• Journal of Intelligence and Information Systems
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• v.26 no.2
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• pp.131-145
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• 2020

In line with the trend of industrial innovation, IoT technology utilized in a variety of fields is emerging as a key element in creation of new business models and the provision of user-friendly services through the combination of big data. The accumulated data from devices with the Internet-of-Things (IoT) is being used in many ways to build a convenience-based smart system as it can provide customized intelligent systems through user environment and pattern analysis. Recently, it has been applied to innovation in the public domain and has been using it for smart city and smart transportation, such as solving traffic and crime problems using CCTV. In particular, it is necessary to comprehensively consider the easiness of securing real-time service data and the stability of security when planning underground services or establishing movement amount control information system to enhance citizens' or commuters' convenience in circumstances with the congestion of public transportation such as subways, urban railways, etc. However, previous studies that utilize image data have limitations in reducing the performance of object detection under private issue and abnormal conditions. The IoT device-based sensor data used in this study is free from private issue because it does not require identification for individuals, and can be effectively utilized to build intelligent public services for unspecified people. Especially, sensor data stored by the IoT device need not be identified to an individual, and can be effectively utilized for constructing intelligent public services for many and unspecified people as data free form private issue. We utilize the IoT-based infrared sensor devices for an intelligent pedestrian tracking system in metro service which many people use on a daily basis and temperature data measured by sensors are therein transmitted in real time. The experimental environment for collecting data detected in real time from sensors was established for the equally-spaced midpoints of 4×4 upper parts in the ceiling of subway entrances where the actual movement amount of passengers is high, and it measured the temperature change for objects entering and leaving the detection spots. The measured data have gone through a preprocessing in which the reference values for 16 different areas are set and the difference values between the temperatures in 16 distinct areas and their reference values per unit of time are calculated. This corresponds to the methodology that maximizes movement within the detection area. In addition, the size of the data was increased by 10 times in order to more sensitively reflect the difference in temperature by area. For example, if the temperature data collected from the sensor at a given time were 28.5℃, the data analysis was conducted by changing the value to 285. As above, the data collected from sensors have the characteristics of time series data and image data with 4×4 resolution. Reflecting the characteristics of the measured, preprocessed data, we finally propose a hybrid algorithm that combines CNN in superior performance for image classification and LSTM, especially suitable for analyzing time series data, as referred to CNN-LSTM (Convolutional Neural Network-Long Short Term Memory). In the study, the CNN-LSTM algorithm is used to predict the number of passing persons in one of 4×4 detection areas. We verified the validation of the proposed model by taking performance comparison with other artificial intelligence algorithms such as Multi-Layer Perceptron (MLP), Long Short Term Memory (LSTM) and RNN-LSTM (Recurrent Neural Network-Long Short Term Memory). As a result of the experiment, proposed CNN-LSTM hybrid model compared to MLP, LSTM and RNN-LSTM has the best predictive performance. By utilizing the proposed devices and models, it is expected various metro services will be provided with no illegal issue about the personal information such as real-time monitoring of public transport facilities and emergency situation response services on the basis of congestion. However, the data have been collected by selecting one side of the entrances as the subject of analysis, and the data collected for a short period of time have been applied to the prediction. There exists the limitation that the verification of application in other environments needs to be carried out. In the future, it is expected that more reliability will be provided for the proposed model if experimental data is sufficiently collected in various environments or if learning data is further configured by measuring data in other sensors.

• Korean Journal of Heritage: History & Science
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• v.51 no.2
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• pp.170-203
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• 2018

From the period of Japanese colonialism up to the present, the researchers of archaeology and ancient history in Korea and Japan have paid much attention to the Honam area. Recently the ruins and relics of Wae lineage are often discovered at archaeological excavation sites in this region. In particular, at least 17 keyhole-shaped mounds were confirmed. The fact that three mounds were built on one site was newly revealed. Haniwa, a representative earthenware object of the Kofun period in Japan, was discovered as well. Therefore, the study of a historical meaning of archaeological materials about Wae lineage in the Honam area thus far must be reexamined. The ruins and relics of Wae lineage in the Honam area have been studied by selecting only specific cases. I identified all the ruins and relics of Wae lineage in the Honam area and analyzed the process of their change in this paper. I reviewed the relationship between Wae and Mahan, and the purpose of their negotiation based on archaeological characteristics, changing processes, and historical records on a quarterly basis. The ruins and relics of Wae lineage have increased and widely spread since the early period of the 5th century in the Honam area. This tendency continued until the late period of the 6th century. Weapons of Wae lineage were introduced and tombs in the style of Wae were built from the late 4th century to the early period of the 5th century (TG232~TK216 period). Sueki was introduced from the middle to late period of the 5th century (TK208~TK23 period). Keyhole-shaped mounds and tombs in the style of Wae were built from the late period of the 5th century to the early period of the 6th century (TK47~MT15 period). Japanese weapons were introduced from the middle to late period of the 6th century (TK10~TK209 period). In other words, the archaeological appearance is different in each quarterly period. There was an intensive diplomatic relationship between Baekje and Wae in the TG232~TK216 period. The military might be included in a mission of Wae. The materials of Wae lineage of this period are likely to be related to this. Sueki spread to the inland part of the Honam area in the TK208~TK23 period. This Sueki tends to be excavated on advantageous sites for the accumulation and distribution of supplies. The main characters of the keyhole-shaped mounds are presumed to be a group of traders which were under the control of a certain influence in the north of Kyushu. The keyhole-shaped mounds were abruptly built at some distance from mounds of the leaders in the Honam area. Additionally, there was no special influence base to which the characters of the keyhole-shaped mounds belonged in the surroundings. However, it might have been impossible for the group of traders to build the keyhole-shaped mounds without the support from the residents at all because there was a big difference in the building technology of the keyhole-shaped mounds between Japan and the Honam area. The time of building some keyhole-shaped mounds is the same or almost the same with that of the mounds built for the regional leaders. This proves a close relationship with the residents as well. What do the archaeological materials of Wae lineage which have been used and buried mean over 200 years in the Honam area? Geumgwan Gaya, which had exported iron resources to Japan, perished in the early period of the 5th century. Instead of Gaya, the Honam area might have played an important role to supply the necessary resources to Japan. We assume that the Japanese (Wae) actively worked to acquire various resources focusing on the underground resources in the Honam area.

