95 research outputs found

    A hierarchical spectral clustering and nonlinear dimensionality reduction scheme for detection of prostate cancer from magnetic resonance spectroscopy (MRS)

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    In this article the authors present a novel CAD scheme that integrates nonlinear dimensionality reduction (NLDR) with an unsupervised hierarchical clustering algorithm to automatically identify suspicious regions on the prostate using MRS and hence avoids the need to explicitly identify metabolite peaks.The published version of this article is available at: http://scitation.aip.org/getpdf/servlet/GetPDFServlet?filetype=pdf&id=MPHYA6000036000009003927000001&idtype=cvips&prog=normalThis work was made possible via grants from the Wallace H. Coulter Foundation, New Jersey Commission on Cancer Research, National Cancer Institute (Grant Nos. R01CA136535-01, ARRA-NCl-3 R21CA127186–02S1, R21CA127186–01, and R03CA128081-01), the Society for Imaging Informatics in Medicine (SIIM), The Cancer Institute of New Jersey, and the Life Science Commercialization Award from Rutgers University

    Digital pathology image analysis: opportunities and challenges

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    The published version of this article is available at: http://www.futuremedicine.com/doi/pdf/10.2217/iim.09.

    Comparative evaluation of the advantages of single-layer closure to en-masse closure in the surgeries of the abdomen

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    Background: Closure of the abdomen is a vital step in abdominal surgeries, with advent of newer techniques for suturing and suture material, repair technique, and incision, which has evoked great interest among surgeons.Aim: To comparatively evaluate the advantages of single-layer closure to en-masse closure in the surgeries of the abdomen.Subjects and Methods: 64 subjects randomly divided into two groups of 32 subjects each where Group I was closed with single-layer closure, and, Group II with layered closure. The subjects were assessed postoperatively on days 1, 3, 7, and 10, and were compared for burst abdomen, infection, and operative time. The follow-up was done every month for first 3 months and then after 6 months.Results: Wound infection incidence was higher in Group II (layer closure) compared to Group I (mass closure). In the Group I, elective surgery group, wound infection was seen in 1 subject with an abdomen burst. In emergency surgery group, wound infection was seen in no subject with abdomen burst and subjects without abdomen burst. In Group II (layered closure), in elective surgery group, wound infection was seen in 5 study subjects.&nbsp

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    Placement Strategies to Monitor the Inter-Autonomous System Routing Information

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    Inter-Autonomous System (AS) route monitoring is the process of collecting the inter-AS routing information. This information flows on the Internet in the form of BGP UPDATE messages, and the BGP data are the messages obtained by the monitors. Existing methods of monitor placement rely on the network topology which provides inadequate visibility. This thesis proposes a novel scheme for monitoring the BGP data by selecting monitoring locations based on BGP message flow.Electrical Engineerin

    Measuring accessibility of popular websites while using Tor

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    Tor is an anonymity network used by a vast number of users in order to protect their privacy on the internet. It should not come as a surprise that this service is also used for abuse such as Denial of service attacks and other malicious activities because of the anonymity it provides. For protecting themselves from this abuse, websites block Tor in various ways. We investigate the extent and frequency of this kind of blocking by requesting the Alexa top 1000 websites with and without Tor with the objective of highlighting the differential treatment observed by privacy-minded users. We build upon existing studies by using diverse metrics to measure discrimination and by extending our search to three sub pages of websites for detecting sophisticated blocking. We find at least 25.8% of the Alexa top 1000 websites discriminating on the home page against Tor users as opposed to 20.03% observed in previous studies. This number rises to 31.7% after including the three sub pages. We also discover new types of blocks such as Tor users being served old or different versions of websites. We categorize the blocked websites and find that Online Shopping and Finance/ Banking categories discriminate most against Tor while Social Networking sites and Search Engines discriminate the least.CSE3000 Research ProjectComputer Science and Engineerin

    Response Surface Based Design Optimization of a Low-Pressure Microresistojet's Heat Exchanger

