• Title/Summary/Keyword: Individual screening

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A semi-supervised interpretable machine learning framework for sensor fault detection

  • Martakis, Panagiotis;Movsessian, Artur;Reuland, Yves;Pai, Sai G.S.;Quqa, Said;Cava, David Garcia;Tcherniak, Dmitri;Chatzi, Eleni
    • Smart Structures and Systems
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    • v.29 no.1
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    • pp.251-266
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    • 2022
  • Structural Health Monitoring (SHM) of critical infrastructure comprises a major pillar of maintenance management, shielding public safety and economic sustainability. Although SHM is usually associated with data-driven metrics and thresholds, expert judgement is essential, especially in cases where erroneous predictions can bear casualties or substantial economic loss. Considering that visual inspections are time consuming and potentially subjective, artificial-intelligence tools may be leveraged in order to minimize the inspection effort and provide objective outcomes. In this context, timely detection of sensor malfunctioning is crucial in preventing inaccurate assessment and false alarms. The present work introduces a sensor-fault detection and interpretation framework, based on the well-established support-vector machine scheme for anomaly detection, combined with a coalitional game-theory approach. The proposed framework is implemented in two datasets, provided along the 1st International Project Competition for Structural Health Monitoring (IPC-SHM 2020), comprising acceleration and cable-load measurements from two real cable-stayed bridges. The results demonstrate good predictive performance and highlight the potential for seamless adaption of the algorithm to intrinsically different data domains. For the first time, the term "decision trajectories", originating from the field of cognitive sciences, is introduced and applied in the context of SHM. This provides an intuitive and comprehensive illustration of the impact of individual features, along with an elaboration on feature dependencies that drive individual model predictions. Overall, the proposed framework provides an easy-to-train, application-agnostic and interpretable anomaly detector, which can be integrated into the preprocessing part of various SHM and condition-monitoring applications, offering a first screening of the sensor health prior to further analysis.

Influence of Salt Concentrations on the Stabilities and Properties of Sodium Caseinate Stabilized Oil-in-Water Emulsions

  • Surh, Jeong-Hee;McClements, David Julian
    • Food Science and Biotechnology
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    • v.17 no.1
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    • pp.8-14
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    • 2008
  • The influence of salt concentration on the stability of sodium caseinate (CAS)-stabilized emulsions (20 wt% corn oil, 3.2 wt% CAS, 5 mM imidazole/acetate buffer, pH 7) was examined. In the absence of salt, laser diffraction measurements and optical microscopy measurements indicated there were some large oil droplets ($d>10\;{\mu}m$) in the emulsions stabilized by 0.8 to 3.2 wt% of CAS. The droplet aggregation (mostly droplet coalescence) observed in the emulsions containing ${\leq}2.8\;wt%$ CAS tended to decrease as the CAS concentration increased, however, after which concentration (at 3.2 wt% CAS) depletion flocculation occurred. The addition of $CaCl_2$ (5-20 mM) into the emulsions stabilized by 3.2 wt% CAS prevented the depletion flocculation although there was a small fraction of relatively large individual droplets in the emulsions, which was attributed to electrostatic screening effect and bridging effect of calcium ion. This study has shown that calcium ion that has been reputed to promote droplet aggregation could improve emulsion stability against droplet aggregation in CAS-stabilized emulsions.

Quantum Mechanical Simulation for the Analysis, Optimization and Accelerated Development of Precursors and Processes for Atomic Layer Deposition (ALD)

  • Mustard, Thomas Jeffrey Lomax;Kwak, Hyunwook Shaun;Goldberg, Alexander;Gavartin, Jacob;Morisato, Tsuguo;Yoshidome, Daisuke;Halls, Mathew David
    • Journal of the Korean Ceramic Society
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    • v.53 no.3
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    • pp.317-324
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    • 2016
  • Continued miniaturization and increasingly exact requirements for thin film deposition in the semiconductor industry is driving the search for new effective, efficient, selective precursors and processes. The requirements of defect-free, conformal films, and precise thickness control have focused attention on atomic layer deposition (ALD). ALD precursors so far have been developed through a trial-and-error experimental approach, leveraging the expertise and tribal knowledge of individual research groups. Precursors can show significant variation in performance, depending on specific choice of co-reactant, deposition stage, and processing conditions. The chemical design space for reactive thin film precursors is enormous and there is urgent need for the development of computational approaches to help identify new ligand-metal architectures and functional co-reactants that deliver the required surface activity for next-generation thin-film deposition processes. In this paper we discuss quantum mechanical simulation (e.g. density functional theory, DFT) applied to ALD precursor reactivity and state-of-the-art automated screening approaches to assist experimental efforts leading toward optimized precursors for next-generation ALD processes.

