Analysis of Machine Learning Algorithm with Road Accidents Data Sets

Beginning at now, street transport framework neglect to alter up to the exponential expansion in vehicular masses and to ascertaining the quickest driving courses and catastrophes inside observing differing traffic conditions is a critical issue right presently structures. To upset this issue is to explore the vehicle division dataset with bundle learning technique for finding the best street choice without calamity gauging by want aftereffects of best accuracy count by looking at oversaw AI figuring. In bits of information and AI, bundle strategies utilize diverse learning calculations to give indications of progress prudent execution. The assessment of dataset by facilitated AI technique (SMLT) to get two or three data takes after, factor perceiving proof, univariate evaluation, bivariate and multi-variate appraisal, missing worth medications and separate the information support, information cleaning/organizing and information perception will be done with everything taken into account given dataset. In addition, to look at and talk about the presentation of different AI figuring estimations from the given vehicle division dataset with assessment of GUI based street fiasco want by given attributes

Function-Based Computer Aided Conceptual Design Support Tool

Conceptual design is considered as the most critical and important phase of design process. It is the stage where product’s fundamental features are determined, large proportion of the lifecycle cost of the product is committed, and other major decisions are made, which have significant impact on the downstream design and related manufacturing processes. It is a knowledge intensive process where diverse knowledge and several years of experience are put together to design quality and cost effective products. Unfortunately, computer support systems for this phase are lagging behind compared to the currently available commercial computer aided design (CAD) tools for the later stage of design to reduce the designers workload and product development time. The overall goal of this research is to provide designers with computational tool that support conceptual design process. To achieve this goal a methodology that integrates systematic design approach with knowledge-based system is proposed in this thesis. Accordingly, a framework of computer based computational tool known as conceptual design support tool (CDST) is developed using the proposed methodology. The tool assists designers in performing functional modeling by providing standard vocabularies of functions in the form of function library, generate concepts stored in the database from previous designs, display the generated concepts on the morphology chart, combine the concepts and evaluate the concepts variants. Concepts from subsea processing equipment design have been collected and saved in the database. The tool also accepts new concepts from the designer through its knowledge acquisition system to be saved in the database for future use. In doing so, it is possible to integrate human creativity with data handling capabilities of computers to perform conceptual design more efficiently than solely manual design. The tool can also be used as a knowledge management system to preserve expert’s knowledge and train novice designers. The applicability of the proposed methodology and developed tool is illustrated and validated by using a case study and validation test conducted by independent evaluators

Design of a gait acquisition and analysis system for assessing the recovery in a classical murine model of Parkinson's disease

Includes bibliographical references.2015 Fall.Gait deficits are important clinical symptoms of Parkinson's disease (PD). Data focusing on gait can be used to measure recovery of motor impairments in rodents with systemic dopamine depletion. This thesis presents a design for a gait acquisition and analysis system able to capture paw strikes of a mouse, extract their positions and timing data, and report quantitative gait metrics to the operator. These metrics can then be used to evaluate the gait changes in mice. This work presents the design evaluation of the system, from initial cellphone captured video concepts through prototyping and testing to the final implementation. The system utilizes a GoPro camera, optimally lit walkway design, image processing techniques to capture footfalls, and algorithms for their quantitative assessment. The results gained from live animal study with methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-induced murine model of PD and treated with 1,1-bis(3'-indolyl)-1-(p-chlorophenyl)methane (C-DIM12) are presented, and it is shown how the quantitative measurements can be used to determine healthy, injured, and recovering gait

Workshop on computer applications in water management: proceedings of the 1995 workshop

Compiled and edited by L. Ahuja, J. Leppert, K. Rojas, E. Seely.Also published as: Great Plains Agricultural Council publication, no. 154.Includes bibliographical references.Presented at the Workshop on computer applications in water management: proceedings of the 1995 workshop held on May 23-25, 1995 at Colorado State University in Fort Collins, Colorado

An automated verfication tool for expert systems

Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 1996.Includes bibliographical references (leaf 47).by Alexandra Y. Pau.M.Eng

Evaluating the Effectiveness of Tree Locations and Arrangements for Improving Urban Thermal Environment

abstract: Trees serve as a natural umbrella to mitigate insolation absorbed by features of the urban environment, especially building structures and pavements. For a desert community, trees are a particularly valuable asset because they contribute to energy conservation efforts, improve home values, allow for cost savings, and promote enhanced health and well-being. The main obstacle in creating a sustainable urban community in a desert city with trees is the scarceness and cost of irrigation water. Thus, strategically located and arranged desert trees with the fewest tree numbers possible potentially translate into significant energy, water and long-term cost savings as well as conservation, economic, and health benefits. The objective of this dissertation is to achieve this research goal with integrated methods from both theoretical and empirical perspectives. This dissertation includes three main parts. The first part proposes a spatial optimization method to optimize the tree locations with the objective to maximize shade coverage on building facades and open structures and minimize shade coverage on building rooftops in a 3-dimensional environment. Second, an outdoor urban physical scale model with field measurement is presented to understand the cooling and locational benefits of tree shade. The third part implements a microclimate numerical simulation model to analyze how the specific tree locations and arrangements influence outdoor microclimates and improve human thermal comfort. These three parts of the dissertation attempt to fill the research gap of how to strategically locate trees at the building to neighborhood scale, and quantifying the impact of such arrangements. Results highlight the significance of arranging residential shade trees across different geographical scales. In both the building and neighborhood scales, research results recommend that trees should be arranged in the central part of the building south front yard. More cooling benefits are provided to the building structures and outdoor microclimates with a cluster tree arrangement without canopy overlap; however, if residents are interested in creating a better outdoor thermal environment, open space between trees is needed to enhance the wind environment for better human thermal comfort. Considering the rapid urbanization process, limited water resources supply, and the severe heat stress in the urban areas, judicious design and planning of trees is of increasing importance for improving the life quality and sustaining the urban environment.Dissertation/ThesisDoctoral Dissertation Geography 201

