NeuralNetworkNewton

Learning kinematic behavior and elastic collisions by watching point particles collide. Independent project for neurodynamics course Phys279 at UCSD.

Result Summary: Doesn't work very well.

How to get started: Run SimulateCollisions.py to generate collisions and all state variables + time data for two particles. Run SimulateMisses.py to generate mixed collision/non-collision data.

Extra notes: CheckConservation.py checks that energy and momentum are conserved by the collisions. CheckPosition.py graphs position of particles as they collide.

Name		Name	Last commit message	Last commit date
Latest commit History 34 Commits
.idea		.idea
Example_Plots		Example_Plots
NBSTE-Output		NBSTE-Output
NCC-Output		NCC-Output
NCEE-Output		NCEE-Output
NSKT-Output		NSKT-Output
NSKTPC-Output		NSKTPC-Output
NST-Output		NST-Output
Outdated Code		Outdated Code
Outdated Plots		Outdated Plots
__pycache__		__pycache__
.gitattributes		.gitattributes
.gitignore		.gitignore
CalculateConserved.py		CalculateConserved.py
CheckConservation.py		CheckConservation.py
CheckPosition.py		CheckPosition.py
NCEE_No_Mass_Prediction.py		NCEE_No_Mass_Prediction.py
Net_Bidrectional_Single_Timestep_Estimation.py		Net_Bidrectional_Single_Timestep_Estimation.py
Net_Collision_Classification.py		Net_Collision_Classification.py
Net_Collision_Endpoint_Estimation.py		Net_Collision_Endpoint_Estimation.py
Net_Simple_Test.py		Net_Simple_Test.py
Net_Single_Kinematic_Timestep_Plus_Conservation.py		Net_Single_Kinematic_Timestep_Plus_Conservation.py
PredictState.py		PredictState.py
README.md		README.md
RNN_LSTM.py		RNN_LSTM.py
Report_Phys279_Fuller.pdf		Report_Phys279_Fuller.pdf
RunSimulationThenNCEE.py		RunSimulationThenNCEE.py
SimulateCollisions.py		SimulateCollisions.py
SimulateMisses.py		SimulateMisses.py
runtime analysis.txt		runtime analysis.txt

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