KAGAKU KOGAKU RONBUNSHU
Online ISSN : 1349-9203
Print ISSN : 0386-216X
ISSN-L : 0386-216X
Volume 45, Issue 3
Displaying 1-6 of 6 articles from this issue
Editorial Note
Transport Phenomena and Fluid Engineering
Separation Engineering
Process Systems Engineering and Safety
  • Yoshinari Hori, Tomofumi Shiraishi, Shinji Hasebe
    Article type: Research Paper
    2019 Volume 45 Issue 3 Pages 127-132
    Published: May 20, 2019
    Released on J-STAGE: May 20, 2019
    JOURNAL RESTRICTED ACCESS

    We have developed a performance evaluation system for industrial plants that uses data clustering technology. The proposed system, which can be used to analyze plant operational data by using a key performance indicator (KPI), consists of a data-clustering function for operational data with the KPI and a visualization function of clustered results. The data-clustering function is based on the ART2 network, one of the adaptive resonance theory (ART) networks. It can correlate plant operational data to the KPI by classifying the operational data. By using an improved data-clustering algorithm in which different vigilance parameters can be set for each category, the operational data can be classified into fewer categories, thus improving the clustering performance. The visualization function of clustered results illustrates the relation between operational data and the KPI by using a 3D graph with a z-axis indicating the KPI and an x-y plane showing where the gravity centers of the categories are mapped by multidimensional scaling (MDS). By implementing these functions, the system models and visualizes the relation between categories and KPI on a 3D graph.

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Environment
  • Yasuyuki Ito, Ikuo Ushiki, Yoshiyuki Sato, Hiroshi Inomata
    Article type: Research Paper
    2019 Volume 45 Issue 3 Pages 133-139
    Published: May 20, 2019
    Released on J-STAGE: May 20, 2019
    JOURNAL RESTRICTED ACCESS

    The effect of heating temperature was examined on the regeneration of activated carbon using supercritical CO2 (ScCO2) assumed to be performed in the exhaust facilities of semiconductor production factories. Experiments were carried out with propylene glycol monomethyl ether (PGME) and propylene glycol monomethyl ether acetate (PGMEA) as model VOC components because of their practical importance. Model samples of used activated carbon were prepared by heating at 200–300°C for 1–63 h under an argon atmosphere after immersion in liquid PGME or PGMEA solvent. Thermogravimetric analyses (TGA) showed that high boiling point adsorbates (400–900°C) were not observed after heating at 200°C but were clearly observed after heating at 250°C or above in the activated carbon with PGME. In the activated carbon with PGMEA, high boiling point adsorbates were not observed after heating at 250°C but were observed after heating at 300°C. These high boiling point adsorbates were not removed from activated carbon by ScCO2 regeneration. This study suggested that high boiling point adsorbates were produced from PGME, PGMEA by heating at higher temperatures, whereas heating at 200°C suppressed their formation and supported the possibility of a high efficiency ScCO2 process.

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