• Title/Summary/Keyword: Game Performance

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Comparison of Reinforcement Learning Activation Functions to Improve the Performance of the Racing Game Learning Agent

  • Lee, Dongcheul
    • Journal of Information Processing Systems
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    • v.16 no.5
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    • pp.1074-1082
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    • 2020
  • Recently, research has been actively conducted to create artificial intelligence agents that learn games through reinforcement learning. There are several factors that determine performance when the agent learns a game, but using any of the activation functions is also an important factor. This paper compares and evaluates which activation function gets the best results if the agent learns the game through reinforcement learning in the 2D racing game environment. We built the agent using a reinforcement learning algorithm and a neural network. We evaluated the activation functions in the network by switching them together. We measured the reward, the output of the advantage function, and the output of the loss function while training and testing. As a result of performance evaluation, we found out the best activation function for the agent to learn the game. The difference between the best and the worst was 35.4%.

A Structural Equation Modelling of the Relationship between User Experience, Self-efficacy and Game Performance in Healthcare Serious Gam (체감형 헬스게임에서 사용자경험과 자기효능감이 게임 만족도와 성과에 미치는 영향)

  • Noh, Ghee-Young
    • Journal of Korea Game Society
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    • v.12 no.2
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    • pp.15-29
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    • 2012
  • In order to predict satisfaction and performance of sensible healthcare game using motion recognition sensor, this study analyzed the effects of flow, presence and social cognitive factor and then, it attempted to verify structural relationships thereof. Self-efficacy, being a social cognitive factor, was found to affect the level of functional satisfaction of health game but it showed no direct effect to intention of using game. Flow experience was also observed to be a meaningful predictor for the level of functional and entertainment satisfaction in the direction hypothesized. It is also shown that presence exerts a direct effect on functional satisfaction. Finally, it is discovered that functional satisfaction has meaningful influence on entertainment satisfaction as well as future intention to use. The results verifies that even in sensible healthcare game, user experience and social cognitive factor have significant effects on satisfaction and performance of a serious game.

The Influence of Appropriation and on Performance in Online Game: Focusing on MMORPG (온라임 게임의 전유가 게임 성과에 미치는 영향 : 대규모 다중사용자 온라인 역할수행게임을 중심으로)

  • Lee, Woong-Kyu;Kwon, Jeong-Il
    • Asia pacific journal of information systems
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    • v.16 no.4
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    • pp.103-119
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    • 2006
  • One of the most important reasons for using online game is intrinsic motivation which relates the drive to perform a behavior for perceptions of pleasure and satisfaction from the behavior itself. Therefore, most studies for using online game have been based on theories for intrinsic motivation such as flow. However, such theories have some limitations for explaining social aspects of online games such as Massively Multiplayer Online Role Game (MMORPG), which provides a society for game players by using a virtual space for playing games so called 'persistent world'. Adaptive structuration theory (AST) is one of trying to capture the change of using IT due to social interactions between users and system. In order to explain online game players' behavior considering social interaction, we suggest a research model based on AST. Our model aims to investigate the relationship between appropriation which is determined by faithfulness of appropriation (FOA) and consensus on appropriation (COA) and performance which is represented by the relationship among perceived winning, flow, and intention of reuse. An empirical test of our model for 125 MMORPG users which is analyzed by Partial Least Square method shows very satisfactory and interesting results. While hypotheses suggested in our model are supported, the influence of COA on game performance is shown to be stronger than that of FOA.

The Development of Two-Person Janggi Board Game Using Backpropagation Neural Network and Reinforcement Learning (역전파 신경회로망과 강화학습을 이용한 2인용 장기보드게임 개발)

  • Park, In-Kue;Jung, Kwang-Ho
    • Journal of Korea Game Society
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    • v.1 no.1
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    • pp.61-67
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    • 2001
  • This paper describes a program which learns good strategies for two-poison, deterministic, zero-sum board games of perfect information. The program learns by simply playing the game against either a human or computer opponent. The results of the program's teaming of a lot of games are reported. The program consists of search kernel and a move generator module. Only the move generator is modified to reflect the rules of the game to be played. The kernel uses a temporal difference procedure combined with a backpropagation neural network to team good evaluation functions for the game being played. Central to the performance of the program is the search procedure. This is a the capture tree search used in most successful janggi playing programs. It is based on the idea of using search to correct errors in evaluations of positions. This procedure is described, analyzed, tested, and implemented in the game-teaming program. Both the test results and the performance of the program confirm the results of the analysis which indicate that search improves game playing performance for sufficiently accurate evaluation functions.

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Server Performance Improvement with Predicted Range of Agent Movement (이동 범위 예측을 통한 온라인 서버 성능 향상 기법)

  • Kim, Yong-O;Shin, Seung-Ho;Kang, Shin-Jin
    • Journal of Korea Game Society
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    • v.11 no.1
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    • pp.101-109
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    • 2011
  • The performance of server becomes important issues in online game with the online game market expansion. This paper proposes a method of improving performance to decrease synchronized packets for each entity's informations in game. Our method provides adapted solution of reconstructing spatial subdivision to reduce a load of movement between boundary regions using prediction of entity's movement range and disabled regions where entity can not move to. It is shown through the experiments that proposed method outperforms existing method in terms of processing quantity of packets.

