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A Survey on the Mobile Crowdsensing System life cycle: Task Allocation, Data Collection, and Data Aggregation

  • Xia Zhuoyue;Azween Abdullah;S.H. Kok
    • International Journal of Computer Science & Network Security
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    • v.23 no.3
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    • pp.31-48
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    • 2023
  • The popularization of smart devices and subsequent optimization of their sensing capacity has resulted in a novel mobile crowdsensing (MCS) pattern, which employs smart devices as sensing nodes by recruiting users to develop a sensing network for multiple-task performance. This technique has garnered much scholarly interest in terms of sensing range, cost, and integration. The MCS is prevalent in various fields, including environmental monitoring, noise monitoring, and road monitoring. A complete MCS life cycle entails task allocation, data collection, and data aggregation. Regardless, specific drawbacks remain unresolved in this study despite extensive research on this life cycle. This article mainly summarizes single-task, multi-task allocation, and space-time multi-task allocation at the task allocation stage. Meanwhile, the quality, safety, and efficiency of data collection are discussed at the data collection stage. Edge computing, which provides a novel development idea to derive data from the MCS system, is also highlighted. Furthermore, data aggregation security and quality are summarized at the data aggregation stage. The novel development of multi-modal data aggregation is also outlined following the diversity of data obtained from MCS. Overall, this article summarizes the three aspects of the MCS life cycle, analyzes the issues underlying this study, and offers developmental directions for future scholars' reference.

Jointly Learning of Heavy Rain Removal and Super-Resolution in Single Images

  • Vu, Dac Tung;Kim, Munchurl
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2020.11a
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    • pp.113-117
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    • 2020
  • Images were taken under various weather such as rain, haze, snow often show low visibility, which can dramatically decrease accuracy of some tasks in computer vision: object detection, segmentation. Besides, previous work to enhance image usually downsample the image to receive consistency features but have not yet good upsample algorithm to recover original size. So, in this research, we jointly implement removal streak in heavy rain image and super resolution using a deep network. We put forth a 2-stage network: a multi-model network followed by a refinement network. The first stage using rain formula in the single image and two operation layers (addition, multiplication) removes rain streak and noise to get clean image in low resolution. The second stage uses refinement network to recover damaged background information as well as upsample, and receive high resolution image. Our method improves visual quality image, gains accuracy in human action recognition task in datasets. Extensive experiments show that our network outperforms the state of the art (SoTA) methods.

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Histopathological features of pacific whiteleg shrimp, Litopenaeus vannamei, infected with Infectious Myonecrosis Virus (IMNV) with an emphasis on micro-traumas and inflammatory responses in muscle tissues (전염성근괴사증바이러스(IMNV)를 인위감염 시킨 흰다리새우(Litopenaeus vannamei)의 근육에서 나타난 미세 손상과 염증반응에 대한 조직병리학적 특성 연구)

  • HyoEun, Lee;YoungSook, Kim;JinHyeon, Jang;WonJoo, Chun;GaYoung, Choi;Bambang, Hanggono;SuMi, Kim
    • Journal of fish pathology
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    • v.35 no.2
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    • pp.167-176
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    • 2022
  • We injected infectious myonecrosis virus (IMNV) to pacific whiteleg shrimp, Litopenaeus vannamei, and observed closely with using light microscope and transmission electron microscope (TEM) for 4-8 days post infection (dpi). As clinical signs, abdominal bodies had mild opaque muscles at 5 dpi. And the mortality was shown at 6 dpi. At 8 dpi, most injected shrimps had severe opaque muscles and humped back that cause of movement disorder. As results of histopathological examinations, local parts of abdominal body muscle had muscle fiber hyalinization, muscle fiber atrophy, rounded muscle fibers, myofibrillar hypertrophy in size, a decrease in number of myofibrils and phagocytosis from the sarcolemmas by multiple hemocytes at 4 dpi. Especially, myofibrillar hypertrophy appeared at the whole or random part of single muscle fiber not in specific locations like the center or edge of muscle fiber. At 6-7 dpi, multiple muscle necrosis, muscle fiber segmentation, myofibril lysis ap- peared and a few hemocytes were infiltrated at lesions. At 8 dpi, extensive muscle necrosis, multiple myofibril lysis and muscle fiber atrophy were shown, and very few hemocytes were infiltrated. In early stage of infection, local viral myositis with zenker's degeneration were shown. These lesions appeared multiply after the early stage. In late stage of infection, extensive coagulative muscle necrosis appeared with few of inflammatory response such as hemocytes infiltration. The lack of hemocytes infiltration response at the late stage might be disadvantage for Litopenaeus vannamei to defense against IMNV and to recover, because hematocytes (granulocyte, semi-granulocyte) eliminate pathogen and damaged tissues from infection sites and help recover. As results of the TEM observation, IMNVs that had nonenveloped icosahedral capsid which was 30-40 nm diameter were in myofibril and beside tubules of sarcoplasmic reticulum and moved to the certain direction. The micro-tears and micro-trau- mas in myofibrils caused muscle fiber necrosis. And semi-granulocytes engulfed IMNVs to eliminate virus.

