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 ===== Pop Neuron - An Analog Artificial Neural Network ===== ===== Pop Neuron - An Analog Artificial Neural Network =====
-Pop Neuron are modules for an electronic analog arificial network based on the Shun-Ichi Amari Oscillator. Pop Neuron are designed by [[http://​christian.faubel.derstrudel.org/​|Christian Faubel]] and [[http://​wolfgang-spahn.de|Wolfgang Spahn]]:\\ 
-**[[http://​dernulleffekt.de/​doku.php?​id=symbolic_grounding:​symbolic_grounding|Symbolic Grounding]]**\\ 
  
 +The [[analog_computer:​analog_computer_main| Analog Computer Confetti]] is a modular system that makes it possible to perform all kind of computations and operations on base of electrical voltage.\\
 +Pop Neurons are special modules to implement an analog artificial neural network ​
 +into the multi-connect system of the Confetti. Both systems have been and still are designed by [[http://​wolfgang-spahn.de|Wolfgang Spahn]], the Confetti system since 2015 and the Pop Neurons since 2017/18.\\
 + 
 +The [[analog_computer:​analog_computer_main| Analog Computer Confetti]] was used in combination with nearly 100 Pop Neurons for the installation [[http://​dernulleffekt.de/​doku.php?​id=symbolic_grounding:​symbolic_grounding|Symbolic Grounding]] by Christian Faubel and Wolfgang Spahn. Also, the analog computer was key for the installation [[http://​wolfgang-spahn.de/​doku.php/​installation:​strangeattractors|Strange Attractors]] by Wolfgang Spahn.\\
  
-{{:pop_neuron:ring_of_integrate_and_fire_20-39-02.jpg?600|}}\\+The analog computer Confetti was first presented at the residency at [[https://​artscienceblr.org/​|Art Science BLR]] and the [[http://www.theisro.org/​|Indian Sonic Research Organization]] at a Srishti Institute of Art, Design and Technology, courtesy of [[http://​www.goethe.de/​ins/​in/​en/​bag.html|Goethe-Institut Max Mueller Bhavan]] in 2016.\\
  
-Pop Neurons ​are compatible to the analog computer sythem ​[[analog_computer:analog_computer_main|Confetti]].\\+The development of the Pop Neurons ​was supported by [[https://​www.stiftung-kuenstlerdorf.de/​|Künstlerdorf Schöppingen]] in 2017, where [[http://​christian.faubel.derstrudel.org/​|Christian Faubel]] and [[http://​wolfgang-spahn.de|Wolfgang Spahn]] conducted preliminary work.\\
  
