Adaptive computer-generated forces for simulator-based training

Data-driven behavioural modelling for military applications

“…In such an approach, however, the model will never be smarter than its creator, as there exists no room for creativity in the manmade structure. When more freedom is given to the algorithm, more creativity can be observed, that can even surpass human performance [38,39]. The hand-crafted models do, however, have the advantage of being highly understandable and explainable to military experts, as the structure of the model closely resembles the decision making process of an expert.…”

“…For example in [60], imitation learning is applied to learning decision policies of computer generated forces. The learned behaviour can afterwards be used for the training of soldiers in the simulator [39].…”

Symbiosis of Distributed Simulation and Control under Spatial Grasp Technology

“…Dealing with frequently emerging crises may need rapid integration of scattered heterogeneous resources into capable operational forces pursuing goals which may not be known in advance. Proper understanding and managing of unpredictable and crisis situations need their detailed simulation at runtime and ahead of it [11][12][13][14][15][16][17][18][19][20][21][22][23][24][25][26][27][28][29][30]. This may also need deep integration of advanced simulation with live control and management within united and en-riching each other concepts of virtual, physical, and executive worlds, which should be effectively organized in both local and global scale [31][32][33][34][35][36][37][38][39][40][41][42].…”

Global network management under spatial grasp paradigm

“…Proper understanding and managing of unpredictable and crisis situations urgently need their detailed simulation at runtime and even ahead of it. [11][12][13][14][15][16][17][18][19][20][21][22][23][24][25][26][27][28][29][30] This may also require deep integration of advanced simulation with live control and management within united and enriching each other concepts of virtual, physical, and executive worlds, which should be effectively organized in both local and global scale. [31][32][33][34][35][36][37][38][39][40][41][42] The developed Spatial Grasp formalism and Technology (SGT), which was patented and revealed in numerous previous publications (Wiley, Springer, and Emerald books including) [43][44][45][46][47][48] provides basics for deep integration, actually symbiosis, of different worlds allowing us to unite advanced distributed simulation with spatial parallel and fully distributed control.…”