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Virtual-reality (VR) is an immersive technology with a growing market and many applications for gesture recognition. This thesis presents a VR gesture recognition method using signal processing techniques. The core concept is based on the comparison of motion features in the form of signals between a runtime recording of users and a possible gesture set. This comparison yields a similarity score through which the most similar gesture can be recognized by a continuous recognition system. Some selected comparison methods are presented, evaluated and discussed. An example implementation is demonstrated. However, due to an introduced layer model parts of the method and its implementation are interchangeable.
Similar or even better performance is achieved compared to other related work. The comparison method Dynamic Time Warping (DTW) reaches an average positive recognitions rate of 98.18% with acceptable real-time application performance. Additionally, the method comes with some benefits: position and direction of users is irrelevant, body proportions have no significant negative impact on recognition rates, faster and slower gesture executions are possible, no user inputs are needed to communicate gesture start and end (continuous recognition), also continuous gestures can be recognized, and the recognition is fast enough to trigger gesture specific events already during the execution.
Multiplayer games can increase player enjoyment through social interactions, cooperation, and competition. Their market popularity shows the success of especially networked multiplayer games, which pose new networking challenges to game developers. The main challenge is synchronizing game state across players. Research identifies deterministic lockstep, snapshot interpolation, and state-sync as primary methods for this task, each with distinct advantages and disadvantages.
This work, and the master thesis this paper is based on, quantitatively evaluated deterministic lockstep, demonstrating its vertical (entity count) and horizontal (player count) scaling limitations and compares the method to snapshot interpolation. Lockstep supports minimum 16,000 entities for up to 10 players and a horizontal scaling of 40 or more players with 1024 entities. However, a negative correlation between entity and player count limits was observed, which was indicated by the maximum scaling configurations 30 players with 4096 entities or 20 players with 8192 entities. Snapshot interpolation faced a vertical limit with 4096 entities and 10 players and horizontally with 40 or more players and 1024 entities.
The paper further contributes by comparing results to related work, summarizing synchronization methods, proposing a hybrid architecture model of deterministic lockstep with snapshot interpolation for re-synchronization and hot-joins, and deconstructing Unity Transport Package’s (UTP) network packets.
Multiplayer games can increase player enjoyment through social interactions, cooperation and competition. The popularity of such games is shown by current market trends. Especially networked multiplayer games frequently achieve great success, but confront game developers with additional networking challenges in the already complex field of game production. The primary challenge is game state synchronization across all players. Based on the current research, there are three main methods for this task – deterministic lockstep, snapshot interpolation and state-sync – with their own advantages and disadvantages.
This work quantitatively evaluated and discussed the vertical (entity count) and horizontal (player count) limitations of deterministic lockstep and compared the method to snapshot interpolation. Results showed, that deterministic lockstep has no indicated vertical scaling limitation with a player count of up to 10 supporting 16,000 or more entities. A horizontal scaling limitation could not be found either and lockstep was confirmed to work with 40 or more players while handling 1024 entities. However, both scaling dimensions correlate negatively, which was indicated by the maximum scaling configurations 30 players and 4096 entities or 20 players and 8192 entities.
An unoptimized snapshot interpolation implementation achieved a vertical scaling limitation of 4096 entities with 10 players and a horizontal scaling limit of 40 or more players with 1024 entities and therefore was found to have a lower entity limit compared to deterministic lockstep.
Furthermore, results are compared to related work. Other contributions of this thesis include an overview of game networks and the three game state synchronization techniques. An architecture model for deterministic lockstep including a hybrid approach combining it with snapshot interpolation for re-synchronization and hot-joins. And finally, a network packet deconstruction of the implemented networking framework Unity Transport Package (UTP).