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Table 3 Comparison of computational loads and communication overheads for centralized, completely decentralized, federated decentralized and federated distributed filters for sampling of the complex field shown in Figures 6 , 7 , and 8

From: A distributed multi-robot adaptive sampling scheme for the estimation of the spatial distribution in widespread fields

 

Computations

Communication

 

Robot

Fusion Center

Combined

 

Centralized filter

1.34 × 106

1.34 × 106

320

Completely decentralized filter

383.94 × 106

1,535.77 × 106

1,251.94 × 103

Federated decentralized filter

333.86 × 106

16.69 × 106

1,352.13 × 106

834.62 × 103

Federated distributed filter

5.51 × 106

16.69 × 106

38.73 × 106

121.02 × 103