RESUMEN
Structural health monitoring (SHM) is critical for ensuring the safety of infrastructure such as bridges. This article presents a digital twin solution for the SHM of railway bridges using low-cost wireless accelerometers and machine learning (ML). The system architecture combines on-premises edge computing and cloud analytics to enable efficient real-time monitoring and complete storage of relevant time-history datasets. After train crossings, the accelerometers stream raw vibration data, which are processed in the frequency domain and analyzed using machine learning to detect anomalies that indicate potential structural issues. The digital twin approach is demonstrated on an in-service railway bridge for which vibration data were collected over two years under normal operating conditions. By learning allowable ranges for vibration patterns, the digital twin model identifies abnormal spectral peaks that indicate potential changes in structural integrity. The long-term pilot proves that this affordable SHM system can provide automated and real-time warnings of bridge damage and also supports the use of in-house-designed sensors with lower cost and edge computing capabilities such as those used in the demonstration. The successful on-premises-cloud hybrid implementation provides a cost effective and scalable model for expanding monitoring to thousands of railway bridges, democratizing SHM to improve safety by avoiding catastrophic failures.
RESUMEN
El síndrome del folículo vacío (SFV) es el fracaso total para recuperar los ovocitos después de la estimulación ovárica, a pesar de un desarrollo folicular aparentemente normal y una esteroidogénesis folicular adecuada. Se han descrito dos variantes de SFV: la forma genuina, que ocurre en presencia de niveles adecuados de hCGβ circulante o de LH en el momento de la aspiración de ovocitos, y la forma 'falsa', que se asocia a niveles séricos de hCG/LH por debajo de un umbral crítico. En nuestra paciente, tras un protocolo aceptado de estimulación ovárica con gonadotropina menopáusica humana y folitropina alfa y posterior maduración folicular con coriogonadotropina alfa no se obtuvieron cúmulos ovocitarios en la punción ecoguiada, con lo que se trató de emplear otras estrategias encaminadas a corregir esta situación. El tratamiento y el pronóstico de estas pacientes aún no se conocen bien. Se necesitan grandes estudios multicéntricos y revisiones sistemáticas para aumentar la comprensión del SFV y así, su manejo, diseñando mejores estrategias como tratamos de hacer con nuestra paciente con el empleo de doble descarga para maduración ovocitaria.
Empty follicle syndrome (EFS) is the complete failure to retrieve oocytes after ovarian stimulation, despite apparently normal follicular development and adequate follicular steroidogenesis. Two variants of EFS have been described: the genuine form, which occurs in the presence of adequate circulating βhCG or LH levels at the time of oocyte aspiration, and the 'false' form, which is associated with serum hCG/ LH levels below a critical threshold. In our patient, after an accepted protocol of ovarian stimulation with human menopausal gonadotropin and follitropin alfa and subsequent follicular maturation with choriogonadotropin alfa, no oocyte clusters were obtained in the ultrasound-guided puncture, so an attempt was made to use other strategies aimed at correcting this situation. The treatment and prognosis of these patients are still poorly understood. Large multicenter studies and systematic reviews are needed to increase understanding of EFS and thus its management, designing better strategies as we tried to do with our patient with the use of double discharge for oocyte maturation.
RESUMEN
Background: We believe that physiotherapy with muscle training (MT) of the postpartum pelvic floor may lead to a change in the clinical management of patients with avulsion of the puborectal portion of the levator ani muscle (LAM). Our objective is to assess whether physiotherapy with MT of the postpartum pelvic floor in patients with LAM avulsion produces changes in pelvic floor morphology evaluated by 3/4D transperineal ultrasound. Methods: This parallel randomized controlled trial (RCT) included 97 primiparous patients. A study was conducted in three parts. In the first part (3 months postpartum), primiparous patients with LAM avulsion were recruited, and the levator hiatus and the LAM areas were measured using 3/4D transperineal ultrasound. In the second part (3 to 6 months postpartum), patients were randomized into two groups, with one undergoing rehabilitation (experimental group) and another without rehabilitation (control group). At the end of 6 months, a new transperineal ultrasound was performed. In the third part (9 months postpartum), the levator hiatus and LAM dimensions were analyzed again. The RCT was registered at ClinicalTrials.gov (NCT03686956). Project PI16/01387 funded by Instituto de Salud Carlos III (Spain) integrated in the national I+D+i 2013-2016 and cofounded by the European Union (ERDF/ESF, "Investing in your future"). Results: A total of 92 completed the study, including 46 patients in the experimental group and 46 in the control group. The experimental group had a greater LAM area at 6 months (9.2±1.9 vs. 7.6±2.1 cm2, P=0.008; 95% CI: 0.6-3.0) and 9 months after labor (9.4±2.7 vs. 7.6±2.0 cm2, P=0.012; 95% CI: 0.4-3.2), which was not observed at 3 months postpartum (8.3±1.6 vs. 7.5±2.3 cm2; P=0.183; 95% CI: 0.39-1.99). The levator hiatus area decreased more in the experimental group in almost all comparisons. The most significant change occurred from 3 to 6 months during the Valsalva maneuver (-3.92±5.12 vs. 0.45±3.06 cm2; P<0.005; 95% CI: 2.64-5.00). Conclusions: Women with a rehabilitated LAM through physiotherapy showed a significant reduction in the levator hiatus area during Valsalva while receiving in-person physical therapy (3 to 6 months after delivery). These differences did not persist once physical therapy was completed (6 to 9 months after delivery). Trial Registration: ClinicalTrials.gov identifier NCT03686956.