Cut-off strategy means to use only first N observations to do polyak averaging, and stop updating landmark after N observation. The cut-off strategy has two advantages: More robust than traditional polyak averaging in both global observation model and intermittent observation model Able to...
Last week I tested the ping between computers on the same local network and found that the round trip time of a packet inconsistently ranged between 3.4 ms to 588 ms. Typically, packets sent within the same local network should be less than 10 ms, but for some unknown reason the latency in our netw...
This week I've been revisiting the online EM for Hidden Markov Model [1]. The formulation between HMM and latent model is similar but there's a little different. I've also developed an performance evaluator to quantify and optimize the performance of our framework, especially the choice of learnin...
This week, we came up with some implementation idea that will fundamentally change Roco. 1 An inspiration that hit me while I was implementing face-edge connection As I implement face-edge connection, I came to realize that to build a connection(let's say addConnection(B,A)), we really only...
Last Friday, I presented the printable controller, the mechanical logic, in ARR 2019. I got lots of feedbacks regarding fully printable robots. People are really interested in how will we make the robots fully printable. Thanks for all of the help from my group.
Colo-AT and the simulated data generator have undergone a lot of debugging/testing over the last week. I developed testing scripts and also restructured parts of the simlulated data generator to be more re-usable. In addition, I implmented a simpleEKF (Extended Kalman Filter) localization algorithm...
In my last blog post, I described an approach for synchronizing the broadcast intervals of the RF modules in the network based on the system clock. In this blog post, I’d like to compare and contrast this open-loop approach with an alternative approach to synchronize the modules in lock-step. Both...
Consider that user is trying to build the bookshelf with the middle board as in the picture. According to current Roco implementation, the connection of the middle board H is stored in the dictionary self.connections(): {B1: F2, G3, H4, H5} According to the original implementation of Roco, the...
Over the past week, I've successfully transforming the range-bearing measurements to direct observation with correct statistics (without approximation) Now the algorithm is fully functional. Here is the demo setting: maximum range radius: 25 cm range uncertainty: 0.5 cm^2 bearing uncertainty...
I've successfully gotten the pre-generated data simulation to run correctly for robots moving in a straight line. I used the already-built animated plotting api to view the results in addition to looking at the analyzer outputs. During the debugging process, we discovered that the simpleEKF algorith...