Automation Of Spectroscopic Observations On The Dark Sky Observatory 32-Inch Telescope

The 32-inch telescope at Dark Sky Observatory and the attached GM Spectrograph have been remotely operable via internet since December of 2011, allowing users to carry out spectroscopic observations from home. However frequent attention is nonetheless required throughout the night. In addition, many observers are university faculty and observe on weeknights. To make observing more convenient, efficient, and consistent, we sought to automate the existing hardware and software systems necessary to conduct astronomical spectroscopy, with minimal additions. This thesis details our efforts, namely incorporating the intelligence and caution of a human, and the efficiency and consistency of a computer. We developed a program called RoboticSpectroscopist, with a graphical user interface, to carry out the observing procedure. It communicates with three observatory computers, as well as with a weather-monitoring program, RoboticWeatherman. Our custom software is written using the scripting language AutoIt, and incorporates a few standalone C programs. It controls devices and software using TCP/IP, X-10, ActiveX, and SMTP communication protocols. It has been designed to protect observatory equipment and can notify a user via text message should a problem arise. RoboticSpectroscopist has been noticeably more efficient than human observers, regularly acquiring upwards of one hundred spectra on clear nights

Reverseorc:Reverse engineering of resizable user interface layouts with or-constraints

Reverse engineering (RE) of user interfaces (UIs) plays an important role in software evolution. However, the large diversity of UI technologies and the need for UIs to be resizable make this challenging. We propose ReverseORC, a novel RE approach able to discover diverse layout types and their dynamic resizing behaviours independently of their implementation, and to specify them by using OR constraints. Unlike previous RE approaches, ReverseORC infers flexible layout constraint specifications by sampling UIs at different sizes and analyzing the differences between them. It can create specifications that replicate even some non-standard layout managers with complex dynamic layout behaviours. We demonstrate that ReverseORC works across different platforms with very different layout approaches, e.g., for GUIs as well as for the Web. Furthermore, it can be used to detect and fix problems in legacy UIs, extend UIs with enhanced layout behaviours, and support the creation of flexible UI layouts.Comment: CHI2021 Full Pape

A decision support tool to improve binational water quality planning and management in the lower Rio Grande/Río Bravo

This dissertation describes the development of a decision support tool designed to facilitate and enhance collaborative binational decision making associated with integrated transboundary water quality planning and management in the Lower Rio Grande/Río Bravo. The Lower Rio Grande Water Quality Initiative Decision Support System (LRGWQIDSS) is the result of a multidisciplinary effort to integrate the results of qualitative social science research and traditional and novel engineering and geographic information systems (GIS) methods associated with the modeling, analysis, and visualization of watershed, water quality and natural resources data. The LRGWQIDSS incorporates information currently used by urban planning and natural resource management organizations working along the Texas-Mexico border area and provides a means to analyze and display the information in a way that is useful to institutional and noninstitutional actors involved in transboundary water quality planning efforts. The analysis of the institutional arrangements currently in place to protect water quality in the Lower Rio Grande/Río Bravo played an important role in the design and development of the LRGWQIDSS and its successful application. The tool’s development represents a case study in the importance of the role of institutional analysis in the successful development of decision support systems for transboundary water quality management.Public Polic

Supporting Collaborative Multi-User Interactions in a Video Surveillance Application Using Microsoft Tabletop Surface

This report examines the progressing exploration done on my chosen subject, which is A Multi-touch Interface in a Video Surveillance System. It discusses method of early prototype interacting with security surveillance footage using natural user interfaces instead of traditional mouse and keyboard interaction. Current project is an evidence of idea on exhibiting that multi-touch interfaces are helpful in a video surveillance system to specifically control the surveillance videos, both of the live or of recorded. In case of any occurrence, this proposed system of interaction may require the user to spend an extra time amounts time obtaining circumstantial and location awareness, which is counter-beneficial. The framework proposed in this paper show how a multi-touch screen and natural interaction can empower the surveillance observing station users to rapidly recognize the area of a security camera and proficiently react to an occurrence. One of the main objective of this project is to engage more than 1 user to perform moving, scaling, rotating ,highlighting and recording on a surveillance video in the meantime, particularly during emergency periods. Furthermore, the scope of study for this project is to improve user collaborative interactions on Microsoft tabletop surface .A methodology was developed based upon a combination of the available literature and the experiences of the authors, who are actively involved with the development of multi-user interactions. This will cover many parts such as surveys, data gathering from respective Subject-Matter Experts, focal points, and analyzing information. It is intended to have a Surveillance application with user friendly collaborative touch on surface and eye-catching interface to reflect the quick paced nature of today's correspondences and better advertise its new activities and accessible assets. The future improvements and plans have been recommended and discussed in the recommendations section. Up to now, this research report has been run for twelve (12) weeks and going to be continued running for sixteen (16) weeks with a specific end goal to attain project primary objectives