Neural networks


Nervanasys, deepgroup activity analysis(semantic sementation). Identifies kayaking, crime, loitering, jumping over walls and normal activity. Sends and alert on any abnormality, replacing expensive cctv operators.

Yolo ,Yolo_training#object_tracking real time multiple object detection of cars, people, facial recognition etc. at frame rate of 30fps to 200fps, making it the fastest CNN on a TintanX gpu or Nvidia Jetson and written in plain procedural C allowing for the mechatronic convergence of Lathe, Tracked vehicle, Optical encoders, ESC speed control and PID control. It lessens the need for a complicated faster fpga implementation of other CNNs., using pose estimation(skeleton tracking), tracks individuals. Use Yolo to do facial detection, upload it to Amazon cloud for recognition and save on using their algorithms. Yolo indicates whether a care giver is in close proximity to a child or frail person, Amazon's algorithms will flag inappropriate behavior saving on considerably on costs.

Xilinx Demonstration of Quad-Video Analytics with Real-time, Multi-CNN Recognition Acceleration Xilinx ZU9 MPSoC processes each video stream is processed with a different CNN model: face detect, gesture detect, pedestrian single-shot detect and traffic single-shot detect on a single chip. FpGa allows Yolo to detect the object and the Object tracking neural net to track the object, on the same chip.

In two years a neural kpu compute chip will come out that does the dot product between the vectors in memory with analogue voltage, using only milliWatts as opposed a GTX1080 consuming 200watts for the same calculation. This will allow farmers to deploy hundreds of stealth virtual security guards, running off AA batteries seeing in the dark. with low powered Infrared leds. GPU's and Fpga have to shuttle the data from memory and back, dissipating between 10 and 200watts.

Two minute papers using neural nets with wifi to detect people inside a building. same tech could be used to discriminate between bush pigs and humans in the bush, using cheap Doppler Radar modules and/or wifi modules.

Yolo allows for example ridding reefs of destructive Lion fish by capturing them for consumption with an unmanned model robotic submarine. Retail solutions would be stacking fifty Raspberry pi around the shopping aisle, streaming footage to a Nvidia GPU Jetson module . The jar of peanut butter that the patron took of the shelf must checkout at the cashier, else a shoplifting event is triggered. Yolo identifies the products on the cashier line, allowing for rapid processing of items in excess of manual laser scanning speeds. Much fewer cashiers will be needed. A Farmbot type Weed removal with Chris Annin six axis robot mounted on UGV is done with Yolo identifying the weeds.

  • Patents , GPL and BSD The GPL restriction from the copyright holders are used to emulate the effect of patents. Apache2 means that the licensor proprietor hasn't exempted anyone from his patents, only that the licensees have on all their past, present and future patents.
  • Oop is category error or category mistake: Nouns, verbs, rocks and fields of mielies don't exist inside of computers.
  • Sa Telecoms licensing Icasa, telecom operators can't prosecute anyone, only the NPA can do this and they won't on anything except SABC and Mhz radio spectrum. there is no criminal prosecution for example on using hte 1Ghz spectrum, neither will there be one since it won't ever be allocated for commercial use: hobbyists are free to use it.

Neural links

Neural net applications



Air Engine is a better solution than Stirling Whispergen and BatteryTech. Fifty seven recycled fire extinguishers (570liters or 0.6 m3), 5bar pressure each, provides 470whours per kg. This modular low pressure reduces the storage size by 1/30 of a high pressure vessel. Heating the released air through a heat exchanger when driving the air engine, increase the effective energy considerably. All of this is built with scrap metal and off the shelf parts at a pricing point batteries can't compete with ever. tripple junction CPV cells. and

BatteryTech The patents on NiMH used in Toyota will expire in 2018. Hack and sell solutions based on it via a fronting company in South Africa because a constitutional court ruling forbids incarceration for civil debt. NiMH and Zinc batteries are easy to manufacture and recycling of the base metal is done with a Solar Tracking furnace. The patent in question revolves around stacking multiple NiMH in series. If somebody can figure out how to make a cheap tracking device 1/10 degree, then it will be akin to the invention of electricity, quantum mechanics and the IC engine. The cost of living pivots on the three legs of Energy, raw materials and intellectual property. The energy leg will crumble when the sun's unlimited energy is concentrated with a marginal cost tracking device, the solar frame, motors and Linear actuators are cheaply made with diy hack Machine design techniques. Recycling costs of raw materials collapses when energy becomes for free. Finally with many expired patents, the rent seeking on using IP is negated.

Free space optics

Robotics and Aerial drones


Robotics and drones. Create low pass mechanical Vibration control with wire rope, preventing IMU saturation at its resonant 8khz frequency.


