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
https://search.brave.com/search?q=ioe+iobnt+Cambridge+University+&source=web&summary=1&conversation=e2ef21bb810df6700dab8a
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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)
Join @davidavocadowolfe 🥑

Join @davidavocadowolfe 🥑

Join @davidavocadowolfe 🥑

Join @davidavocadowolfe 🥑

Thanks Jay Wilson/byrdturd--Here are summaries of each patent, plus how they interconnect to support a smart-city “urban intelligence” network:
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1. CN105757562A – Urban Intelligent High-Pole Street Lamp Spraying System
https://patents.google.com/patent/CN105757562A/en

This patent introduces a system that integrates mist-spraying nozzles into high‑mast street lamps. It uses a water-supply network and an automated control system (sensors for temperature, particle concentration, pressure) to spray micro-droplets during high pollution or heat. The mist binds airborne particles, suppressing dust and smog, and cools ambient air—improving air quality and mitigating urban heat islands.

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2. CN105517294A – IoT-Based Intelligent Street Lamp System
https://patents.google.com/patent/CN105517294A/en

This patent covers an IoT-enabled street lamp network. Each lamp has embedded sensors (light, temperature, current, voltage), a wireless node, and power-control modules. A central server communicates with lamp controllers to enable remote/on‑demand switching, dimming, diagnostics, and failure alerts via computer or smartphone. It supports energy efficiency and also serves as infrastructure for future smart‑city sensors.

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3. CN106376124B – Remote Illumination Intelligence Control System
https://patents.google.com/patent/CN114811489A/en

Building on the IoT lamp concept, this patent enables intelligent local networks of street lamps. It designates “master‑control” lamps (often at intersections) and “slave” lamps, with solar‑LED power, batteries, and induction sensors (infrared, ground loops) to detect vehicles or people. When traffic is low, peripheral lamps can shut off to save energy. A centralized controller balances power—switching between battery and municipal supply based on available energy.

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4. CN114811489A, CN112399270A, CN112577005A, CN210241414U-

Multifunctional 5G intelligent street lamp and use method thereof
https://patents.google.com/patent/CN112577005A/en
Wisdom lamp pole control system based on 5G communication
https://patents.google.com/patent/CN112399270A/en
Multi-functional 5G wisdom pole
https://patents.google.com/patent/CN210241414U/en

These cover additional enhancements such as 5G, sensor integration (e.g., air quality, noise, displacement), advanced analytics, adaptive algorithms, or other “smart‑city” functions (traffic, safety, communication). They complement the core systems above by adding more data acquisition and decision-making layers.

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How They Work Together in a Smart‑City Framework

Function Contributing Patent(s) Role in Smart City

Infrastructure & Connectivity CN105517294A Provides IoT backbone and remote management of lamp assets; enables data collection and lighting control.

Local Networking & Adaptive Control CN106376124B Enables networked optimization—dim or deactivate subsets of lights based on traffic and energy availability.

Environmental Response CN105757562A Adds air-quality and heat‑mitigation capability by spraying mist during pollution or heat events.

Supplemental Intelligence CN114811489A, CN112399270A, CN112577005A, CN210241414U Potentially expand with traffic sensing, noise monitoring, urban safety systems, or predictive analytics.

Together, these inventions create a multi-functional urban pole network that:

1. Illuminates intelligently – using IoT networking for optimized control (lighting schedules, diagnostics).

2. Conserves energy – via adaptive, event-driven control and energy balancing among street lamps.

3. Enhances environment – mitigating pollution and heat through spraying.

4. Scales for integration – supporting future features like traffic monitoring, emergency alerts, and public‑information systems.

These patents collectively enable a powerful monitoring and surveillance framework for smart cities by transforming ordinary street infrastructure into intelligent sensing hubs.

Equipped with environmental sensors, cameras, motion detectors, and networked communication systems, the streetlamps and high-pole units can track air quality, temperature, traffic flow, pedestrian movement, and even unusual activity in real time. The mist-spraying system adds environmental control, while the IoT and adaptive lighting features support remote diagnostics and response coordination. Together, these systems allow city operators to monitor public spaces, optimize urban services, detect anomalies, and enhance situational awareness—laying the groundwork for integrated urban surveillance and intelligent city governance.

Did you miss the Ka-Force

777 #AmunRa

Amarna Letters, 7 and 7 again and again.