 +{{:​pop_neuron:​ring_of_integrate_and_fire_20-39-02.jpg?​400|}}\\
 +
 +=== Explaining the Circuit ===
 +
 +The roots of the Pop Neuron lies in the [[http://​solarbotics.net/​bftgu/​starting_nvnet_bicore.html|bicore]] oscillator used by the [[http://​solarbotics.net/​bftgu/​default.htm|BEAM]] (Biology, Electronics,​ Aesthetics, Mechanics) robotic group for their BEAMbots. This bicore oscillator is a classic Schmitt-Trigger oscillator, with all components used twice.\\
 +With each Pop Neuron one can build one half of this circuit by plugging in the resistor-capacitor components to the board. \\
 +
 +<​html>​
 +<img src="​http://​solarbotics.net/​bftgu/​pix/​Nv2.gif">​
 +</​html>​
 +//​(schematic by [[http://​solarbotics.net/​bftgu/​default.htm|BEAM]])
 +//
 +
 +Some characteristics of the Pop Neuron design are the use of "​pure"​ analog components. For example to avoid "​digital"​ [[https://​en.wikipedia.org/​wiki/​CMOS|CMOS]] chips in the analog computer Confetti the Schmitt-Trigger (respectively the inverting Schmitt-Trigger) is build out of [[https://​en.wikipedia.org/​wiki/​Operational_amplifier|OpAmps]] similar like the [[analog_computer:​confetti109_schmitt_trigger|Confetti Schmitt-Trigger]] and the [[analog_computer:​confetti110_inverting_schmitt_trigger|Confetti Inverting Schmitt-Trigger]] boards. The TL072 chip that is used in the design of the Pop Neuron includes actually two OpAmps. This second OpAmp is used as an extra input buffer circuit.\\
 +The option to plug a Resistor-Capacitor-Circuit with different values in the sockets of the board - like used in many other designs of Confetti modules - makes the Pop Neuron more flexible to use in all kind of applications.\\
 +Thus one can use the Schmitt-Trigger in combination with the plug-in slots of the Pop Neuron module to create an analog neuron. In adding resistors and capacitors to it one can build an excitatory or an inhibitory neuron out of a Pop Neuron 001 module, depending on the jumper setting.\\
 +The Pop Neuron 002 and 003 can be used in the similar way, but they have a prefixed behavior setting, i.e. they are always excitatory or inhibitory.\\
 +
 +{{:​pop_neuron:​pn001_pop_neuron.jpg?​400|}}\\
 +
 +The core ides of the analog computer Confetti was to provide a highly flexible system for using and combining all individual boards of this system. One can patch all modules via a build in bus or in using the patching wires in combination with the sockets on the boards. With these ideas also realized in the Pop Neuron, one can easily use two different neurons to build an oscillator, or with some more neurons one can build a whole analog artificial network.\\
 +
 +
 +=== Acknowledge ===
 +These oscillator and network behave similar to the one described in [[https://​link.springer.com/​article/​10.1007/​BF00337259|Dynamics of Pattern Formation in Lateral-Inhibition Type Neural Fields]] by [[https://​en.wikipedia.org/​wiki/​Shun%27ichi_Amari|Shun-Ichi Amari]]. The implementation of the analog neuron was described in [[https://​www.semanticscholar.org/​paper/​Implementation-of-artificial-neural-oscillators-Tymoshchuk-Paterega/​43181abe684d041b0dc3c30eaf8bd942524de17e|Implementation of Artificial Neural Oscillators]] in 2009 by Pavlo V. Tymoshchuk, Yuriy I. Paterega.\\
 +Like already mentioned one important origin of the Pop Neuron is the [[http://​solarbotics.net/​bftgu/​starting_nvnet_bicore.html|bicore]] circuit of the [[http://​solarbotics.net/​bftgu/​default.htm|BEAM]].\\
 +A digital implementation on syncing and desyncing processes of two mutually coupled systems one can find on [[http://​interface.khm.de/​index.php/​research/​experiments/​netze-networks-neural-oscillators/​|Netze/​Networks Neural Oscillators]] by [[http://​interface.khm.de/​|Lab3 - Laboratory for Experimental Computer Science at the Academy of Media Arts Cologne]].\\
 +An other example of an electric implementation of an analog neuron for controlling robots one can find in [[https://​edoc.hu-berlin.de/​handle/​18452/​16352|Neurodynamische Module zur
 +Bewegungssteuerung autonomer
 +mobiler Roboter]] by [[http://​www.neurorobotik.de/​team_en.php|Manfred Hild]].
 +
 +=== Neural Sound Synthesis ===
 +
 +One can use these neurons to generate pattern and structures for all kind of sequencers and also for synthesize sound for musical instruments similar like the one [[http://​www.lovely.com/​bios/​tudor.html|David Tutor]] used for his [[http://​www.lovely.com/​titles/​cd1602.html|Neural Synthesis Nos. 6-9]] in 1993. A description of his work by Forrest Warthman and Mimi Johnson is on the artist web-side: [[https://​davidtudor.org/​Articles/​warthman.html|The Neural Network Synthesizer]]. His neural synthesizer was based on a RC-circuit in combination of the [[https://​en.wikichip.org/​wiki/​intel/​etann|80170NX Electrically Trainable Analog Neural Network]] chip by Intel.\\
 +
 +{{:​pop_neuron:​audio_visual_synth_diskurs2018_4267.jpg?​400|}}\\
 +
 +For the installation [[http://​dernulleffekt.de/​doku.php?​id=symbolic_grounding:​symbolic_grounding|Symbolic Grounding]] Wolfgang Spahn designed a musical instrumental synthesizer with Confetti and Pop Neuron modules.\\
  
-The theoretcial model is described ​in [[https://link.springer.com/article/10.1007/​BF00337259|"​Dynamics of pattern formation in lateral-inhibition type neural fields"​]] by Shun-Ichi Amari.\\+ 
 +---- 
 +==== The Confetti Neuron ==== 
 + 
 +**[[analog_computer:​confetti501_confetti_neuron|Confetti Neuron]]**\\ 
 + 
 +Because the Pop Neurons have some fundamental problems when it comes to use in audible realm Wolfgang Spahn designed a complete new board in 2019, the [[analog_computer:​confetti501_confetti_neuron|Confetti Neuron]].\\ 
 +Some of the problems were for example the much to high power consumption of the Pop Neurons. That leads regularly in hear able voltage fluctuations every time some other neurons - beside the ones one wants to listen - started to fire. An other problem were the big capacitors one had to use in the RC-circuit. To get some nice low frequency oscillation one needed sometimes 2000µF capacitors or higher. And an other serious downside of the Pop Neurons were the ugly shaped ​[[https://www.electronics-tutorials.ws/rc/rc_1.html|capacitor charging curve]] - that's a bad precondition for nice sound synthesis.\\ 
 +And also the theoretical model of the Sun-Ichi-Amari neuron demands for an internal feedback and that is missing in the Pop Neuron.\\ 
 +These problems are solved with the design of the [[analog_computer:​confetti501_confetti_neuron|Confetti Neuron]] and the new board also comes with some more benefits like an extra output for the nice triangle wave that one can use for audio signals and the need of just one jumper to set the behavior from excitatory to inhibitory.\\  
 +All other Pop Neuron boards also have a newer and better equivalent in the  [[analog_computer:​analog_computer_main|Analog Computer Confetti]].\\ 
 + 
 +**All Pop Neuron boards are obsolete!**\\ 
 + 
 +**Use the [[analog_computer:​analog_computer_main|Analog Computer Confetti]] boards instead.**\\
  
