In order to address the issues of complex system structure and variable selection difficulty for the current heavy haul railway line status evaluation system, a three-category and three-layer heavy-haul line status ev...In order to address the issues of complex system structure and variable selection difficulty for the current heavy haul railway line status evaluation system, a three-category and three-layer heavy-haul line status evaluation variable set construction and reduction optimization method is proposed. Firstly, the status of heavy haul railway line is analyzed, and an initial set of evaluation variables affecting the line status is constructed. Then, based on the association rule and the principal component analysis method, key variables are extracted from the initial variable set to establish the evaluation system. Finally, this method is verified with actual data of a line. The results show that the service performance of heavy haul railway line can still be evaluated accurately when the evaluation variables are reduced by 60% in the proposed method.展开更多
In order to prevent possible casualties and economic loss, it is critical to accurate prediction of the Remaining Useful Life (RUL) in rail prognostics health management. However, the traditional neural networks is di...In order to prevent possible casualties and economic loss, it is critical to accurate prediction of the Remaining Useful Life (RUL) in rail prognostics health management. However, the traditional neural networks is difficult to capture the long-term dependency relationship of the time series in the modeling of the long time series of rail damage, due to the coupling relationship of multi-channel data from multiple sensors. Here, in this paper, a novel RUL prediction model with an enhanced pulse separable convolution is used to solve this issue. Firstly, a coding module based on the improved pulse separable convolutional network is established to effectively model the relationship between the data. To enhance the network, an alternate gradient back propagation method is implemented. And an efficient channel attention (ECA) mechanism is developed for better emphasizing the useful pulse characteristics. Secondly, an optimized Transformer encoder was designed to serve as the backbone of the model. It has the ability to efficiently understand relationship between the data itself and each other at each time step of long time series with a full life cycle. More importantly, the Transformer encoder is improved by integrating pulse maximum pooling to retain more pulse timing characteristics. Finally, based on the characteristics of the front layer, the final predicted RUL value was provided and served as the end-to-end solution. The empirical findings validate the efficacy of the suggested approach in forecasting the rail RUL, surpassing various existing data-driven prognostication techniques. Meanwhile, the proposed method also shows good generalization performance on PHM2012 bearing data set.展开更多
AIM: To study the effects of low-dose amitriptyline (AMT) on gastrointestinal function and brain-gut peptides in healthy Chinese volunteers. METHODS: This was a double-blind, randomised, placebo-controlled, two-period...AIM: To study the effects of low-dose amitriptyline (AMT) on gastrointestinal function and brain-gut peptides in healthy Chinese volunteers. METHODS: This was a double-blind, randomised, placebo-controlled, two-period cross-over trial. Twentyeight healthy volunteers were randomised and administered 1-wk treatments of AMT (12.5 mg tid) or placebo. Before and during the final two days of treatment, gastric emptying, proximal gastric accommodation and visceral sensitivity were measured by drinkingultrasonography test; the orocecal transit time (OCTT) was measured by lactulose hydrogen breath test, and fasting blood was collected. Plasma levels of ghrelin, motilin and neuropeptide Y (NPY) were measured by enzyme-linked immunosorbent assay kits.RESULTS: AMT slowed the OCTT (109.2 ± 29.68 min vs 96.61 ± 23.9 min, P = 0.004) but did not affect liquid gastric emptying and had no effect on proximal gastric accommodation. AMT resulted in decreases in the visual analogue scale (VAS) for difficulty in drinking 600 and 800 mL of water (3.57 ± 0.94 vs 2.98 ± 0.85, 5.57 ± 0.82 vs 4.57 ± 0.98, P < 0.01 for both), although it had no significant effect on the VAS for difficulty in drinking 200 mL and 400 mL of water. AMT significantly increased the plasma ghrelin level (442.87 ± 176.79 pg/mL vs 526.87 ± 158.44 pg/mL, P = 0.04) and the neuropeptide-Y level (890.15 ± 131.46 pg/mL vs 965.64 ± 165.63 pg/mL, P = 0.03), whereas it had no effect on the MTL level. CONCLUSION: Low-dose AMT could slow OCTT, make the stomach less sensitive and increase the plasma levels of ghrelin and NPY. Thus, we recommend the use of low-dose AMT for functional gastrointestinal disorders.展开更多