Machine design

3d printing

Combine the 3d pellet extruder ,3d five axis printer, Heated chamber Stratasys patent and 3d fiber printer for a machine to print mountain bikes as strong as aluminum but much lighter. Dupont has the patent on Ultem plastic, Mark Forged the patent on carbon fiber extrusion over plastic and Stratasys the patent on heating a chamber to 200C , the glass transition phase of Ultem. These three patents will postpone the mass fabrication ability of 3d printers for another fifteen years. South Africa allows you to hack these patents with a Fronting company. Energy makes up 95% of the cost of Carbon tubes in using polypropylene, nitrogen,hydrogen and carbon. These elements are in abundance, isolating them takes vast amounts of energy. A cheap Solar Tracking device will collapse the cost of living. 3d printers filament extrusion , printers with Heated chamber. Eiger printer prints in fiber and nylon, strong as aluminium

RC wiki

Image processing



Gprs and wifi streaming Ez-WifiBroadcast is a radically simple digital data transmission system. A bidirectional data link is established using commercial off-the-shelf hardware like WiFi modules and a pair of Raspberry pi computers. Coupled with special software this unique system allows transmission of low latency HD video, telemetry and control data between endpoints. In comparison to a classical wireless connection Ez-WifiBroadcast tries to imitate the famous properties of an analog link like graceful signal degradation and no association between the endpoints.

Fixed wired and DSLAM

Wireless Communications

Free space optics



Our firearms legislation makes it clear that firearms include grooved barrels that can take .22, 0.223, .303 etc size bullets or at least there hasn't been a prosecution for having a grooved barrel that can't take standard size bullets. If there were to be a prosecution for such then how would one avoid prosecuting industrial grooved barrel usage? Obviously a lethal weapon can be created with a CO2 nylon scuba tank and twenty millimeter smooth pipe firing rounds of hard nylon balls. The reason such a setup won't be classified as a firearm is because it will be used as pretext for bribes and to shutdown industry: every single pipe under compression at a chemical plant could potentially be considered a lethal weapon.

Firearm legislation only makes reference to paintball markers, but it doesn't specify what this is supposed to mean in terms of joule energy and barrel diameter for such markers. Joule energy is specified only for grooved barrel air guns and this includes the nonlicensed .177 and licensed higher calibers. (what are the specific airgun calibers?)

This is reasonable as a grooved barrel air gun can be used as sniping rifle, a smooth pipe would be to inaccurate at a distance.

Security and home automation

SmartDust , EblockWatch1

Intruders jump from wall to wall and their escape is prevented with Quad frames drone detecting the IR light. PepperBall#Strobe_flashing_LEDInferno Strobocop LED produces a blinding, intense flashlight that renders the intruder unable to see Place in middle or road to prevent car fleeing blasting it with paintball remotely via wi-fi and OpenTLD tracking algorithm and camera module on turret. ".. One researcher was able to use a wireless signal sent by a smart meter from up to 300 meters away (900 feet) to find out which house it was coming from and what the current power consumption was in plain text. She was then able to use this information to determine when people were and were not home based on average spikes in consumption since the meters pulse every 30 seconds. .." Burglars could use tech to determine if person is at home or not.

Securing perimeter

Infrared tripwire and Adafruit Serial camera with IR $50 sends a JPEG photo over a $13 IM900 GPRS/GSM Shield Development Board Quad-Band Module for arduino Compatible with UNO MEGA 2560 from any remote location powered by a solar cell.

GpsAndGprs fitted drone departs from base on detecting jamming attempt from the relay of gsm modem , flying out of range of and then sending alert.UHf, wifi, gps blocks upto 50m and 120watt directional up to 150m Use yagi antenna for directional beam to cellphone mast, omni is more prone to jamming. VibratoryPlow four twisted pair wire to DrillBoxes 500m around base, out of range of phonejammer. All four drill boxes and base must be jammed at same time, to prevent a GSM alert from being sent by either gsm modem. Walki-talki jamming is detected with RF power meter. Setup a big board explaining what you have done, convince intruders that jamming of RF Mhz and/or GSM spectrum will trigger alert(Advertise security measures). Any sort of jamming is illegal and provides grounds for citizens arrest, have a bodycam on you to prevent bogus assault charges. Frontal shots with PepperBall gun is acceptable, if intruder turns his back then your bodycam will prove you didn't intend to use excessive force. A flashing light barrier on UGV provides close proximity protection, it forces the intruder to back down. pretrained human recognition code runs on GPU#Jetson, allowing the Tracked vehicle robot turret to engage intruders with Net gun or Flame thrower or vision destroying green laser(10watt) depending on threat level. OpenTLD , Slam. Yolo is the preferred solution over Opencv. The intruder is first illuminated with high power 920nm(invisible to human eye) leds or laser(fitted with dispersion lens). He is then blasted with green laser light and blinded, which could be permanent if high power laser is used. laser dispersion lens from edmundoptics enlarges the beam. Rapid flashing at a certain frequency induces nausea(us patent on green laser gun). System like this is very dangerous as something usually goes wrong and owner gets blasted with laser.

