• Title/Summary/Keyword: Intelligent machine

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Using Machine Learning Algorithms for Housing Price Prediction: The Case of Islamabad Housing Data

  • Imran, Imran;Zaman, Umar;Waqar, Muhammad;Zaman, Atif
    • Soft Computing and Machine Intelligence
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    • v.1 no.1
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    • pp.11-23
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    • 2021
  • House price prediction is a significant financial decision for individuals working in the housing market as well as for potential buyers. From investment to buying a house for residence, a person investing in the housing market is interested in the potential gain. This paper presents machine learning algorithms to develop intelligent regressions models for House price prediction. The proposed research methodology consists of four stages, namely Data Collection, Pre Processing the data collected and transforming it to the best format, developing intelligent models using machine learning algorithms, training, testing, and validating the model on house prices of the housing market in the Capital, Islamabad. The data used for model validation and testing is the asking price from online property stores, which provide a reasonable estimate of the city housing market. The prediction model can significantly assist in the prediction of future housing prices in Pakistan. The regression results are encouraging and give promising directions for future prediction work on the collected dataset.

The Development of Balancing Machine Using Hall Effect Sensor (홀 이펙트 센서를 이용한 밸런싱 머신 개발)

  • Jang, In-Hun;Nam, Won-Ki;Oh, Se-Hoon;Sim, Kwee-Bo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.16 no.2
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    • pp.209-214
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    • 2006
  • The eccentricity of the rotor causes a rotary machine to unbalance and the balancing to correct or compensate this is very important not only for dust-proof and anti -noise design but also for stabilization and durability of the rotary machine. In this paper, for developing the balancing machine to find and compensate such eccentricity, we will propose new way of measuring eccentricity using hall effect sensor that is different from the way in a conventional balancing machine. And we will show that it is possible to make balancing machine more compactly and cheaply by experiment results using hall effect sensor to measure eccentricity. Moreover we try to control and monitor the balancing machine by personal computer through serial communication.

Design Modifications of a Glass Cutting Machine for the Improved Stability (가공정도 향상을 위한 Glass Cutting Machine의 설계 개선)

  • Kwon, In-Hwan;Ro, Seung-Hoon;Park, Yu-Ra;Yi, Il-Hwan;Kil, Sa-Geun;Park, Keun-Woo
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.13 no.3
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    • pp.6-14
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    • 2014
  • Touch panels are widely used in the modern display industry as the cover glass of smart mobile phones and tablet PCs. Glass cutting machines are commonly used to cut the panels into their proper sizes. Vibration of these glass cutting machines is assumed to be the main factor leading to the creation of burrs, notches, cracks, scratches and chips on the cut surfaces, eventually causing defects of the cover glass. In this study, the vibrations of a glass cutting machine used for the shearing of cover glass components were analyzed through an experiment and a computer simulation. The structural properties leading to vibration were also analyzed in an effort to determine design alterations which can suppress these vibrations. Moreover, each design alteration was applied to a computer simulation model to determine the effect of different alteration on suppressing vibration. The results show that simple design alterations can substantially suppress vibrations of glass cutting machines.

Development of Fuzzy Support Vector Machine and Evaluation of Performance Using Ionosphere Radar Data (Fuzzy Twin Support Vector Machine 개발 및 전리층 레이더 데이터를 통한 성능 평가)

  • Cheon, Min-Kyu;Yoon, Chang-Yong;Kim, Eun-Tai;Park, Mig-Non
    • Journal of the Korean Institute of Intelligent Systems
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    • v.18 no.4
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    • pp.549-554
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    • 2008
  • Support Vector machine is the classifier which is based on the statistical training theory. Twin Support Vector Machine(TWSVM) is a kind of binary classifier that determines two nonparallel planes by solving two related SVM-type problems. The training time of TWSVM is shorter than that of SVM, but TWSVM doesn't shows worse performance than that of SVM. This paper proposes the TWSVM which is applied fuzzy membership, and compares the performance of this classifier with the other classifiers using Ionosphere radar data set.