AIM:To compare the efficacy and side effects of lowdose amitriptyline(AMT)with proton pump inhibitor treatment in patients with globus pharyngeus.METHODS:Thirty-four patients who fulfilled the RomeⅢcriteria for funct...AIM:To compare the efficacy and side effects of lowdose amitriptyline(AMT)with proton pump inhibitor treatment in patients with globus pharyngeus.METHODS:Thirty-four patients who fulfilled the RomeⅢcriteria for functional esophageal disorders were included in this study.Patients were randomly assigned to receive either 25 mg AMT before bedtime(AMT group)or 40 mg Pantoprazole once daily for 4 wk(conventional group).The main efficacy endpoint was assessed using the Glasgow Edinburgh Throat Scale(GETS).The secondary efficacy endpoints included the Medical Outcomes Study 36-item short form health survey[social functioning(SF)-36]and the Pittsburgh Sleep Quality Index.Treatment response was defined as a>50%reduction in GETS scores.All patients entering this study recorded side effects at days 1,8,15,22 and 29 using a visual analogue scale.RESULTS:Thirty patients completed the study.After 4 wk of treatment,the AMT group had a greater response than the conventional group(75%vs 35.7%,P=0.004).At day 3,the AMT group showed significantly more improvement than the Conventional group in GETS score(3.69±1.14 vs 5.64±1.28,P=0.000).After 4 wk of treatment,the AMT group showed significantly greater improvement in GETS score and sleep quality than the Conventional group(1.25±1.84 vs 3.79±2.33,4.19±2.07 vs 8.5±4.97;P<0.01 for both).Additionally,the AMT group was more likely than the Conventional group to experience improvement in the SF-36,including general health,vitality,social functioning and mental health(P=0.044,0.024,0.049 and 0.005).Dry mouth,sleepiness,dizziness and constipation were the most common side effects.CONCLUSION:Low-dose AMT is well tolerated and can significantly improve patient symptoms,sleep and quality of life.Thus,low-dose AMT may be an effective treatment for globus pharyngeus.展开更多
文摘In order to address the issues of complex system structure and variable selection difficulty for the current heavy haul railway line status evaluation system, a three-category and three-layer heavy-haul line status evaluation variable set construction and reduction optimization method is proposed. Firstly, the status of heavy haul railway line is analyzed, and an initial set of evaluation variables affecting the line status is constructed. Then, based on the association rule and the principal component analysis method, key variables are extracted from the initial variable set to establish the evaluation system. Finally, this method is verified with actual data of a line. The results show that the service performance of heavy haul railway line can still be evaluated accurately when the evaluation variables are reduced by 60% in the proposed method.
文摘In order to prevent possible casualties and economic loss, it is critical to accurate prediction of the Remaining Useful Life (RUL) in rail prognostics health management. However, the traditional neural networks is difficult to capture the long-term dependency relationship of the time series in the modeling of the long time series of rail damage, due to the coupling relationship of multi-channel data from multiple sensors. Here, in this paper, a novel RUL prediction model with an enhanced pulse separable convolution is used to solve this issue. Firstly, a coding module based on the improved pulse separable convolutional network is established to effectively model the relationship between the data. To enhance the network, an alternate gradient back propagation method is implemented. And an efficient channel attention (ECA) mechanism is developed for better emphasizing the useful pulse characteristics. Secondly, an optimized Transformer encoder was designed to serve as the backbone of the model. It has the ability to efficiently understand relationship between the data itself and each other at each time step of long time series with a full life cycle. More importantly, the Transformer encoder is improved by integrating pulse maximum pooling to retain more pulse timing characteristics. Finally, based on the characteristics of the front layer, the final predicted RUL value was provided and served as the end-to-end solution. The empirical findings validate the efficacy of the suggested approach in forecasting the rail RUL, surpassing various existing data-driven prognostication techniques. Meanwhile, the proposed method also shows good generalization performance on PHM2012 bearing data set.