Testicular Lesion in the Sprague-Dawley Rats Treated with High of 2-Bromopropane (고용량의 2-Bromopropane 투여가 Sprague-Dawley 랫트의 고환에 미치는 영향)

  • Son, Hwa-Young;Cho, Sung-Whan;Kim, Yong-Bum;Ha, Chang-Su;Kang, Boo-Hyon
    • Korean Journal of Veterinary Pathology
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    • v.1 no.2
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    • pp.97-106
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    • 1997
  • This study was carried out to investigate the testicular toxicity of environmental toxicant, 2-bromopropane(2-BP) recently caused occupational intoxication in Korea by light microscopy and electron microscopy. To evaluate the effect on spermatogenesis and find target germ cell 10 weeks old male Sprague-Dawley rats were treated with 5g/10m ℓ/kg/day of 2-bromopropane for 3 consecutive days orally and observed on day 1 or day 7 after treatment. 2-BP induced depletion of spermatogonia and early spermatocytes on stages I-IX or extensive degeneration of germ cells on the other stages on day 1. But extensive degeneration of germ cells without stage specificity was observed and round spermatid formed multinucleated giant cells in the lumen of seminiferous tubules on day 7. Electron microscopically Sertoli cells showed irregular shape of nucleus and cytoplasmic vauolation. And spermatocyte showed a extensive heterochromatin and cytoplasmic vacuolation. But there was no histopathological changes in the interstial cells. On the base of the results the target germ cell was spermatogonia in the early of the study but Srtoli cells also effected by high-dosed 2-BP in the late of the study.

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Short-term outcomes of two-stage reverse total shoulder arthroplasty with antibiotic-loaded cement spacer for shoulder infection

  • Kim, Du-Han;Bek, Chung-Shin;Cho, Chul-Hyun
    • Clinics in Shoulder and Elbow
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    • v.25 no.3
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    • pp.202-209
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    • 2022
  • Background: The purpose of our study was to investigate short-term outcomes of two-stage reverse total shoulder arthroplasty (RTSA) with an antibiotic-loaded cement spacer for shoulder infection. Methods: Eleven patients with shoulder infection were treated by two-stage RTSA following temporary antibiotic-loaded cement spacer. Of the 11 shoulders, nine had pyogenic arthritis combined with complex conditions such as recurrent infection, extensive osteomyelitis, osteoarthritis, or massive rotator cuff tear and two had periprosthetic joint infection (PJI). The mean follow-up period was 29.9 months (range, 12-48 months) after RTSA. Clinical and radiographic outcomes were evaluated using the visual analog scale (VAS) score for pain, American Shoulder and Elbow Surgeons (ASES) score, subjective shoulder value (SSV), and serial plain radiographs. Results: The mean time from antibiotic-loaded cement spacer to RTSA was 9.2 months (range, 1-35 months). All patients had no clinical and radiographic signs of recurrent infection at final follow-up. The mean final VAS score, ASES score, and SSV were significantly improved from 4.5, 38.6, and 29.1% before RTSA to 1.7, 75.1, and 75.9% at final follow-up, respectively. The mean forward flexion, abduction, external rotation, and internal rotation were improved from 50.0°, 50.9°, 17.7°, and sacrum level before RTSA to 127.3°, 110.0°, 51.8°, and L2 level at final follow-up, respectively. Conclusions: Two-stage RTSA with antibiotic-loaded cement spacer yields satisfactory short-term clinical and radiographic outcomes. In patients with pyogenic arthritis combined with complex conditions or PJI, two-stage RTSA with an antibiotic-loaded cement spacer would be a successful approach to eradicate infection and to improve function with pain relief.

