Recommendation of SLM Process Parameters Based on Analytic Hierarchy Process and Weighted Particle Swarm Optimization for High-Temperature Alloys.

Selective laser melting (SLM) of high-temperature alloys involves intricate interdependencies among key process parameters, such as laser power and scanning speed, affecting properties such as density and tensile strength. However, relying solely on experiential knowledge for process parameter design often hampers the precise attainment of target requirements. To address this challenge, we propose an innovative approach that integrates the analytic hierarchy process (AHP) and weighted particle swarm optimization (WPSO) to recommend SLM process parameters for high-temperature alloy fabrication. Our proposed AHP-WPSO model consists of three main steps. First, a comprehensive historical database is established, capturing the process parameters and performance metrics of high-temperature alloy SLM parts. Utilizing an AHP framework, we compute the performance similarity between target and historical cases, applying rational thresholds to identify analogous cases. When suitable analogs are elusive, the model seamlessly transitions to the second step. Here, the WPSO model optimizes and recommends process parameters according to target specifications. Lastly, our experimental validation of the GH4169 high-temperature alloy through SLM experiments corroborates the effectiveness of our AHP-WPSO model in making process parameter recommendations. The outcomes underscore the model's high accuracy, attaining a recommendation precision of 99.81% and 96.32% when historical analogs are present and absent, respectively. This innovative approach offers a robust and reliable solution to the challenges posed in SLM process parameter optimization for high-temperature alloy applications.

Associations of MMP-2 and MMP-9 gene polymorphism with ulinastatin efficacy in patients with severe acute pancreatitis.

We aim to explore the associations between matrix metalloproteinase (MMP) MMP-2/MMP-9 gene polymorphism with ulinastatin (UTI) efficacy in treating severe acute pancreatitis (SAP). A total of 276 SAP patients were assigned into the control (n=135) and observation (n=141) groups. PCR-restriction fragment length polymorphism (PCR-RFLP) was used for genotype and allele frequency distribution. Relevance of MMP-2/MMP-9 genotypes with UTI efficacy was analyzed. The observation group showed lowered duration in symptoms (abdominal distension, abdominal pain, tenderness, and rebound tenderness) than the control group. Laboratory analysis (serum calcium, white blood cells, serum amylase, urine amylase, APACHE-II, and Balthazar CTIS scores) were decreased, while serum albumin levels increased after 7th day of therapy. The total effective rate of UTI for patients with MMP-2 C-1306T C/C genotype was higher than those with C/T and T/T genotypes after the 7th day of therapy, which was lower in patients with MMP-9 C-1562T C/C and C/T genotypes than those with T/T genotype. The duration for symptoms in patients with MMP-9 C-1562T T/T genotype was shorter than those with C/C and C/T genotypes, which was less in patients with MMP-2 C-1306T C/C genotype than those with C/T and T/T genotypes. The improvement values of APACHE-II and Balthazar CTIS scores for patients with MMP-2 C-1306T C/C genotype were higher than those with C/T and T/T genotypes, which for patients with MMP-9 C-1562T C/C and C/T genotypes were lower than those with T/T genotype. These results demonstrated that MMP-2/MMP-9 gene polymorphism was associated with UTI efficacy for SAP.