• Title/Summary/Keyword: traditional experiments

Search Result 1,072, Processing Time 0.024 seconds

Product Life Cycle Based Service Demand Forecasting Using Self-Organizing Map (SOM을 이용한 제품수명주기 기반 서비스 수요예측)

  • Chang, Nam-Sik
    • Journal of Intelligence and Information Systems
    • /
    • v.15 no.4
    • /
    • pp.37-51
    • /
    • 2009
  • One of the critical issues in the management of manufacturing companies is the efficient process of planning and operating service resources such as human, parts, and facilities, and it begins with the accurate service demand forecasting. In this research, service and sales data from the LCD monitor manufacturer is considered for an empirical study on Product Life Cycle (PLC) based service demand forecasting. The proposed PLC forecasting approach consists of four steps : understanding the basic statistics of data, clustering models using a self-organizing map, developing respective forecasting models for each segment, comparing the accuracy performance. Empirical experiments show that the PLC approach outperformed the traditional approaches in terms of root mean square error and mean absolute percentage error.

  • PDF

Positional Tracking System Using Smartphone Sensor Information

  • Kim, Jung Yee
    • Journal of Multimedia Information System
    • /
    • v.6 no.4
    • /
    • pp.265-270
    • /
    • 2019
  • The technology to locate an individual has enabled various services, its utilization has increased. There were constraints such as the use of separate expensive equipment or the installation of specific devices on a facility, with most of the location technology studies focusing on the accuracy of location verification. These constraints can result in accuracy within a few tens of centimeters, but they are not technology that can be applied to a user's location in real-time in daily life. Therefore, this paper aims to track the locations of smartphones only using the basic components of smartphones. Based on smartphone sensor data, localization accuracy that can be used for verification of the users' locations is aimed at. Accelerometers, Wifi radio maps, and GPS sensor information are utilized to implement it. In forging the radio map, signal maps were built at each vertex based on the graph data structure This approach reduces traditional map-building efforts at the offline phase. Accelerometer data were made to determine the user's moving status, and the collected sensor data were fused using particle filters. Experiments have shown that the average user's location error is about 3.7 meters, which makes it reasonable for providing location-based services in everyday life.

A Buffer Replacement Algorithm utilizing Reference Interval Information (참조 시간 간격 정보를 활용하는 버퍼 교체 알고리즘)

  • Koh, Jeong-Gook;Kim, Gil-Yong
    • The Transactions of the Korea Information Processing Society
    • /
    • v.4 no.12
    • /
    • pp.3175-3184
    • /
    • 1997
  • To support large storage capacity and real-time characteristics of continuous media storage systems, we need to improve the performance of disk I/O subsystems. To improve the performance, we exploited buffer sharing scheme that reduces the number of disk I/Os. We utilized the advance knowledge of continuous media streams that is used to anticipate data demands, and so Promoting the sharing of blocks in buffers. In this paper, we proposed a buffer replacement algorithm that enables subsequent users requesting the same data to share buffer efficiently. The proposed algorithm manages buffers by utilizing reference interval information of blocks. In order to verify validity of the proposed algorithm, we accomplished simulation experiments and showed the results of performance improvements compared to traditional buffer replacement algorithms.

  • PDF

GPU-based Stereo Matching Algorithm with the Strategy of Population-based Incremental Learning

  • Nie, Dong-Hu;Han, Kyu-Phil;Lee, Heng-Suk
    • Journal of Information Processing Systems
    • /
    • v.5 no.2
    • /
    • pp.105-116
    • /
    • 2009
  • To solve the general problems surrounding the application of genetic algorithms in stereo matching, two measures are proposed. Firstly, the strategy of simplified population-based incremental learning (PBIL) is adopted to reduce the problems with memory consumption and search inefficiency, and a scheme for controlling the distance of neighbors for disparity smoothness is inserted to obtain a wide-area consistency of disparities. In addition, an alternative version of the proposed algorithm, without the use of a probability vector, is also presented for simpler set-ups. Secondly, programmable graphics-hardware (GPU) consists of multiple multi-processors and has a powerful parallelism which can perform operations in parallel at low cost. Therefore, in order to decrease the running time further, a model of the proposed algorithm, which can be run on programmable graphics-hardware (GPU), is presented for the first time. The algorithms are implemented on the CPU as well as on the GPU and are evaluated by experiments. The experimental results show that the proposed algorithm offers better performance than traditional BMA methods with a deliberate relaxation and its modified version in terms of both running speed and stability. The comparison of computation times for the algorithm both on the GPU and the CPU shows that the former has more speed-up than the latter, the bigger the image size is.

The study on stability of restoration material of organic artifact (유기질 문화재 복원재료의 재질안정성에 대한 연구)

  • Jeong, Seon-Young;Jeong, So-Young;Jeong, Seon-Hwa;Seo, Jin-Ho
    • 보존과학연구
    • /
    • s.29
    • /
    • pp.5-18
    • /
    • 2008
  • Hanji among paper, which is material for support of the organic artifact such as painting and Thangkas, is given as much importance as the original material in the conservation treatment of artifacts. This lining paper can go through physical and chemical deterioration due to its organic nature, and inflict serious damage to the original materials of the artifact. There is a lot of difficulty in keeping continuous production of the paper mulberry fiber based on lining paper due to a short supply of raw material and discontinuation of traditional method. Also restoration and conservation treatment is done by relying only on the knowledge and skill of few experts without any recognized manual based on scientific analysis. In this study, we evaluated the stability of lining paper which is used to support organic artifact. As the result of experiments, this lining paper was made from mulberry tree in Korea and produced by means of oebal method, but was not treated by starch in its surface.