文摘AIM: To study the effects of low-dose amitriptyline (AMT) on gastrointestinal function and brain-gut peptides in healthy Chinese volunteers. METHODS: This was a double-blind, randomised, placebo-controlled, two-period cross-over trial. Twentyeight healthy volunteers were randomised and administered 1-wk treatments of AMT (12.5 mg tid) or placebo. Before and during the final two days of treatment, gastric emptying, proximal gastric accommodation and visceral sensitivity were measured by drinkingultrasonography test; the orocecal transit time (OCTT) was measured by lactulose hydrogen breath test, and fasting blood was collected. Plasma levels of ghrelin, motilin and neuropeptide Y (NPY) were measured by enzyme-linked immunosorbent assay kits.RESULTS: AMT slowed the OCTT (109.2 ± 29.68 min vs 96.61 ± 23.9 min, P = 0.004) but did not affect liquid gastric emptying and had no effect on proximal gastric accommodation. AMT resulted in decreases in the visual analogue scale (VAS) for difficulty in drinking 600 and 800 mL of water (3.57 ± 0.94 vs 2.98 ± 0.85, 5.57 ± 0.82 vs 4.57 ± 0.98, P < 0.01 for both), although it had no significant effect on the VAS for difficulty in drinking 200 mL and 400 mL of water. AMT significantly increased the plasma ghrelin level (442.87 ± 176.79 pg/mL vs 526.87 ± 158.44 pg/mL, P = 0.04) and the neuropeptide-Y level (890.15 ± 131.46 pg/mL vs 965.64 ± 165.63 pg/mL, P = 0.03), whereas it had no effect on the MTL level. CONCLUSION: Low-dose AMT could slow OCTT, make the stomach less sensitive and increase the plasma levels of ghrelin and NPY. Thus, we recommend the use of low-dose AMT for functional gastrointestinal disorders.
文摘AIM:To compare the efficacy and side effects of lowdose amitriptyline(AMT)with proton pump inhibitor treatment in patients with globus pharyngeus.METHODS:Thirty-four patients who fulfilled the RomeⅢcriteria for functional esophageal disorders were included in this study.Patients were randomly assigned to receive either 25 mg AMT before bedtime(AMT group)or 40 mg Pantoprazole once daily for 4 wk(conventional group).The main efficacy endpoint was assessed using the Glasgow Edinburgh Throat Scale(GETS).The secondary efficacy endpoints included the Medical Outcomes Study 36-item short form health survey[social functioning(SF)-36]and the Pittsburgh Sleep Quality Index.Treatment response was defined as a>50%reduction in GETS scores.All patients entering this study recorded side effects at days 1,8,15,22 and 29 using a visual analogue scale.RESULTS:Thirty patients completed the study.After 4 wk of treatment,the AMT group had a greater response than the conventional group(75%vs 35.7%,P=0.004).At day 3,the AMT group showed significantly more improvement than the Conventional group in GETS score(3.69±1.14 vs 5.64±1.28,P=0.000).After 4 wk of treatment,the AMT group showed significantly greater improvement in GETS score and sleep quality than the Conventional group(1.25±1.84 vs 3.79±2.33,4.19±2.07 vs 8.5±4.97;P<0.01 for both).Additionally,the AMT group was more likely than the Conventional group to experience improvement in the SF-36,including general health,vitality,social functioning and mental health(P=0.044,0.024,0.049 and 0.005).Dry mouth,sleepiness,dizziness and constipation were the most common side effects.CONCLUSION:Low-dose AMT is well tolerated and can significantly improve patient symptoms,sleep and quality of life.Thus,low-dose AMT may be an effective treatment for globus pharyngeus.