Alveolar Fricative Sound Errors by the Type of Morpheme in the Spontaneous Speech of 3- and 4-Year-Old Children (자발화에 나타난 형태소 유형에 따른 3-4세 아동의 치경마찰음 오류)

  • Kim, Soo-Jin;Kim, Jung-Mee;Yoon, Mi-Sun;Chang, Moon-Soo;Cha, Jae-Eun
    • Phonetics and Speech Sciences
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    • v.4 no.3
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    • pp.129-136
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    • 2012
  • Korean alveolar fricatives are late-developing speech sounds. Most previous research on phonemes used individual words or pseudo words to produce sounds, but word-level phonological analysis does not always reflect a child's practical articulation ability. Also, there has been limited research on articulation development looking at speech production by grammatical morphemes despite its importance in Korean language. Therefore, this research examines the articulation development and phonological patterns of the /s/ phoneme in terms of morphological types produced in children's spontaneous conversational speech. The subjects were twenty-two typically developing 3- and 4-year-old Koreans. All children showed normal levels in three screening tests: hearing, vocabulary, and articulation. Spontaneous conversational samples were recorded at the children's homes. The results are as follows. The error rates decreased with increasing age in all morphological contexts. Also, error percentages within an age group were significantly lower in lexical morphemes than in grammatical morphemes. The stopping of fricative sounds was the main error pattern in all morphological contexts and reduced as age increased. This research shows that articulation performance can differ significantly by morphological contexts. The present study provides data that can be used to identify the difficult context for articulatory evaluation and therapy of alveolar fricative sounds.

The Evaluation of a Health Coaching Program on Metabolic Syndrome Patients (대사증후군 대상자들의 건강코칭프로그램 평가)

  • Jo, Heui-Sug;Jung, Su-Mi;Lee, Hey-Jean
    • Korean Journal of Health Education and Promotion
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    • v.29 no.1
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    • pp.97-108
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    • 2012
  • Objectives: We assessed the feasibility of health coaching for health coaching program on metabolic syndrome. Methods: We developed a 6 month health coaching program on metabolic Syndrome. We recruited people with metabolic syndrome according to modified NCEP-ATP III. The participants were 9 men over 30 years of age who had taken a health screening at general hospital. We collected data such as demographics, BMI, body fat, blood pressure, HDL-cholesterol blood sugar and triglyceride. The program was analyzed by using Wilcoxon signed rank test. Results: Participants showed significantly decreased BMI, weight, waist circumference, body fat after 6 month program. They talked the awareness about their own behavior. They changed into better for eating habits, physical activities, and self management. Their discipline increased and eating habits became regular. They were satisfied to this program and showed strong confidence about their own change. Conclusions: Coaching did not direct certain behavioral change but guided self awareness and practice. Health coaching program showed long maintained effect to participants. We suggested health coaching as a helpful individual program to intervene risky health behavior especially for metabolic Syndrome.

Studies on Disintegration of Korean Old Corrugated Container(KOCC) Using a Pilot Screen (파일롯 스크린을 활용한 KOCC 해리 효율 연구)

  • Lee, Tai Ju;Nam, Yun Seok;Sim, Jae Min;Ryu, Jeong Yong
    • Journal of Korea Technical Association of The Pulp and Paper Industry
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    • v.48 no.3
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    • pp.14-22
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    • 2016
  • Pulping is a stage that can change fibrous raw materials into pumpable slurry. Recovered paper can be defibrated to individual fibers by shear stress generated by rotation of a rotor and water. Disintegration of recovered paper is more complicated than that of chemical pulp. When disintegration of recovered paper is poor, screening and cleaning efficiency will be worse and properties of paper will also be deteriorated. Therefore, pulping is an important treatment for improvement of availability of recovered paper and process runnability. In this study, degrees of disintegration of KOCC obtained from a linerboard mill was analyzed with a pilot-scale screen. Flake removal of KOCC slurry was performed by a pilot screen. Simple pumping action gave a positive effect on disintegration of KOCC. After pumping for 10 minutes, paper strength increased without the change of water retention value and fibrillation of KOCC slurry. This phenomena can be explained by modification of hornified surface of KOCC fibers by shear stress generated by pumping. Consequently, disintegration efficiency of KOCC can be enhanced by control of retention time at pulper or an agitation power at chests of papermaking process.

Classification Method of Sleep Induction Sounds in Sleep Care Service based on Brain Wave (뇌파에 기반한 수면케어 서비스에서 수면유도음향의 분류기법)

  • Wi, Hyeon Seung;Lee, Byung Mun
    • Journal of Korea Multimedia Society
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    • v.23 no.11
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    • pp.1406-1417
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    • 2020
  • Sounds that have been evaluated to be effective in inducing sleep are helpful to reduce sleep disorders. Generally, several sounds have been verified the effects by brainwave experiments, but it cannot be considered on all users because of individual variation for effects. Moreover, the effectiveness for inducing sleep is not known for all new sounds made by creative activities. Therefore, new classification system is required to collect new effective sounds with considering personal brainwave characteristics. In this paper, we propose a new sound classification method by applying improved MinHash cluster to brain waves. The proposed method will classify them through whether it is effective for sleep care by evaluation his brainwave during listening for each sound. In order to prove effectiveness of the proposed classification method, we conducted accuracy experiment for sleep sound classification using verified sleep induction sound. In addition, we have compared time for existing method and proposed method. The former is scored 85% accuracy in the experiment. We confirmed the latter one that the average processing time was reduced to 70%. It is expected to be one of method for pre-screening whether it is effective when a new sound is introduced as a sound for sleep induction.

