U-Net-Based Foreign Object Detection Method Using Effective Image Acquisition System: A Case of Almond and Green Onion Flake Food Process

Supervised deep learning-based foreign object detection algorithms are tedious, costly, and time-consuming because they usually require a large number of training datasets and annotations. These disadvantages make them frequently unsuitable for food quality evaluation and food manufacturing processes. However, the deep learning-based foreign object detection algorithm is an effective method to overcome the disadvantages of conventional foreign object detection methods mainly used in food inspection. For example, color sorter machines cannot detect foreign objects with a color similar to food, and the performance is easily degraded by changes in illuminance. Therefore, to detect foreign objects, we use a deep learning-based foreign object detection algorithm (model). In this paper, we present a synthetic method to efficiently acquire a training dataset of deep learning that can be used for food quality evaluation and food manufacturing processes. Moreover, we perform data augmentation using color jitter on a synthetic dataset and show that this approach significantly improves the illumination invariance features of the model trained on synthetic datasets. The F1-score of the model that trained the synthetic dataset of almonds at 360 lux illumination intensity achieved a performance of 0.82, similar to the F1-score of the model that trained the real dataset. Moreover, the F1-score of the model trained with the real dataset combined with the synthetic dataset achieved better performance than the model trained with the real dataset in the change of illumination. In addition, compared with the traditional method of using color sorter machines to detect foreign objects, the model trained on the synthetic dataset has obvious advantages in accuracy and efficiency. These results indicate that the synthetic dataset not only competes with the real dataset, but they also complement each other.

A Case of Whistle as Foreign Body in Trachea

Background. Most of foreign body aspiration cases are found in children under the age of fifteen. Pediatric patients often presents with non-food foreign body aspiration, such as toys. The most common clinical manifestation are history of choking following foreign object insertion into the mouth (85%), paroxysmal cough (59%), wheezing (57%) and airway obstruction (5%). Case presentation. Main principle of airway foreign body extraction is to do it immediately in the most optimal condition with slightest possible trauma. Rigid bronchoscopy is a suitable choice for tracheal foreign body extraction. We reported a case of seven years old male with tracheal foreign body presented with history of whistle ingestion five hours prior to admission. This patient was discharged from hospital after third days of rigid bronchoscopy procedure. Conclusion. History of foreign body aspiration in children should be suspected as a tracheobronchial foreign body. Rigid bronchoscopy is preferred to extract foreign bodies present in the trachea. The prognosis for tracheobronchial foreign body aspiration is good if the foreign body is treated early and without complications.

Development of a mathematical model to demonstrate the impact on the fan blades of a high dual-circuit turbofan engine

A mathematical model describing the impact of a foreign object (bird) on the fan blades of a turbofan engine with a high degree of dual circuitry was developed. The validation of the calculation studies was evaluated based on the examination on the prototype engine. Considering the increasing application of composite materials in the designs of prospective aviation gas-turbine engines and assuming the importance of the issue related to providing a sufficient level of airworthiness special attention is paid to the modeling and assessment of the condition of composite fan blades. In this connection the developed model allows to investigate the stress-strain state of the blades made of different, including composite materials, of the fan under the influence of foreign objects and birds on them.

Foreign Object Damage characteristics and their effects on high cycle fatigue property of Ni-based superalloy GH4169

In this study, high-speed ballistic impact tests were conducted on GH4169 alloy samples with the aeroengine compressor blade leading edge feature to simulate the notch-type foreign object damages (FOD). Macroscopic and microscopic characterization of FOD and high cycle fatigue tests were performed to investigate the effect of FOD depth on GH4169 alloy fatigue strength along with numerical analysis using Kitagawa-Takahashi diagram. Results show the incident side of notch-type FOD is relatively smooth, whereas the exit side is rugged. The FOD depth ranges from 0.18mm to 1.33mm, and the fatigue strength of damaged samples is 37.93%~97.04% of the undamaged samples. As FOD depth increases, damage length, material losses and stress concentration coefficient of the FOD increase significantly along with the increasing adiabatic shear bands, micro voids and cracks, resulting in fatigue strength reduction. Numerical analysis indicates that the Kitagawa-Takahashi diagram can provide a basic model for the design of FOD tolerance.

Largest sized enterolith ileus due to a duodenal diverticulum in a virgin abdomen causing small bowel obstruction

We describe the case of a 73-year-old woman with a high body mass index and a virgin abdomen who presented with a 5-day history of abdominal pain, emesis and confusion on admission. Inflammatory markers and renal function were significantly deranged. CT of the abdomen and pelvis demonstrated a clear transition point and faecalisation of the small bowel proximal to the obstruction. It was suggested that the patient may have ingested a foreign object. A collateral history was obtained, making this less likely and confirmed an acute cognitive impairment. She was optimised following multidisciplinary discussion preoperatively. Thereafter, the patient underwent a laparotomy, where a hard, mobile mass was identified in the jejunum. This was diagnosed as an enterolith of dimensions 62×38×32 mm secondary to a duodenal diverticulum. She improved postoperatively with complete resolution of her confusion and renal function. She was discharged on day 14 of admission.