Remaining Useful Life Prediction of Airplane Engine Based on PCA-BLSTM.

The accurate prediction of airplane engine failure can provide a reasonable decision basis for airplane engine maintenance, effectively reducing maintenance costs and reducing the incidence of failure. According to the characteristics of the monitoring data of airplane engine sensors, this work proposed a remaining useful life (RUL) prediction model based on principal component analysis and bidirectional long short-term memory. Principal component analysis is used for feature extraction to remove useless information and noise. After this, bidirectional long short-term memory is used to learn the relationship between the state monitoring data and remaining useful life. This work includes data preprocessing, the construction of a hybrid model, the use of the NASA's Commercial Aerodynamic System Simulation (C-MAPSS) data set for training and testing, and the comparison of results with those of support vector regression, long short-term memory and bidirectional long short-term memory models. The hybrid model shows better prediction accuracy and performance, which can provide a basis for formulating a reasonable airplane engine health management plan.

The risk of autoimmune connective tissue diseases in patients with atopy: A nationwide population-based cohort study.

BACKGROUND: The relationship between autoimmune connective tissue disease (ACTD) and atopy is controversial. OBJECTIVES: To investigate the risks of ACTDs in patients with atopic triad diseases, including atopic dermatitis, allergic rhinitis, and asthma, by using a nationwide data base. METHODS: A cohort of 155,311 patients newly diagnosed with atopic dermatitis, allergic rhinitis, or asthma in 2002-2011 was obtained from the Taiwan National Health Insurance Research Database. An age- and sex-matched control group was selected from the same data base. The association between atopy and ACTD was investigated by using Cox proportional hazards regression analyses. RESULTS: Atopic dermatitis, allergic rhinitis, and asthma were present in 12.1, 78.6, and 26.3%, respectively, of the patients with atopy. The presence of atopic diseases increased the overall risk of ACTDs (incidence rate ratio 1.85 [95% confidence interval {CI}, 1.52-2.25]). The hazard ratio (HR) for ACTDs remained higher after adjusting for age, sex, urbanization level, socioeconomic status, and comorbidities. Individual risks of systemic lupus erythematosus (HR 1.58 [95% CI, 1.06-2.37]), rheumatoid arthritis (HR 1.74 [95% CI, 1.31-2.33]), and Sjögren syndrome (HR 2.49 [95% CI, 1.71-3.63]) were also higher. The coexistence of atopic triad diseases increased the risk of ACTDs from 1.80 (95% CI, 1.48-2.21) for one atopic disease to 3.29 (95% CI, 1.22-8.88) for three atopic diseases. CONCLUSION: The presence of atopic triad diseases is significantly associated with risks of systemic lupus erythematosus, rheumatoid arthritis, and Sjögren syndrome, and their coexistence exacerbates this risk. To our knowledge, this was the first study that reported an increased risk of Sjögren syndrome among patients with atopy.

Zinc-Responsive Necrolytic Acral Erythema in a Patient With Psoriasis: A Rare Case.

Necrolytic acral erythema (NAE) is a recently recognized dermatosis almost exclusively associated with hepatitis C virus (HCV) infection, and closely related to zinc deficiency. We present the case of a 60-year-old man with a history of psoriasis and chronic HCV infection, who developed new lesions of NAE extending from previous elephantine psoriatic plaques on bilateral lower legs. According to previous reports, resolution of NAE has been successfully achieved by treatment of the underlying HCV infection, or the use of oral zinc therapy. Our patient exhibited good response to zinc therapy. By reporting this case, we would like to raise the awareness of physicians to this unique acrally distributed dermatosis, which is distinct from psoriasis by its pathological feature of aggregated necrotic keratinocytes and its good response to zinc therapy rather than topical corticosteroids.