Effect of Electrical Preactivation of Recipient Cytoplasm on Nuclear Remodelling in Nuclear Transplant Rabbit Embryos (수핵란의 전 활성화가 토끼 핵이식 수정란의 핵 재구성에 미치는 효과)

  • 전병균;김윤연;정기화;곽대오;이효종;최상용;박충생
    • Korean Journal of Animal Reproduction
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    • v.21 no.3
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    • pp.229-238
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    • 1997
  • Chromosome condensation and swelling of the donor nucleus have been known as the early morphological indicators of chromatin remodelling after injection of a foreign nucleus into an enucleated recipient cytoplasm. The effects of non-preactivation and electrical preactivation of recipient cytoplasm, prior to fusing a donor nucleus, on the profile of nuclear remodelling in the nuclear transplant rabbit embryos were evaluated. The embryos of 16-cell stage were collected and synchronized to G1 phase of 32-cell stage. The recipient cytoplasms were obtained by removing the first polar body and chromosome mass by non-disruptive microsurgical procedure. The separated G1 phase blastomeres of 32-cell stage were injected into non-preactivated recipient cytoplasms. Otherwise, the enucleated recipient cytoplasms were preactivated by electrical stimulation and the separated G1 phase blastomeres of 32-cell stage were injected. After culture until 20h post-hCG injection, the nuclear transplant oocytes were electrofused by electrical stimulation. The nuclei of nuclear transplant embryos fused into non-preactivated and/or preactivated recipient cytoplasm were stained by Hoechst 33342 at 0, 1.5, 2, 4, 6, 8, 10 hrs post-fusion and were observed under an fluorescence microscopy. Accurate measurements of nuclear diameter were revealed with an ocular micrometer at 200$\times$. Upon blastomere fusion into non-preactivated recipient cytoplasm, a prematurely chromosome condensation at 1.5 hrs post-fusion and nuclear swelling at 8 hrs post-fusion were occurred as 91.6% and 86.1%, respectively. But the nuclei of nuclear transplant embryos fused into preactivated recipient cytoplasm, as o, pp.sed to non-preactivated recipient cytoplasm, were not occurred chromosome condensation and extensive nuclear swelling. Nuclear diameter fused into non-preactivated and preactivated recipient cytoplasm at hrs post-fusion was 30.2$\pm$0.74 and 15.2$\pm$1.32${\mu}{\textrm}{m}$, respectively. These results indicated that onset of unclear condensation and swelling which was associated with oocytes activation were critical steps in the process of chromatin swelling. Futhermore, complete reprogramming seemed only possible after remodelling of the donor nucleus by chromosome condensation and nuclear swelling.

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Two-stage Content-based Image Retrieval Using the Dimensionality Condensation of Feature Vector (특징벡터의 차원축약 기법을 이용한 2단계 내용기반 이미지검색 시스템)

  • 조정원;최병욱
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.28 no.7C
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    • pp.719-725
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    • 2003
  • The content-based image retrieval system extracts features of color, shape and texture from raw images, and builds the database with those features in the indexing process. The search in the whole retrieval system is defined as a process which finds images that have large similarity to query image using the feature database. This paper proposes a new two-stage search method in the content-based image retrieval system. The method is that the features are condensed and stored by the property of Cauchy-Schwartz inequality in order to reduce the similarity computation time which takes a mostly response time from entering a query to getting retrieval results. By the extensive computer simulations, we have observed that the proposed two-stage search method successfully reduces the similarity computation time while maintaining the same retrieval relevance as the conventional exhaustive search method. We also have observed that the method is more effective as the number of images and dimensions of the feature space increase.

