• Title/Summary/Keyword: anomalies evaluation

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Data anomaly detection for structural health monitoring using a combination network of GANomaly and CNN

  • Liu, Gaoyang;Niu, Yanbo;Zhao, Weijian;Duan, Yuanfeng;Shu, Jiangpeng
    • Smart Structures and Systems
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    • v.29 no.1
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    • pp.53-62
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    • 2022
  • The deployment of advanced structural health monitoring (SHM) systems in large-scale civil structures collects large amounts of data. Note that these data may contain multiple types of anomalies (e.g., missing, minor, outlier, etc.) caused by harsh environment, sensor faults, transfer omission and other factors. These anomalies seriously affect the evaluation of structural performance. Therefore, the effective analysis and mining of SHM data is an extremely important task. Inspired by the deep learning paradigm, this study develops a novel generative adversarial network (GAN) and convolutional neural network (CNN)-based data anomaly detection approach for SHM. The framework of the proposed approach includes three modules : (a) A three-channel input is established based on fast Fourier transform (FFT) and Gramian angular field (GAF) method; (b) A GANomaly is introduced and trained to extract features from normal samples alone for class-imbalanced problems; (c) Based on the output of GANomaly, a CNN is employed to distinguish the types of anomalies. In addition, a dataset-oriented method (i.e., multistage sampling) is adopted to obtain the optimal sampling ratios between all different samples. The proposed approach is tested with acceleration data from an SHM system of a long-span bridge. The results show that the proposed approach has a higher accuracy in detecting the multi-pattern anomalies of SHM data.

Anorectal Malformations:Diagnosis and Management in Neonatal Period (항문직장기형 - 진단과 신생아기 처치 -)

  • Lee, Nam-Hyuk
    • Advances in pediatric surgery
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    • v.12 no.1
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    • pp.99-106
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    • 2006
  • Anorectal malformations comprise a spectrum of disease and the majority of patients have one or more abnormalities that affect other systems. In evaluating a newborn with anorectal malformation, the decision regarding the need for a colostomy and detection and management of any life threatening associated anomalies are thetwo most important considerations. Perineal inspection provides the clue to the surgical approach in about 80-90 % of male and 90 % of female newborn baby. The remaining patients who do not show any clinical evidence need radiologic evaluation to decide whether a colostomy should be performed. In most cases the decision to make a colostomy should not be made until the baby is 20 to 24 hours old and evaluation to rule out the presence of associated anomalies completed. A divided colostomy at the junction of the descending and sigmoid colon is recommended for anorectal malformations.

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Evaluation of Conotruncal Anomalies by Electron Beam Tomography (Conotruncal 기형 평가에서 전자선 단층 촬영 (EBT)의 정확성)

  • 최병욱;박영환;최병인;최재영;김민정;유석종;이종균;설준희;이승규
    • Journal of Chest Surgery
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    • v.33 no.4
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    • pp.290-300
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    • 2000
  • Background: To evaluate the diagnostic accuracy of EBT(Electron Beam Tomography) in the diagnosis of conotruncal anomaly and to determine whether it can be used as a substitute for cardiac angiography. Material and Method: 20 patients(11M & 9F) with TOF(n=7, pulmonary atresia 2), DORV(n=7), complete TGV(n=4), & corrected TGV(n=2) were included. The age ranged from 7 days to 26 years(median 60 days). We analyzed the sequential chamber localization, the main surgical concenrn in each disease category (PA size, LVED volume and coronary artery pattern for TOF & pulmonary atresia, the LV mass, LVOT obstruction, coronary artery pattern for complete TGV, and type of VSD and TV-PV distance for DORV, etc) and other associated anomalies(e.g., VSD, arch anomalies, tracheal stenosis, etc). Those were compared with the results of echocardiography(n=19), angiography (n=9), and surgery(n=11). The interval between EBT and echocardiography/angiography was within 20/11 days, respectively except for an angiography in a patient with corrected TGV (48 days). Result: EBT correctly diagnosed the basic components of conotruncal anomalies in all subjects, compared to echocardiography, angiography or surgery. These included the presence, type and size of VSD(n=20), pulmonic/LV outflow tract stenosis(n=15/2), relation of great arteries and the pattern of the proximal epicardial coronary arteries(16 out of 20). EBT proved to be accurate in quantitation of the intrapericardial and hilar pulmonary arterial dimension and showed high correlation and no difference compared with echocardiography, angiography, or surgery(p>0.05) except for left pulmonary arterial & ascending arterial dimension by echocardiography. LVED volume in seven TOF(no difference: p>0.05 & high correlation: r=0.996 with echocardiography), and LV mass in 4 complete TGV were obtained. Additionally, EBT enabled the cdiagnosis of subjlottic tracheal stenosis and tracheal bronchus in 1 respectively. Some peripheral PA stenosis were not detected by echocardiography, while echocardiography appeared to be slightly more accurate than EBT in detecing ASD or PDA. Conclusion: EBT can be a non-invasive and accurate modality of for the evaluation of most anatomical alteration including peripheral PS or interruption in patients with conotruncal anomalies. Combined with echocardiography, EBT study provides sufficient information for the palliative or total repair of anomalies.