• Korean Journal of Fisheries and Aquatic Sciences
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• v.19 no.3
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• pp.195-211
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• 1986

The object of this study is to obtain fundamental data on cultured fishes produced in Korea to improve their food components. For this purpose, the food components of cultured fresh water fishes such as eel, Anguilla japonica, snakehead, Channa argus, and common carp, Cyprinus carpio, were investigated and compared with those of the wild ones. The results obtained are summarized as follows: 1. Common characteristics in the proximate composition were that wild fish was higher in crude protein content and lower in crude lipid content than those of cultured one. 2. Among the 9 kinds of minerals analyzed in all the samples, sodium, potassium, calcium and magnesium contents were absolutely predominant being more than $99.52\%$. These four elements in feedstuff also occupied $99.68{\sim}99.92%$ of total minerals. 3. The neutral lipids of wild and cultured eel, snakehead and common carp occupied $55.7{\sim}95.8%$ of lipid fractions, while the content of the phospholipids in snakehead was particularly higher than those of others. 4. The neutral lipids of wild and cultured eel, snakehead and common carp mainly consisted of triglycerides ($85{\sim}95%$), and a little quantity of diglycerides, monoglycerides, free sterol ester and hydrocarbon were also identified in the neutral lipid. 5. The phospolipids of eel and common carp were mainly occupied by phosphatidyl choline ($71.3{\sim}83.9%$), followed by phosphatidyl ethanolamine ($12.1{\sim}23.5%$) and phosphatidyl serine ($7.5{\sim}13.8%$). The phospholipids of snakhead consisted of phosphatidyl choline ($50.7{\sim}64.5%$), phosphatidyl ethanolamine ($28.0{\sim}35.5%$) and phosphatidyl serine ($7.5{\sim}13.8%$). Generally, phosphatidyl choline content was higher in wild fish than in cultured one, while phosphatidyl ethanolamine and phosphatidyl serine contents were higher in cultured one. 6. The major fatty acids in total lipid of wild eel, snakehead and common carp were $C_{16:0}\;and\;C_{20:5}$, while those in cultured ones were $C_{18:1},\;C_{18:2}\;and\;C_{22:6}$. The fatty acid composition of neutral lipids showed similar tendency to that of total lipid, and the main fatty acids in phospholipids of cultured fishes were $C_{18:1}\;and\;C_{18:2}$. In glycolipids, $C_{20:5}\;and\;C_{22:6}$ were higher in wild fishes, while $C_{18:2}$ were higher in cultured ones. 7. Total amino acids contents of wild and cultured eel were nearly the same, being $16.65\%$ ana $15.99\%$ respectively. The major amino acids of wild and cultured fish were glutamic acid, leucine, aspartic acid and lysine in order. In snakehead, the contents of aspartic acid and proline in cultured fish were higher than those in wild one, while the contents of glutamic acid, alanine, glycine were higher in the wild one. Total amino acid content of cultured common carp was $21.7\%$ compared with $17.08\%$ in wild one. The contents of glutamic acid, aspartic acid, glycine, proline and alanine occupied higher quantities in cultured common carp compared with those in wild one while the other amino acids revealed no significant difference. 8. Aspartic acid in free amino acids of cultured eel held $1.0\%$ of total free amino acids, while that in wild eel held $2.9\%$. Histidine, arginine and tyrosine content of cultured fish were two times higher than those of wild one. But free amino acid composition of samples seemed to be no marked differences according to cultured places. The contents of arginine, aspartic acid, glutamic acid, methionine and phenylalanine of snakehead ware higher in wild one than in cultured one, while the contents of lysine, histidine, glycine, and alanine ware higher in cultured one. In free amino acids content of wild common carp, histidine, glycine and lysine occupied $76.9\%$ of total free amino acids. Lysine, histidine, aspartic acid, alanine, valine and leucine were higher in wild one compared with those of cultured one, while glycine and tyrosine contents were higher in cultured fish.