Determinants of Hedging and their Impact on Firm Value and Risk: After Controlling for Endogeneity Using a Two-stage Analysis

  • Seok, Sang-Ik;Kim, Tae-Hyun;Cho, Hoon;Kim, Tae-Joong
    • Journal of Korea Trade
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    • v.24 no.1
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    • pp.1-34
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    • 2020
  • Purpose - In this study, we investigate determinants of hedging with derivatives and its effect on firm value and firm risk for Korean firms. Design/methodology - To avoid the endogeneity problem pointed out in previous studies, we use a two-stage analysis by using gains and losses from derivatives as instrument variable for hedging with derivatives. Findings - Our analysis on the determinants of hedging shows that firms that are more leveraged and less profitable, and with more growth opportunities are likely to hedge through derivatives. Additionally, large firms, firms less diversified into industry, and firms more diversified geographically are likely to use derivatives. Our two-stage analysis shows that indicators of hedging with derivatives have an insignificant effect on firm value, and the indicator of futures/forwards use and of swaps use have significant negative effect on firm value. Whereas, the extent of hedging with derivatives has positive effect on firm value for all types of foreign currency derivatives, which suggests that moderately low hedgers use derivatives inefficiently, but extensive hedgers use derivatives properly. With regard to firm risk, hedging with derivatives increases market-based risk, but decreases accounting-based risk. Thus, we conclude that Korean firms use derivatives to manage operational volatility rather than to manage market risk, and accounting-based risk reduction through hedging is not directly translated into higher firm value. Originality/value - This is not the first study to investigate hedging behavior of Korean firms, but the sample period that that this study analyzed is the longest and various method are used to control the endogeneity problem. We investigate not only total foreign currency derivatives but also by types of derivatives, including futures/forwards, options, and swaps.

Study on Multi-stage Hot Forming of A6061 Aluminum Alloy (A6061 알루미늄 합금의 다단 열간성형에 관한 연구)

  • R. H. Kim;M. H. Oh;Y. S. Jeong;S. M. Son;M. Y. Lee;J. H. Kim
    • Transactions of Materials Processing
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    • v.33 no.3
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    • pp.161-168
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    • 2024
  • Aluminum alloy sheets, compared to conventional steel sheets, face challenges in press forming due to their lower elongation. To enhance their formability, extensive research has focused on forming technologies at elevated temperatures, specifically warm forming at around 300℃ and hot forming at approximately 500℃. This study proposes that the formability of aluminum alloy sheets can be significantly enhanced using a multi-stage hot forming technique. The research also investigates whether the strength of the A6061 aluminum alloy, known for its precipitation hardening, can be maintained when formed below the precipitate solid solution temperature. In the experiments, the A6061-T6 sheet underwent heating and rapid cooling between 250 and 500℃. The mechanical properties were evaluated at each stage of the process. The findings revealed that when the initial heat treatment was below 350℃, the strength of the material remained unchanged. However, at temperatures above 400℃, there was a noticeable decrease in strength coupled with an increase in elongation. Conversely, when the secondary heat treatment was conducted at temperatures of 350℃ or lower, the strength remained comparable to that of the initial heat treated material. However, at higher temperatures, a reduction in strength and an increase in elongation were observed.

The Evaluation of the Clinical Features and the Results of Treatment of Localized Head and Neck Malignant Lymphoma (국소성 두경부 악성 임파종의 임상적 특징 및 치료 성적 분석)

  • Han Ji-Youn;Choi Byung-Gil;Kim Min-Sik;Jang Hong-Seok;Kim Hoon-Kyo;Hong Young-Sun;Lee Kyung-Shik;Kim Dong-Jip;Park Young-Hak;Cho Seung-Ho;Seo Byung-Do;Yoon Sei-Chul;Choi Kyu-Ho
    • Korean Journal of Head & Neck Oncology
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    • v.11 no.1
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    • pp.30-35
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    • 1995
  • Localized non-Hodgkin's lymphomas of head and neck are generally treated with radiation therapy with or without chemotherapy and the results of treatments are favorable, but the recurrences in the primary site or distant sites are a major contributor to failure, We experiened 19 cases of localized non-Hodgkin's lymphomas for 4-year period and retrogradely analized them. We treated patients with Ann Arbor stage I and low grade histology in Working formulation with radiation therapy and patients with Ann Arbor stage II, moderate to high grade histology or extensive tumor size with combination chemotherapy, The complete responses were occurred in 15 of 19 patients (radiation therapy, 5/6 (83.3%); chemotherapy 10/13(76.9%)). 3 relapses were occurred; 2 were in local relapses and 1 was in distant leptomeningeal relapse and the counter-therapeutic modalities were successful in 2 cases. Our results suggest that Ann Arbor stage is significant prognostic factor and appropriate staging with extensive methods is important to improve the results of treatment.

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