A basic study on the development of intelligent tower crane using IT (멀티미디어와 RFID 등 IT를 활용한 지능형 타워크레인 개발 기초연구)

  • Han Yong-Woo;Cho Hun-Hee;Lee You Seop;Kang Tai Kyung;Kim Jong Sum
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2004.11a
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    • pp.625-628
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    • 2004
  • Even though the tower crane is a major equipment in a construction of high rise buildings, there are lack of studies of it. This study is presenting a framework of developing a intelligent tower crane applied with the technology of machine-vision, RFID(Radio Frequency Identification), or GPS(Global positioning System) and proposing the prototype of machine-vision module, sub module of this Framework. Through monitoring form CCTV(Closed Circuit Television) and LCD(Liquid Crystal Display) in machine-module the real time communication between in-site workers and crane operator is possible. this will improve the productivity and safety of the tower crane.

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Design of an embeded intelligent controller

  • Shirakawa, Hiromitsu;Hayashi, Tsunetoshi;Ohno, Yutaka
    • 제어로봇시스템학회:학술대회논문집
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    • 1990.10b
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    • pp.1399-1404
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    • 1990
  • There is an increasing need to apply artificial intelligence to the real application fields of industry. These include an intelligent process control, an expert machine and a diagnostic and/or maintenance machine. These applications are implemented in AI Languages. It is commonly recognized that AI Languages, such as Common Lisp or Prolog, require a workstation. This is mainly due to the fact that both languages need a large amount of memory space and disk storage space. Workstations are appropriate for a laboratory or office environment. However, they are too bulky to use in the real application fields of industry or business. Also users who apply artificial intelligence to these fields wish to have their own operating systems. We propose a new design method of an intelligent controller which is embedded within equipment and provides easy-to-use tools for artificial intelligence applications. In this paper we describe the new design method of a VMEbus based intelligent controller for artificial intelligence applications and a small operating system which supports Common Lisp and Prolog.

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An Intelligent Search Modeling using Avatar Agent

  • Kim, Dae Su
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.4 no.3
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    • pp.288-291
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    • 2004
  • This paper proposes an intelligent search modeling using avatar agent. This system consists of some modules such as agent interface, agent management, preprocessor, interface machine. Core-Symbol Database and Spell Checker are related to the preprocessor module and Interface Machine is connected with Best Aggregate Designer. Our avatar agent system does the indexing work that converts user's natural language type sentence to the proper words that is suitable for the specific branch information retrieval. Indexing is one of the preprocessing steps that make it possible to guarantee the specialty of user's input and increases the reliability of the result. It references a database that consists of synonym and specific branch dictionary. The resulting symbol after indexing is used for draft search by the internet search engine. The retrieval page position and link information are stored in the database. We experimented our system with the stock market keyword SAMSUNG_SDI, IBM, and SONY and compared the result with that of Altavista and Google search engine. It showed quite excellent results.

HYBRID TOOLS IN INTELLIGENT ROBOT CONTROL

  • Kandel, Abraham;Langholz, Gideon;Schneider, Mordechay
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1993.06a
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    • pp.1297-1300
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    • 1993
  • Machine learning in an uncertain or unknown environment is of vital interest to those working with intelligent systems. The ability to garner new information, process it, and increase the understanding/ capability of the machine is crucial to the performance of autonomous systems. The field of artificial intelligence provides two major approaches to the problem of knowledge engineering-expert systems and neural networks. Harnessing the power of these two techniques in a hybrid, cooperating system holds great promise.

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Intelligentization of Landscape Bamboo Buildings Based on Visual Data Transmission and 5G Communication

  • ke Yu Kai
    • International Journal of Advanced Culture Technology
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    • v.11 no.1
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    • pp.389-394
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    • 2023
  • Based on intelligent visual information and 5G, this paper studies the intelligent visual communication of landscape bamboo buildings, and provides a new method of intelligent perception and interactive computing for the real world, which can represent, model, Perception and cognition; through the integration of virtual and real, the situational understanding of the human-machine-material fusion environment and the interaction with nature. The 5G network can well meet the combination of high-bandwidth uplink transmission and low-latency downlink control. At the same time, 5G-based AR intelligent inspection, remote operation and maintenance guidance, and machine vision inspection. Taking the bamboo building as an example, through field inspections to analyze tourism Bamboo buildings before and after development, and the intelligentization of bamboo buildings based on 5G and visual modeling.

Intelligent robot system (지능 로보트 시스템)

  • 정명진;변증남
    • 제어로봇시스템학회:학술대회논문집
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    • 1986.10a
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    • pp.21-25
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    • 1986
  • An intelligent robot system can be regarded as the most generalized machine system that can perform a variety of tasks under unpredictable and unstructured environment with some intelligence. Robotics research topics related to four functions of the intelligent robot system are discussed. Also current research activities in Japan and Korea are discussed briefly.

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