Distributed Multi Hypothesis Testing

Bottom Line Up Front Stefano P. Coraluppi suggests we form tracks first, then try to merge those, and that we don’t trust those initial tracks as much as we currently do in MHT. Summary Multi-target tracking (MTT) Sequence of sets of measurements, unknown time-varying number of targets. Overlay of false alarms. Must determine a _set_of trajectories. An intractable posterior probability distribution, both computationally and conceptually. MAP estimation, even if you nailed it, would be useless....

November 5, 2024 · 6 min · 1158 words · Amos

Use Jax on Compute Canada/Digital Research Alliance of Canada

I’ve had luck getting GPUs quickly on graham.computecanada.ca, so I suggest you use something else. On the login node: Previously I was explicitly specifying a new StdEnv, but for now, the latest one is the default. This is not necessary right now but for future reference. 1 module load StdEnv/2023 Figure grab the least stale python and cuda 1 2 module spider python module spider cuda Grab specific versions 1 2 module load python/3....

May 2, 2024 · 2 min · 237 words · Amos

Compositional Learning Based Planning for Vision Pomdps

Sampada Deglurkar, Michael Lim, Johnathan Tucker, Zachary Sunberg, Aleksandra Faust, Claire Tomlin. Bottom Line Up Front I rate this 8.1 More, smaller, models trained to their own goals end up being more efficient and robust. This is… close to what I was attempting, but I think my “produce an image” thing was insane. Next step: go find this thing and see how it is proposing particles. I think I may be able to adapt this so that I’m keeping a bunch of unrelated particles alive and just deciding which ones to kill....

December 3, 2023 · 3 min · 472 words · Amos

Micro-Doppler Based Detection and Tracking of UAVs With Multistatic Radar

Folker Hoffmann, Matthew Ritchie, Francesco Fioranelli, Alexander Charlish, Hugh Griffiths Bottom Line Up Front I rate this 7.9. Super cool experiment, I’m frankly shocked that it works as well as it did. I wish I had radars to play with, and results from slightly less cooperative UAVs. Clearly lots of opportunities for ’next steps’ with this exact hardware setup. I want one. Figure Anarchy I know LaTeX and maybe even IEEE insist on letting figures roam the countryside however they please, but good lord, this paper is just a description of figures and none of them are anywhere near the text describing them....

July 31, 2023 · 2 min · 379 words · Amos

Cognitive Radar Management

Alexander Charlish, Folker Hoffmann Bottom Line Up Front This is a chapter from a larger book that I should read before discussing it with a student working under Alexander Charlish. I rate this 8.8 Easily the coolest thing I’ve seen, I’m 100% in love with the formalization of a POMDP, but I disagree with certain design/implementation choices. Took too long to get there, this chapter should be two chapters, the first of which I’d just ignore and the second I’d re-read 12 times....

July 22, 2023 · 9 min · 1797 words · Amos

Googling for Existing Counter Uas Tech

I took a look on 2023-07-14. Drone Groups So the U.S. military has 5 UAS groups: <20lbs (<9kg), <1,200ft AGL, <100kts 21-55lbs (9-20kg), <3,500ft AGL, <250kts 55-1,320lbs (20-600kg), <18,000ft AGL, <250kts 1,320+lbs, <18,000ft AGL 1,320+lbs >18,000ft AGL The DND challenge is, to a rounding error, only for group 1 and group 2 drones. NorthropGrumman Sensors and radars Many, HAMMR looks like fun Medium Calibre M-ACE “Mobile - Acquisition, Cueing, and Effector” system with video can “cue” a nearby 25mm (or maybe 30mm?...

July 14, 2023 · 4 min · 705 words · Amos

Canadas Academic Research and Development in Unmanned Aerial Systems 2020 Survey

Hugh H.-T. Liu (Posted on his website)[https://www.flight.utias.utoronto.ca/fsc/wp-content/uploads/2020/06/uasrmap_ca_2020.pdf] Bottom Line Up Front I rate this 1. Summary Introduction The unmanned Aerial System sector is currently military and security. The bulk of predicted growth will come from civilian and commercial applications. I’d bet that commercial will dwarf both military and civilian within a decade. Lets see what this report thinks. Scope and Method of Survey Covers academic centers, intentionally ignores (but acknowledges) industry....

July 12, 2023 · 1 min · 201 words · Amos

5g Network Based Passive Radar

Piotr Samczyński, Karol Abratkiewicz, Marek Płotka, Tomasz P. Zieliński, Jacek Wszołek, Sławomir Hausman, Piotr Korbel, Adam Ksiȩżyk Bottom Line Up Front I rate this 9.4. I’d never read much about either Passive Radars or 5G, but this paper gave me enough context to feel like I knew what was going on while at the same time doing something cool. Incredibly written, I never felt either overwhelmed or condescended to. Super cool experiment....

July 11, 2023 · 5 min · 884 words · Amos

Appendix on Good Scientific Writing

Martin E. P. Seligman From a psych paper on writing that was recommended to me. I like the right-wrong examples. I can’t ever find it posted on its own when I want to find it, so for my own use here it is. Here are some errors to avoid: Vacant Lead Sentences. The first sentences of each section, and the first sentences of each paragraph as well, are the most important sentences....

July 5, 2023 · 3 min · 569 words · Amos

An Overview of Cognitive Radar: Past Present and Future

Sevgi Zubeyde Gurbuz, Hugh D. Griffiths, Alex Charlish, Muralidhar Rangaswamy, Maria Sabrina Greco, Kristine Bell. Bottom Line Up Front I rate this 4.4. Too much ink spilled on context and definitions. For a Past, Present, and Future paper, it felt like it was about 70% past, about 20% present, and a few tweets anthropophormizing radars tossed in at the end. It takes too much reading between the lines to find “things a researcher could do in this area”....

June 28, 2023 · 4 min · 706 words · Amos