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Incidental findings in a consecutive series of digital panoramic radiographs

  • MacDonald, David;Yu, Warrick
    • Imaging Science in Dentistry
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    • v.50 no.1
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    • pp.53-64
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    • 2020
  • Purpose: The aim of this study was to determine the prevalence of incidental findings(IFs) on digital dental panoramic radiographs(DPRs) of asymptomatic patients attending a general dental practice. Materials and Methods: This was a retrospective study of 6,252 consecutive digital (photostimulatable phosphor) DPRs of patients who visited a Canadian general dental practice for a complete new patient examination. The IFs were grouped into dental-related anomalies, radiopacities and radiopacities in the jaws, changes in the shape of the condyles, and other findings in the jaws, such as tonsilloliths and mucosal antral pseudocysts. Their prevalence was determined. Results: Thirty-two percent of the DPRs showed at least 1 IF. The highest prevalence was found for dental-related anomalies(29% of all DPRs), of which impacted teeth were the most prevalent finding (24% of all DPRs), followed by idiopathic osteosclerosis(6% of all DPRs). A lower prevalence was noted for tonsilloliths(3%), and the prevalence of root tips, mucosal antral pseudocysts, and anomalies in condylar shape was approximately 1% each. Conclusion: The observed prevalence of 32.1% for IFs of any type underscores the need for a dental practitioner to review the entire DPR when a patient presents for an initial dental examination (or check-up) or for dental hygiene. Only a single IF (a central giant cell granuloma) provoked alarm, as it was initially considered malignant. Similarly, impacted teeth and suspected cysts need careful evaluation upon discovery to determine how they may be optimally managed.

DENTAL COMPLICATIONS AND MANAGEMENT OF A PATIENT WITH NEUROBLASTOMA : SPLINT OF MANDIBULAR INCISORS WITH ROOT ANOMALIES USING MINI-SCREW (신경모세포종의 의학적 치료에 따른 치과적 합병증과 관리 : Mini-screw를 이용한 치근이형성 하악 절치의 고정술)

  • Cheon, Min-kyoung;Kim, Jae-hwan;Choi, Nam-ki;Kim, Seon-mi
    • The Journal of Korea Assosiation for Disability and Oral Health
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    • v.11 no.1
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    • pp.5-8
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    • 2015
  • Neuroblastoma is a common malignant tumor of the sympathetic nervous system in childhood, arises from embryonic neural crest cells. The period of tooth development is matched with peak times of diagnosis and treatment of neuroblastoma. The intensive multimodality treatment including radiotherapy and chemotherapy is used in patients with neuroblastoma has been shown to have late adverse effects and disturbances in dental development like tooth agenesis, microdontia, enamel hypoplasia and short roots. A 8-year old girl had been on medication and radiotherapy for neuroblastoma since she was 15 months old at Department Pediatrics, Chonnam National University Hospital. Oligodontia, microdontia, and short root formation was notable in clinical and radiological examination. Mobility of lower permanent incisor was detected and measured at about degree 2. Resin wire splint using mini-screw implantation on buccal alveolar bone was conducted for maintenance of mandibular incisors and alveolar bone. Excessive mobility has been eliminated and maintained well so far. Further treatment is planned for re-evaluation of mobility, preventing dental caries and regular oral hygiene management. Although we need further evaluation, this treatment could be one of alternative therapy for those who have similar dental anomalies.

Multiple Congenital Vascular Anomalies In a Lakeland Terrier: Computed Tomographic Angiographic Evaluation

  • JANG, Moonjung;CHEON, Sangkyung;KIM, Wanhee;CHOI, Mincheol;YOON, Junghee
    • Journal of Veterinary Clinics
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    • v.35 no.3
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    • pp.114-118
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    • 2018
  • A 3-month-old intact male Lakeland terrier was presented with recurring regurgitation after removing cervical esophageal foreign body by endoscopy. Blood and urine analysis, radiography, ultrasonography, fluoroscopic esophagography, computed tomographic angiography (CTA) were performed. In radiography and fluoroscopic esophagography, vascular ring anomaly was considered as the primary cause of megaesophagus, and CTA with gas-inflation of the esophagus was performed. Compressed esophagus, persistent right aortic arch (PRAA), aberrant left subclavian artery (LSA), and a venous structure which was confirmed in surgery to be incomplete type persistent left cranial vena cava (PLCVC) connected with the left side azygos vein were observed. Left deviation of the trachea was also revealed in CT, which implies the compression by left ligamentum arteriosum. Therefore, type 3 PRAA with left ligamentum arteriosum and aberrant LSA, was considered as a prior differential diagnosis. Surgical repair was performed and the clinical signs improved. This report describes CTA characteristics of combination of PRAA with aberrant LSA, incomplete PLCVC and Lt. azygos vein in a dog. Although not every vascular anomaly does induce clinical sign, some types can complicate the surgical procedure, and cause clinical signs. Therefore, thorough evaluation of vascular anomalies in the thorax is important, and CTA is a useful method in identifying multiple vascular anomalies in dogs.

