Low-Complexity Multitarget Detection and Localization Method for Distributed MIMO Radar (2025)

Abstract
Direct position determination (DPD) for multiple targets in distributed multiple-input multiple-output (MIMO) radar has been a challenging problem. This article proposed a low-complexity multitarget detection and localization method for distributed MIMO radar. To address the problem of exponential expansion of the state space caused by high-dimensional detection in traditional DPD, a low-dimensional detector is proposed. Specifically, we divide the radar-sensed scene into discrete 2-D grid cells and derive the maximum likelihood estimation (MLE) function as well as the generalized likelihood ratio test (GLRT) detector in the 2-D scene. In addition, the probability of a false alarm (PFA) for the derived GLRT detector has an analytic solution, ensuring each grid cell maintains a constant PFA. Since the proposed detector introduces a large number of false targets, we further propose the clean with protecte...

I feel like this is a key phrase that should get pointed out more often to people who are just learning about all of this. Why are they called cell phones and cellular networks?

This is premium information, a must read for everyone in this group!!!

6G Deployment Dates https://search.brave.com/search?q=6g+deployment+dates&source=android&summary=1&conversation=cce37d281d9f6250822cfd
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Humans Powering 6G https://search.brave.com/search?q=using+humans+to+power+6g&source=android&summary=1&conversation=9b1092d982ed830ee4fa4a
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6G Biodigital Convergence https://search.brave.com/search?q=6G+Biodigital+Convergence+&source=web&summary=1&conversation=507be047e5ad81c61cc277
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6G AI Convergence https://search.brave.com/search?q=6G+iobnt+and+AI+Convergence&source=android&summary=1&conversation=15a354a04cd43db0037abf
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6G and IoBNT https://search.brave.com/search?q=iobnt+in+6g&source=android&summary=1&conversation=5c6a95ded6f19d85b5d79e
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Biosensing in 6G https://search.brave.com/search?q=biosensing+in+6g&source=android&summary=1&conversation=a9a94d01de91668a063b3f
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intrabody biosensing in 6g https://search.brave.com/search?q=intrabody+biosensing+in+6g&source=web
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intrabody biosensing in 6g https://search.brave.com/search?q=intrabody+biosensing+in+6g&source=web
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Joint Communication and Bio-Sensing With Plasmonic Nano-Systems to Prevent the Spread of Infectious Diseases in the Internet of Nano-Bio Things https://search.brave.com/search?q=Joint+Communication+and+Bio-Sensing+With+Plasmonic+Nano-Systems+to+Prevent+the+Spread+of+Infectious+Diseases+in+the+Internet+of+Nano-Bio+Things&source=android&summary=1&conversation=00955a82e3ace38a708e8a
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Nanotechnology in Smart Cities
https://search.brave.com/search?q=Nanonetworks+smart+city&source=web&summary=1&conversation=f2a237cc606a0d1d3fc72b
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Real-time healthcare monitoring in smart cities https://search.brave.com/search?q=healthcare+real+time+monitoring+in+smart+city&source=android&summary=1&conversation=14e84b61d737e14be9e7c6
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Iobnt IoE in 6G https://search.brave.com/search?q=iobnt+ioe+in+6g&source=web&summary=1&conversation=774930efb9030e3f63db75
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Healthcare in IoE IoBNT https://search.brave.com/search?q=healthcare+in+the+ioe+iobnt&source=web&summary=1&conversation=0cc5c1232ba3a66b0cf324
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Iobnt IoE in 6G https://search.brave.com/search?q=iobnt+ioe+in+6g&source=web&summary=1&conversation=774930efb9030e3f63db75
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Healthcare in IoE IoBNT https://search.brave.com/search?q=healthcare+in+the+ioe+iobnt&source=web&summary=1&conversation=0cc5c1232ba3a66b0cf324
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Internet of Behaviors 6G https://search.brave.com/search?q=internet+of+Behaviors+6g&source=android&summary=1&conversation=1f4992300cf5bdf33b45a0
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IoBNT project, focusing on nano communication and molecular communication for life sciences applications.
https://search.brave.com/search?q=IoBNT+project%2C+focusing+on+nano+communication+and+molecular+communication+for+life+sciences+applications.&source=android&summary=1&conversation=dfc1d4d9d1e44ba6ca8fa1
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Universities teaching the internet of bio-nano Things https://search.brave.com/search?q=Universities+teaching+the+internet+of+bio-nano+Things&source=android&summary=1&conversation=b571296a6c9fad5af78578
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ioe iobnt Cambridge University
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thz biosensing https://search.brave.com/search?q=thz+biosensing&source=web&summary=1&conversation=dca98f7d50c305215551e4
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Nanotechnology in Smart Cities
https://search.brave.com/search?q=Nanonetworks+smart+city&source=web&summary=1&conversation=f2a237cc606a0d1d3fc72b
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Real-time healthcare monitoring in smart cities https://search.brave.com/search?q=healthcare+real+time+monitoring+in+smart+city&source=android&summary=1&conversation=14e84b61d737e14be9e7c6

The Super Artificial Intelligence and Nanotech Complete Subjugation of Humanity Is Here

These shootings happen from people being connected to the IoBNT. These are remote weapons being used against humanity amplified by the receiving and transmitting of signals to the human mind.
👇👇👇👇👇👇

See and it's not that FBI and government won't do their job. It's that they can't do their job. Why, because they are either connected to the IoBNT or they are part of it.

Little do they know they can be killed just like these firefighters.

Sad on all levels.

👇👇👇👇👇👇👇👇👇👇👇

Im in tears. CDA Firefighters are standing on top of their Firetrucks on the bridge paying their respects

I am truly heartbroken. Praying for the families 🙏

https://x.com/MAGAVoice/status/1939525624932221351

‼️Gaza Ministry of Health publishes an infographic on the victims of the US-Israeli aid distribution centers in Gaza.

Peter Thiel, Epstein, and Trump, 3 powerful men, all quietly linked by one shared thread: transhumanism. Forget left vs. right. This is about powerful players shaping the future of humanity in the shadows.

No one’s talking about this… but they should be.

⏯️ @RealWorldNewsChannel
✳️ @RealWorldNewsChat

Amal Al-Bayouk, a 7-year-old girl, is battling death due to severe malnutrition

7-year-old Amal Biok suffers from acute malnutrition that led to her weight loss from 20 kg to only 11 kg, although she did not suffer from any previous diseases.

Her health condition is described as extremely critical, and doctors at Nasser Hospital in Khanyounes are unable to provide the necessary treatment due to the acute shortage of facilities, amid the escalating humanitarian catastrophe in the Gaza Strip.

⏯️ @RealWorldNewsChannel
✳️ @RealWorldNewsChat

Trump will be calling on behalf of Bibi next.
👇👇👇👇👇👇👇👇👇

Candace Owens claims she got a call from Trump asking her to stop talking about Brigitte Macron. According to Owens, Trump said Macaroni was stalling peace talks over the Ukraine-Russia war unless Owens backed off the topic. She says Trump even offered to appear on her podcast if she agreed to stand down. (7 min, 15 sec)
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