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    A Low-Pressure Micro-resistojet (LPM) is a type of in-space electrothermal propulsion system for satellites that works by heating low-pressure (50 to 300 Pa) fluid flowing through microchannels/slots (typically <1 mm diameter) using resistive heating elements like thin-film Molybdenum. This thesis delineates a response surface based method to explore and optimize the cross-sectional design of microchannels, which, as documented in literature, have so far only been either rectangular or circular in shape. Experimental studies place the efficiency of LPM systems at 25% which can be increased to 30% by reducing heat losses from the heat exchanger to the plenum. The concept is still in its early stages of development and therefore offers plenty of opportunities in the improvement of the propulsion system whether it be regarding the choice of propellant, design of propellant management system, choice of thruster materials or the design of the microchannels, which is the focus of this thesis. Usage of Response Surface Methodology (RSM) to optimize the design of a microchannel for greater thrust efficiency requires the following steps: Design of Experiment (DoE) run to select samples from the design space, performing experiments to evaluate the performance of selected samples, building a response surface (or surrogate model) from the generated data and finally using an optimization algorithm to find a high-efficiency design. In this thesis, these steps were performed using (respectively): Sobol Sequences, Direct Simulation Monte Carlo (DSMC) method using Sparc Industries' VSTRAP software, Convolutional Neural Network (CNN) and Genetic Algorithm (GA). As a case study, the optimization was performed for Argon as the propellant, inlet pressure of 50 Pa, inlet temperature of 300 K and microchannel wall temperature of 600 K. The number of design parameters were set as 8 though the base geometry supports higher numbers as well. Using Sobol sequences to determine parametric values, 512 designs (termed polar designs) were generated. After DSMC simulations (validated with an experimental study in literature), the best performing design was found to have a thrust efficiency of 0.7019. 512 Rectangular designs were generated as well among which the best performing design had a thrust efficiency of 0.6566. From this dataset, the main takeaway is that the thrust efficiency peaks at a certain slot area and that small areal rectangular slots, common in literature, are not as efficient as broader slots with higher cross-sectional area (up to a limit). The CNN was trained on the polar dataset (CNN1) as well as the combination of both datasets (CNN2) to predict thrust efficiency from slot images. The predictions were, on average, within 10% from the simulation results. A GA run with 8-parameter geometry and with CNN1 as the response surface resulted in an optimum design with a thrust efficiency of 0.732. With CNN2, the optimized efficiency for 8-parameter and 15-parameter geometry was 0.7281 and 0.7455 respectively. However, on simulating the GA results it was found that CNN1 and CNN2 had overestimated the thrust efficiency by 11%. Thus in this case study, the most thrust efficient design is the best one from the polar dataset. The conclusion drawn is that a high number of designs generated using Sobol Sequences are enough to find the best performing design for a given set of input conditions i.e. choice of propellant, inlet pressure and temperature, and heaterchip temperature. As it seems that there is a strong correlation between slot area and performance, the number of designs to be generated can be based on whether it spans the allowable minimum to the allowable maximum area set by the designer. However, if the correlation between slot area and performance is not found after a DoE run for a different set of input conditions, then a CNN would have to be trained and used by the GA for design optimization. The thesis concludes with a design recommendation for the shape of a microchannel that may on experimental testing result in a high performing thruster. Improvement in LPM technology will further the capabilities of PocketQube satellites (5 x 5 x 5 cm^3 form factor) and also of large satellites for which it could function as precise attitude control thrusters. Low pressure operation allows for a compact and lightweight propellant management system and the thruster's high thrust-to-power ratio gives it a major advantage over competing propulsion systems such as hall-effect and electrospray thrusters.Aerospace Engineerin

    Quantitative Modelling of the Effect of Speed Mismatch on Technological Parameters in Steel Rolling