Jamming of the UGV MeshNetworking wifi signal is negated with directional Yagi and Antenna tracking and [[Opencv] AI intelligence(meaning the robot will automatically engage anybody with its Hi3518E IP Camera). When robot is stationary use Antenna tracking to aim EthernetTransceiver#DP83848 transceiver modules(Free space optics).

If PepperBall fails to deter 27 AK47 insurgents, then send out the hydrocloric acid filled glass balls robot. No amount of body armor will protect against this. Do not use it though indoors as the gas fumes will envelop you. Not sure what gasmask precautions there are against it. By detecting any type of an armed attack you are able to escalate the response in a proportional manner. It can't be stressed enough just how much precaution is needed when mounting acid filled glass balls on a Tracked vehicle with Opencv AI. For example how would you prevent shooting any security guards responding if all RF, wifi and GSM has been jammed? Would anybody even dare responding to your situation if they knew you had these types of devices roaming and flying across the farm? And for that matter would armed intruders risk third degree burns if you place a big sign board with flashing QuadroCopter drone on top Advertise security measures. Obviously the UGV patrolling the farm roads with Lidar and Slam wouldn't be actually armed with HCL filled glass balls, but about 99% of potential intruders wouldn't want to find out after watching the youtube link provided at the entrance showing what remained of a cow carcass blasted with a hundred rounds.

The prevailing wisdom is that security measures shouldn't be advertised, my assertion is that it should be advertised: convince any would be intruder that nobody is going to get past hundreds of Infrared leds beams and multiple proximity sensors, cheap doppler Radar modules($0.5) from Aliexpress Infrared tripwire, UAV and UGV drones. The radar proximity detection range is 4m, a thousand of these for $500 connected via CAN bus and VibratoryPlow creates an impenetrable mesh. On detecting an intrusion the Caffe berkeley vision OpenKai or Yolo uav flies to indicate whether a bushpig or human triggered the sensor. Technology changes the nature of perimeter security: a farm or small holding is much safer than a residential area because a much larger area can be blanketed, creating a much larger response window time.

Security guards do not enter a residence when they know intruders are inside, rather they wait from them to exit and flee the crime scene and then attend to any injured. Our gun laws don't allow security to shoot these assailants as they flee because it isn't known what type of crime they have committed. If there is any doubt as to the validity of lethal force used in self defense , the NPA will prosecute whoever shot first. There was a case a few years ago where an under cover SAPS member cornered somebody, they both got the situation wrong, the resident thought it was an armed attack, while the SAPS member thought it was a criminal with a gun. The NPA prosecuted the person who shot first after sending the guns for ballistics. Proving that your life was in immediate danger usually comes down to the intruder having shot first and you returning fire. If you shoot before he shoots, it would usually have to be in some confined space, where you could not have made a retreat. Having witnesses that will confirm that the intruder stated he is going to kill you is just about what you need to be found not guilty if you shot first. In the Oscar Pretorius trial Adv. Gerry Nel took some of the witnesses to task that their statements converged to much, he asserted that they conspired in their testimony. Rather have the Yolo controlled Tracked vehicle vehicle fire a volley of twenty suitable projectiles at the intruder.

. jetson car build The security company response vehicle(4x4) offloads UGV(unmanned groud vehicle), Tracked vehicle, RoboTics around the intrusion point. Caffe_berkeley_vision#OpenKAI or the preferred Yolo with Nvidia Jetson GPU provides automated vision steering and object identification. Its fitted with a Zed stereo camera.

Two bots head for the front and back doors, three scatter spikes over the driveway and the other scatter spikes around the getaway vehicle or even clamp the tires. UGV are fitted with Gimbal, PepperBall or Net gun. UGV motion is powered with esc speed control, Object tracking, Yolo and Opencv for object tracking and automated engagement of target. The idea is to deny mobility of assailant with hundreds of spikes, flying pepperball and nets. The UGV traverses the spikes with its armored Tracked vehicle tracks and deny the intruders mobility. Hopefully they will then attempt to shoot their way out, allowing gunfire to be returned.

Security guards are not ninjas, provide the guard with rapid access via remote opening of the gate after going through some sort of verification protocol, instead of clambering over the gate.



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  1. Flame thrower