Clinical significance of serum IgE (혈청 IgE의 임상적 의의)

  • Chung, Hai Lee
    • Clinical and Experimental Pediatrics
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    • v.50 no.5
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    • pp.416-421
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    • 2007
  • Many previous studies have proved that human allergic disease resulted from the formation of antibodies belonging to a unique immunoglobulin isotype termed immunoglobulin E (IgE). Most of IgE-producing plasma cells are found in the lymphoid tissue associated with the gastrointestinal and respiratory tracts. IgE may be found free in the mucosal secretions of these tissues, bound to local mast cells, or distributed by the systemic circulation to mast cells and basophils throughout the body. Total serum IgE concentrations tend to be higher in allergic adults and children compared with non-allergic individuals, but the value of total serum IgE as a screening test for allergic disease is limited. Total serum IgE levels are related to the probability of an individual having detectable allergen-specific IgE. Allergen-specific IgE concentrations vary with a person's age, the degree and duration of the recent allergen or cross-reactive allergen exposure. The value of quantitative assays for allergen-specific IgE has been suggested in recent studies. Serum IgE increases in many non-allergic diseases, including infectious and parasitic diseases. The IgE changes appear to be specific to the infectious agents, whereas non-specific in other diseases. The increased serum IgE in some of these conditions probably results from alterations in immune function. This review summarizes the clinical significance of total and allergen-specific IgE examinations in allergic diseases.

Effects of Yijin-tang-gamibang Extracts on Reflux Esophagitis (역류성 식도염에 대한 이진탕가미방(二陣湯加味方) 효과 연구)

  • Hwang, Gee-Young;Kim, Dae-Jun;Byun, Joon-Seok
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.23 no.5
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    • pp.1073-1079
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    • 2009
  • The object of this study was to observe the protective effects of Yijin-tang-gamibang (YJGMB), Yijin-tang has been traditionally used as Korean medicine for treating various digestive diseases. The study showed that it is effective on reflux esophagitis induced by pylorus and forestomach ligation in rats. Three different dosages of Yijin-tang-gamibang extracts, 300, 150 and 75 mg/kg, were once orally administered 1 hour before pylorus ligation. 6 groups, each of 8 rats per group were used in the present study. The results were compared with Omeprazole, antioxidant and proton pump inhibitor, 30 mg/kg treated group. Yijin-tang-gamibang extracts 300 mg/kg were showed similar or slightly lower effects as compared with 30 mg/kg of omeprazole in the present study. Detail mechanism studies should be conduced in future with the efficacy tests of individual herbal composition of Yijin-tang-gamibang and the screening of the biological active compounds in herbs.

Carcinogen-DNA and Protein Adducts-Markers of Exposure and Risk

  • Sanetella, Regina M.
    • Proceedings of the Korean Society of Toxicology Conference
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    • 2002.05b
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    • pp.1-19
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    • 2002
  • It is well established that the initiating event in chemical carcinogenesis is the binding of reactive carcinogens to DNA. Thus, a number of analytic methods have been developed for determining levels of carcinogen-DNA adducts in humans as a marker of individual exposure and, potentially, of risk for cancer development. In addition, reactive carcinogens also bind to protein suggesting protein adducts can be used as a surrogate for DNA adducts in some situations. We have developed monoclonal and polyclonal antibodies to carcinogen-DNA and protein adductis and highly sensitive ELISA and immunohistochemical assays for determining levels of adducts in human tissues. These studies have demonstrated higher levels of adducts in those with higher exposure as a result of workplace, dietary, chemotherapy, environmental of lifestyle (smoking) exposures. Elevated levels of adducts have been found in lung and liver cancer cases compared to controls. We have also used DNA adducts to determine efficacy of an antiosidant vitamin intervention. DNA adduct studies have demonstrated very different levels of damage in those with similar exposure levels. These interindividual differences are likely the result genetic differences in capacity to activate carcinogens, detoxify reactive intermediates and repair DNA adducts once formed. We are currently investigating the relationship between polymorphisms in a number of these genes to determine their relationship to adduct levels as well as their ability to confer increased risk for cancer development. The ability to identify high risk individuals will allow the targeting of screening and preventive strategies to those most likely to benfit.

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