A Policy on Efficient Load-Balancing Using Contents-Based Game Servers

  • Myung, Won-Shig
    • International Journal of Contents
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    • v.3 no.1
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    • pp.9-13
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    • 2007
  • This paper proposes a policy on efficient load balancing that can reduce the network game server load burdened by surging number of users. The study adopted a contents-based clustering technique. Recently, skyrocketing number of clients in on-line games causes overloads on specific game servers, and the consequent server-instability brings the worst situation: a server failure. To cope with this problem, one can install more high-powered servers or be equipped with back-up servers, which is often inefficient in terms of cost performance. To solve this problem, the present study examined the technology enhancing the performance and efficiency of game servers by reducing the loads of specific game servers. In doing this, this study used the clustering technology to compose game servers classified by their contents and carried out appropriate load balancing to numerous clients with load balancers in each region.

A Study of Relationships among Situation Awareness, Presence, and Performance on a Handheld Game Console (휴대용 게임기에서 수행도에 영향을 미치는 상황인식과 현실감의 상관관계 연구)

  • Jung, Doo-Ho;Myung, Ro-Hae
    • Journal of the Ergonomics Society of Korea
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    • v.27 no.2
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    • pp.39-47
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    • 2008
  • This research was conducted to explore relationships among situation awareness, presence, and performance on a handheld game console. Situation Awareness was measured by SAGAT (Situation Awareness Global Assessment Technique) while presence was measured by PQ (Presence Questionnaire) version 3.0. The performance was measured by the number of aircraft shot down during the flight simulator game. The results show that both situation awareness and presence were positively significantly correlated with performance. In order to investigate the effect of performance level, subjects were divided into two significantly different groups: low and high performance groups. In the low performance group, both situation awareness and presence showed a significantly positive correlation with performance. The correlation between presence and situation awareness also showed a positively significant correlation. However, in the high performance group, there were no significant correlations among them. In conclusion, different performance levels could be said to be an important factor in the study of situation awareness and presence. Furthermore, this study also proved that the domain of research on situation awareness and presence was extended to small displays such as the handheld game console.

The Effect of Mobile MMORPG Characteristics on Flow Experience and Performance

  • LEE, Jeonghoon
    • Journal of Distribution Science
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    • v.17 no.8
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    • pp.35-44
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    • 2019
  • Purpose - This study examines the changes in the mobile MMORPG market in recent years and the factors affecting the performance of mobile games through flow experience according to the characteristics of game content. Research design, data, and methodology - This study focuses on the fact that the cause of game use behavior changes is the flow experience which influences the duration of mobile game continuation. The flow experience and the influencing factors are divided into the relationship between first, second-leading factors, and lagged factors. Results - The user's sense of challenge, skillfulness, concentration, and reality influenced the flow experience as a leading factor influencing the performance of MMORPG games. On the other hand, fun and preference were found to be the outcomes of the flow experience. This is because the game content is experienced not through passive enjoyment but by intentionally enjoying the game content. The flow experience has a positive effect on the intention of continuous use as in the previous study. Conclusions - This study found that the flow experience of game users is necessary for continuous use by organizing relationships of flow experience in mobile MMORPG users' gaming behavior.

Improving performance of MMO game server using io_uring I/O Model (io_uring I/O 모델을 통한 MMO 게임 서버의 성능개선)

  • Seong, SoYun;Jung, NaiHoon
    • Journal of Korea Game Society
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    • v.20 no.6
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    • pp.31-42
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    • 2020
  • To accept more than thousands of concurrent players, MMO Game servers should use high performance I/O APIs provided by the OS. Despite the continuous improvement of the I/O models, these new I/O APIs are not applied on the applications immediately. In this study, we proposed a new MMO game server architecture using io_uring, Linux's new I/O model. We implemented the proposed architecture and achieved performance improvements of the server on a stress test benchmark with high concurrent connections.

A study on Optimizing Mobile 3D Game Engine using JSR-184

  • Cho, Jong-Keun;Lee, Shin-Jun;Choo, Moon-Won
    • International Journal of Contents
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    • v.3 no.4
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    • pp.8-14
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    • 2007
  • This study focuses on modeling mobile 3D game engine and suggesting modified skinned-mesh schema based on JSR-184 in order to improve the performance in terms of memory consumption and time complexity. Most of the 3D games have used OpenGL-ES low-level APls, which may limit portability and fast developing time. Hence, the 3D mobile game engine providing high-level APls which works on GSM (Global System for Mobile Communication) phones on J2ME, is proposed here in order to optimize the performance for Java environment abiding JSR-184 standard. To prove performance enhancement, skinned-mesh schema on JSR-184 engine is modified and tested. The experimental results are shown.