 ---- ----
 ==== Patching ==== ==== Patching ====
-For patching ​the Pop Neurons one can choose between ​the bus or patching wires. ​combination of both is possible.\\ +For connecting ​the Pop Neurons one can use the bus on all boards ​or just use patching wires. ​Certainly, a combination of both is possible.\\ 
-When using the bus the input and the output ​jumper ​of the PN001 have to be set on the corresponding pinsThe PN002 and PN003 have fixed busses.\\+For a neural oscillator ​the output of one neuron has to be connected to the input of the other, and vice versa.\\ 
 +Because one can use multiple input and output connections more complex networks can be build. The [[analog_computer:​confetti302_breadboard|Confetti302 Breadboard]] could be quit helpful for doing so.\\
  
 ---- ----
 +
 ==== Modules ==== ==== Modules ====
-  * [[pop_neuron:​pn001_pop_neuron|PN001 ​Pop Neuron]] +All Pop Neuron ​boards and modules are obsolete!\\ 
-  * [[pop_neuron:pn002_excitatory_pop_neuron|PN002 Excitatory Pop Neuron]] +Please use the Neural Network Modules of the **[[analog_computer:analog_computer_main|Analog Computer Confetti]]**\\ 
-  * [[pop_neuron:​pn003_Inhibitory_pop_neuron|PN003 Inhibitory ​Pop Neuron]] + 
-  * [[pop_neuron:​pn012_excitatory_pop_neuron2|PN012 Excitatory Pop Neuron ​2]] +  *[[pop_neuron:​pn001_pop_neuron|PN001 Pop Neuron]] 
-  * [[pop_neuron:​pn013_Inhibitory_pop_neuron2|PN013 Inhibitory Pop Neuron ​2]] +  *[[pop_neuron:​pn002_excitatory_pop_neuron|PN002 Excitatory Pop Neuron]] 
-  * [[pop_neuron:​pn101_opto_synapse_osc|PN101 Opto Synapse (Osc)]] +  *[[pop_neuron:​pn003_Inhibitory_pop_neuron|PN003 Inhibitory Pop Neuron]] 
-  * [[pop_neuron:​pn102_opto_synapse_trig|PN102 Opto Synapse (Trig)]] +  *[[pop_neuron:​pn101_opto_synapse_osc|PN101 Opto Synapse (Osc)]] 
-  * [[pop_neuron:​pn103_fire_amp|PN103 Fire Amp]] +  *[[pop_neuron:​pn102_opto_synapse_trig|PN102 Opto Synapse (Trig)]] 
-  * [[pop_neuron:​pn104_inter_neuron|PN104 Inter Neuron]] +  *[[pop_neuron:​pn103_fire_amp|PN103 Fire Amp]] 
-  * [[pop_neuron:​pn105_monostable_fire_amp|PN105 Monostable Fire Amp]] +  *[[pop_neuron:​pn104_inter_neuron|PN104 Inter Neuron]] 
-  * [[pop_neuron:​pn106_monostable_pulse|PN106 Monostable Pulse]] +  *[[pop_neuron:​pn201_turn_tonnector|PN201 Turn Connector]] 
-  * [[pop_neuron:​pn201_turn_tonnector|PN201 Turn Connector]] +  *[[pop_neuron:​pn202_connector|PN202 Connector]] 
-  * [[pop_neuron:​pn202_connector|PN202 Connector]] +  *[[pop_neuron:​pn301_energie_supply|PN301 ​Energy ​Supply]]
-  * [[pop_neuron:​pn301_energie_supply|PN301 ​Energie ​Supply]]+
  
 {{:​pop_neuron:​pn001_pop-neuron_shenzhenready.jpg?​300|}}\\ {{:​pop_neuron:​pn001_pop-neuron_shenzhenready.jpg?​300|}}\\