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    Steel production is a critical index to measure the infrastructural growth and development of a nation. The steel production capacity of a nation has a significant impact on its GDP. Even though steel rolling has been in the industry since the early 1700s, there have not been significant advancements in its technology space. The safety hazards to personnel and failure of process components have persistently posed daunting challenges for the steel industry. The advent of automation in the late 1900s helped the industry manage some of these challenges to a certain extent. Despite these technological improvements, the realm of steel rolling is still not explored thoroughly because steel rolling is a highly integrated and complex system with numerous process parameters impacting the quality of the finished product. As a result, the study of the dynamics of steel rolling is still under active research targeted toward improving the complex processes involved in the industry.External factors play a significant role in the complexity of the steel rolling process. The scope of the work herein attempts to identify and model some of these significant external factors, also known as "disturbances" in control terminology. A Finite-Element Method (FEM) based simulator for the rolling process simulation incorporating the external disturbances is explored. The outcomes from this simulation will enable establishing regression models that facilitate quantifying external disturbances’ effects on the technological/process parameters in steel rolling.The thesis is focused on studying the external disturbance of speed mismatch and proposing a quantitative model for evaluating the effect of speed mismatch on the process parameters of rolling. Subsequent to the development of the proposed disturbance quantitative model, three controller systems - Proportional Integral Derivative (PID) controller, Linear Quadratic Regulator (LQR) controller, and Model Predictive Control (MPC) controller will be implemented to evaluate comparisons between the controllers for disturbance rejection and reference tracking.The scope of the work presented in this thesis is significant as it focuses on developing a quantitative model for the process disturbances that prevail in the steel rolling industry.Mechanical Engineering | Systems and Contro

    The investment motivation, strategy, and structure of Japanese manufacturing subsidiaries in the United States: An exploratory interview-based study

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    This dissertation is exploratory in nature and has three objectives: (1) to describe the investment motivation, strategy, and structure of Japanese manufacturing subsidiaries in the United States, (2) to compare the investment behavior, strategy, and structure of Japanese manufacturing subsidiaries in terms of their industry affiliation, size, and timing of entry into the United States, and (3) to explore possible relationships between the strategy and structure of Japanese manufacturing subsidiaries in the United States.Data were collected from the author's personal interviews of thirty-six executives from twenty-seven Japanese manufacturing subsidiaries in the United States between December 1988 and February 1989. The sample companies had thirty-three plants in three industries: (1) transportation equipment, (2) electronics/electrical equipment, and (3) industrial/commercial machinery and computer equipment.Some of the important findings of this study are as follows: (1) some of the most significant factors influencing the Japanese companies' decision to invest in the United States were the large U.S. market, currency fluctuation, the presence or threat of trade restrictions, and pressures from competitors or customers; (2) most of the sample companies emphasized production or sales growth, localization, and expansion or protection of market share in their goal setting; (3) most sample companies maintained multiple linkages with general management or functional departments, or both, in the parent company; and (4) the parent company relied upon personal control in overseeing the operations of their U.S. subsidiary."The study found several important differences in the investment motivation, strategy, and structure of Japanese companies from different industries, and among companies of different sizes and ages. Both Chandler's thesis that ""structure follows strategy,"" and Fayerweather's paradigm of ""unification vs. fragmentation"" offer useful paradigms to explain the relationships between some aspects of the sample companies' strategy and structure."Made available in DSpace on 2011-05-07T12:25:29Z (GMT). No. of bitstreams: 2 license.txt: 4922 bytes, checksum: 910b249b4beec47e7ab768910c8f966f (MD5) 9021754.pdf: 7656291 bytes, checksum: 64f97eee84c3f41ac58c4f72fc19aacc (MD5) Previous issue date: 1990Item marked as restricted to the 'UIUC Users [automated]' Group (id=2) by Howard Ding ([email protected]) on 2011-05-07T14:40:50Z Item is restricted indefinitely.Restriction data tranferred 2014-07-01T11:17:35-05:00 Original Data Group with Access UIUC Users [automated] Release Date: none Reason: ETDs are only available to UIUC Users without author permissionETDs are only available to UIUC Users without author permissionU of I Onl
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