  • PDF

A Novel Ramp Method Based on Improved Smoothing Algorithm and Second Recognition for Windshear Detection Using LIDAR

  • Li, Meng;Xu, Jiuzhi;Xiong, Xing-long;Ma, Yuzhao;Zhao, Yifei
    • Current Optics and Photonics
    • /
    • v.2 no.1
    • /
    • pp.7-14
    • /
    • 2018
  • As a sophisticated detection technology, LIDAR has been widely employed to probe low-altitude windshear. Due to the drawbacks of the traditional ramp algorithm, the alarm accuracy of the LIDAR has not been satisfactory. Aiming at settling this matter, a novel method is proposed on the basis of improved signal smoothing and second windshear detection, which essentially acts as a combination of ramp algorithm and segmentation approach, involving the human factor as well as signal fluctuations. Experiments on the real and artificial signals verify our approach.

Hypoglycemic effect of a polyherbal aqueous extract in experimentally induced diabetic rats

  • Vasu, Vihas T.;Thaikoottathil, Jyoti V.;Gupta, Sarita
    • Advances in Traditional Medicine
    • /
    • v.5 no.2
    • /
    • pp.160-166
    • /
    • 2005
  • The present study was carried out to investigate the hypoglycemic effect of a polyherbal aqueous extract (Curcuma longa Linn., Emblica officinalis Gaertn., Trigonella foenum-graecum Linn., Enicostemma littorale Blume) in alloxan-induced diabetic rats. Short term experiments showed a decrease in blood glucose levels at $2^{nd}\;hr$ of administration of the aqueous extract in alloxan-induced diabetic rats with increase in serum insulin levels. The extract did not show any effect on blood glucose or serum insulin levels in normoglycaemic rats. Treatment with the extract (1.5 g dry plant equivalent extarct/100 g body weight/day) for 20 days in diabetic rats showed a significant decrease in blood glucose and glycosylated haemoglobin levels and an increase in serum insulin levels. The aqueous extract also showed an enhanced glucose-induced insulin release at 11.1 mM glucose from isolated rat pancreatic islets. The extract did not show any toxicity at the particular dose used.

Antioxidant Activity of Talinum portulacifolium (Forssk) Leaf Extracts

  • Rao, Thalapaneni Nageswara;Kumarappan, Chidambaram;Lakshmi, Sabapathi Mohana;Mandal, Subhash C
    • Advances in Traditional Medicine
    • /
    • v.8 no.4
    • /
    • pp.329-338
    • /
    • 2008
  • The aim of the study is to investigate the antioxidant activity through, reducing power, 2, 2-diphenyl-1-picryl hydrazyl radical (DPPH), nitric oxide radical (NO), superoxide radical, hydrogen peroxide radical ($H_2O_2$) scavenging activity and the amount of total phenolic compounds of chloroform, ethyl acetate, methanol and aqueous extracts of the leaves of Talinum portulacifolium. Chloroform extract of leaves of T. portulacifolium showed highest antioxidant activity, with a direct relationship between activity and concentration of extracts ($15-240\;{\mu}g/mL$). Among all the extracts, the highest amount of the total polyphenolic compounds was found in the chloroform extract. Chloroform extract of T. portulacifolium showed an important free radical scavenging activity towards the DPPH, NO, Superoxide and $H_2O_2$ radicals, with $IC_{50}$ values of 133.26, 165.75, 156.34 and $135.29\;{\mu}g/mL$, respectively. In the lipid peroxidation assay, extracts of chloroform and ethyl acetate showed a remarkable inhibitory activity. The extracts showed significant activity in all the experiments but lower than the standard antioxidant, ascorbic acid.

Multi-point displacement monitoring of bridges using a vision-based approach

  • Ye, X.W.;Yi, Ting-Hua;Dong, C.Z.;Liu, T.;Bai, H.
    • Wind and Structures
    • /
    • v.20 no.2
    • /
    • pp.315-326
    • /
    • 2015
  • To overcome the drawbacks of the traditional contact-type sensor for structural displacement measurement, the vision-based technology with the aid of the digital image processing algorithm has received increasing concerns from the community of structural health monitoring (SHM). The advanced vision-based system has been widely used to measure the structural displacement of civil engineering structures due to its overwhelming merits of non-contact, long-distance, and high-resolution. However, seldom currently-available vision-based systems are capable of realizing the synchronous structural displacement measurement for multiple points on the investigated structure. In this paper, the method for vision-based multi-point structural displacement measurement is presented. A series of moving loading experiments on a scale arch bridge model are carried out to validate the accuracy and reliability of the vision-based system for multi-point structural displacement measurement. The structural displacements of five points on the bridge deck are measured by the vision-based system and compared with those obtained by the linear variable differential transformer (LVDT). The comparative study demonstrates that the vision-based system is deemed to be an effective and reliable means for multi-point structural displacement measurement.

On the performance of the hash based indexes for storing the position information of moving objects (이동체의 위치 정보를 저장하기 위한 해쉬 기반 색인의 성능 분석)

  • Jun, Bong-Gi
    • Journal of the Korea Society of Computer and Information
    • /
    • v.11 no.6 s.44
    • /
    • pp.9-17
    • /
    • 2006
  • Moving objects database systems manage a set of moving objects which changes its locations and directions continuously. The traditional spatial indexing scheme is not suitable for the moving objects because it aimed to manage static spatial data. Because the location of moving object changes continuously, there is problem that expense that the existent spatial index structure reconstructs index dynamically is overladen. In this paper, we analyzed the insertion/deletion costs for processing the movement of objects. The results of our extensive experiments show that the Dynamic Hashing Index outperforms the original R-tree and the fixed grid typically by a big margin.

  • PDF