (LO) contact interactions and OPE potentials to investigate the newly observed double-charm state Tcc+T_{cc}^+. The DDΟ€DD\pi three-body effect is important in this system since the intermediate states can go on shell. We keep the dependence of the pion propagators on the center-of-mass energy, which results in a unitary cut of the OPE potential at the DDΟ€DD\pi three-body threshold. By solving the complex scaled Schr\"odinger equation, we find a pole corresponding to the Tcc+T_{cc}^+ on the physical Riemann sheet. Its width is around 80 keV and nearly independent of the choice of the cutoff. Assuming the DDΛ‰Ο€D\bar{D}\pi and DDΛ‰βˆ—D\bar{D}^* channels as the main decay channels, we apply the similar calculations to the X(3872)X(3872), and find its width is even smaller. Besides, the isospin breaking effect is significant for the X(3872)X(3872) while its impact on the Tcc+T_{cc}^+ is relatively small.Comment: 25 pages, 10 figures, 6 table

    ZcsZ_{cs}, ZcZ_c and ZbZ_b states under the complex scaling method

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    We investigate the ZbZ_b, ZcZ_c and ZcsZ_{cs} states within the chiral effective field theory framework and the SS-wave single channel molecule picture. With the complex scaling method, we accurately solve the Schr\"odinger equation in momentum space. Our analysis reveals that the Zb(10610)Z_b(10610), Zb(10650)Z_b(10650), Zc(3900)Z_c(3900) and Zc(4020)Z_c(4020) states are the resonances composed of the Sβˆ’S-wave (BBΛ‰βˆ—+Bβˆ—BΛ‰)/2(B\bar{B}^{*}+B^{*}\bar{B})/\sqrt{2}, Bβˆ—BΛ‰βˆ—B^{*}\bar{B}^*, (DDΛ‰βˆ—+Dβˆ—DΛ‰)/2(D\bar{D}^{*}+D^{*}\bar{D})/\sqrt{2} and Dβˆ—DΛ‰βˆ—D^{*}\bar{D}^*, respectively. Furthermore, although the Zcs(3985)Z_{cs}(3985) and Zcs(4000)Z_{cs}(4000) states exhibit a significant difference in width, these two resonances may originate from the same channel, the Sβˆ’S-wave (DsDΛ‰βˆ—+Dsβˆ—DΛ‰)/2(D_{s}\bar{D}^{*}+D_{s}^{*}\bar{D})/\sqrt{2}. Additionally, we find two resonances in the Sβˆ’S-wave Dsβˆ—DΛ‰βˆ—D_s^*\bar{D}^* channel, corresponding to the Zcs(4123)Z_{cs}(4123) and Zcs(4220)Z_{cs}(4220) states that await experimental confirmation.Comment: 10 pages, 5 figures, 4 table
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