Evaluation and Management of Antenatal Hydronephrosis

  • Hong, Young Kwon;Lee, Jun Ho
    • Childhood Kidney Diseases
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    • v.19 no.1
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    • pp.8-13
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    • 2015
  • Antenatal hydronephrosis (ANH) is one of the most common abnormal findings detected on prenatal ultrasound (US), and it has been reported in 1-5% of all pregnancies. The likelihood of significant postnatal pathologic abnormality in the urinary tract correlates with the degree of anterior-posterior diameter (APD) according to the gestational age. Detection of urologic anomalies prenatally permits fetal interventions that avoid complications in rare cases of bladder outlet obstruction with oligohydramnios even though their final benefits still remain controversial. There is no clear consensus on the extent and mode of postnatal imaging after a diagnosis of ANH. US is the mainstay of the postnatal evaluation and helps guide further testing with voiding cystourethrography (VCUG) and diuretic renography. Although most algorithms continue to recommend generous VCUG for identification of lower urinary tract anomalies, VCUG may be safely reserved for high grade ANH cases or any grade of ANH with dilated distal ureter without increasing the risk of urinary tract infection (UTI). There are conflicting studies about efficacy of postnatal prophylactic antibiotics. It still seems reasonable to consider use of a prophylactic antibiotic to prevent infant UTIs in high-risk populations, such as females and uncircumcised males with high grades of hydronephrosis, hydroureteronephrosis, or vesicouretral reflux.

Performance Evaluation of Motor-Operated Valve Using Electrical Signatures

  • Park, Joo-Moon;Joo, Hyung-Jun;Jung, Jae-Cheon;Sung, Key-Yong;Seong, Se-Jin
    • Proceedings of the KIPE Conference
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    • 2001.10a
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    • pp.52-55
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    • 2001
  • This paper is to see the availability of electrical signatures as a means for evaluating the performance and monitoring mechanical anomalies of (MOVs). To estimate motor torque, two methods such as d-q frame conversion and air-gap method are suggested and estimated results are compared with measured values. The error between measured and estimated torques is within acceptable error bound with below $1\%$ under varied load. Frequency domain analysis of calculated torque has been done as well. It is shown that monitoring of peak frequency could give useful clues to detect anomalies of MOV. As results, electrical signatures at MOV motor is expected to be an available tool for estimation of motor capacity and monitoring of electrical and mechanical abnormalities.

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A rare case of dilated invaginated odontome with talon cusp in a permanent maxillary central incisor diagnosed by cone beam computed tomography

  • Jaya, Ranganathan;Kumar, Rangarajan Sundaresan Mohan;Srinivasan, Ramasamy
    • Imaging Science in Dentistry
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    • v.43 no.3
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    • pp.209-213
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    • 2013
  • It has been a challenge to establish the accurate diagnosis of developmental tooth anomalies based on periapical radiographs. Recently, three-dimensional imaging by cone beam computed tomography has provided useful information to investigate the complex anatomy of and establish the proper management for tooth anomalies. The most severe variant of dens invaginatus, known as dilated odontome, is a rare occurrence, and the cone beam computed tomographic findings of this anomaly have never been reported for an erupted permanent maxillary central incisor. The occurrence of talon cusp occurring along with dens invaginatus is also unusual. The aim of this report was to show the importance of cone beam computed tomography in contributing to the accurate diagnosis and evaluation of the complex anatomy of this rare anomaly.

Surgical treatment of vascular ring: a report of 6 cases (혈관륜의 수술체험6례 보)

  • 김원곤
    • Journal of Chest Surgery
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    • v.17 no.2
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    • pp.205-211
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    • 1984
  • Developmental anomalies of the aortic arch, commonly known as vascular rings, are relatively rare congenital vascular anomalies which can compress the trachea and esophagus. We have presented six patients with surgically treated vascular rings at Seoul National University Hospital during the period June 1970 through May 1984. Two patients had double aortic arches and four patients had right aortic arch with aberrant left subclavian artery and left ligamentum arteriosum. Four patients had symptoms relating vascular ring and two patients were detected incidentally during diagnostic evaluation of symptomatic intracardiac defects. Associated congenital malformations were seen in four patients. The operative approach was through left thoracotomy in three patients and median sternotomy in remaining three patients associated with congenital cardiac defects. There were no postoperative deaths with excellent result in preoperative symptomatic patients. To our knowledge, successful surgical repair of vascular ring has been reported only once in the Korean literature.

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