This paper considers two kinds of stochastic reentrant job shop scheduling problems, i.e., the SRJSSP with the maximum tardiness criterion and the SRJSSP with the makespan criterion. Owing to the NP-complete complexity of the considered RJSSPs, an effective differential evolutionary algorithm combined with two uncertainty handling techniques, namely, DEA_UHT, is proposed to address these problems. Firstly, to reasonably control the computation cost, the optimal computing budget allocation technique is applied for allocating limited computation budgets to assure reliable evaluation and identification (...) for excellent solutions or individuals, and the hypothesis test technique is added to execute a statistical comparison to reduce some unnecessary repeated evaluation. Secondly, a reentrant-largest-order-value rule is designed to convert the DEA’s individual to the SRJSSP’s solution. Thirdly, a conventional active decoding scheme for the job shop scheduling problem is extended to decode the solution for obtaining the criterion value. Fourthly, an Insert-based exploitation strategy and an Interchange-based exploration strategy are devised to enhance DEA’s exploitation ability and exploration ability, respectively. Finally, the test results and comparisons manifest the effectiveness and robustness of the proposed DEA_UHT. (shrink)

Type 2 diabetes mellitus is associated with cognitive impairment in many domains. There are several pieces of evidence that changes in neuronal neuropathies and metabolism have been observed in T2DM. Structural and functional MRI shows that abnormal connections and synchronization occur in T2DM brain circuits and related networks. Neuroplasticity and energy metabolism appear to be principal effector systems, which may be related to amyloid beta deposition, although there is no unified explanation that includes the complex etiology of T2DM with cognitive (...) impairment. Herein, we assume that cognitive impairment in diabetes may lead to abnormalities in neuroplasticity and energy metabolism in the brain, and those reflected to MRI structural connectivity and functional connectivity, respectively. (shrink)

The no-wait flow-shop scheduling problem with sequence-dependent setup times and release times is a typical NP-hard problem. This paper proposes an enhanced differential evolution algorithm with several fast evaluating strategies, namely, DE_FES, to minimize the total weighted tardiness objective for the NFSP with SSTs and RTs. In the proposed DE_FES, the DE-based search is adopted to perform global search for obtaining the promising regions or solutions in solution space, and a fast local search combined with three presented strategies is designed (...) to execute exploitation from these obtained regions. Test results and comparisons with two effective meta-heuristics show the effectiveness and robustness of DE_FES. (shrink)

Modern medical research shows that art aesthetic plays a positive role in healing and relieving people’s stress, improving mental health and improving social adaptability. Based on the aesthetic experience of visitors, this article conducts an empirical study on the aesthetic experience of the Long March Memorial Museum in Ninghua County, Fujian province, by means of survey data questionnaire (SD) and in-depth interview. Firstly, to conduct a questionnaire survey to understand the psychological characteristics of visitors’ aesthetic experience. Secondly, the combination of (...) in-depth interviews and the aesthetic differences of public art psychological analysis. Thirdly, to clarify the relationship between public art aesthetics and psychological healing. By constructing a model of the relationship between public art aesthetics and psychological healing, it puts forward five ways of psychological healing, such as enhancing aesthetic experience, arousing life interest, enriching cultural and artistic knowledge, shaping individual psychology and relieving emotional pressure. Contribution: Public art aesthetics is not only influenced by the politics, culture, customs and lifestyles of society but also has a close relationship with religious beliefs. This article attempts to explain the relationship between public art aesthetics and psychological healing from the dimension of cognitive psychology and proposes a path for public art aesthetics to promote psychological healing, so as to enrich and expand the connotation of traditional aesthetic thought and further deepen the study of religious art in psychological healing, aiming to provide useful ideas and references for promoting the all-round development of human beings. (shrink)