PID CONTROL IS DEAD

Stop Tuning.
Start Predicting.

The era of "Reactionary Control" is over.
See the Koopman Operator cut power BEFORE the target. Zero Overshoot. Infinite Stiffness.

Why PID Fails vs Koopman Operator Prediction Graph

Figure 1: Bangsaen Core vs. Standard PID vs. On-Off Control under identical load.

Evolution of Control

Why the industry is moving from "Reaction" to "Prediction".

The Past

Standard PID

  • Reactionary (Waits for error)
  • Overshoots target
  • Requires manual tuning
  • Fails with delay/inertia
The Expensive Present

Industrial MPC

  • Predictive Control
  • Cost: $1,000+ per unit
  • Requires Industrial PC/FPGA
  • High Carbon Footprint
Alien Tech
PATENTED

Bangsaen Core

  • Predictive (Like MPC)
  • Zero Overshoot
  • Runs on ESP32 ($5)
  • Math > Hardware
CARBON STRATEGY

Convert "Overshoot" into
Carbon Credits

Every oscillation in a PID loop is wasted energy. By cutting PWM to zero precisely when needed (Zero Inertia), Bangsaen Core reduces energy consumption at the source.

Extend Battery Life

Predictive current limiting reduces chemical stress (SOH).

Scope 3 Reduction

Replace heavy industrial PCs with lightweight chips.

Energy Waste - Standard PID
Energy Waste - Bangsaen Core

*Based on 10,000 duty cycles

The Territory is Claimed.

To our competitors attempting to reverse-engineer our graph:
Don't build it. License it. The "Linear Embedding Control" on embedded systems is legally protected.

App No: 63/959,937
Date: Jan 14, 2026
USPTO Electronic Receipt
View Document

Engineering Case Studies

Project: Solar Guardian

Zero-Inertia Grid Security

Using Physics Manifolds to detect cyber-attacks in < 0.06s. The math doesn't lie.

Project: Ion Sentinel

Li-Ion Electrochemical Twin

Controlling chemical chaos. Koopman Engine predicts voltage dynamics faster than ECM.

BMS Linearization Graph
Interactive Proof

Prove the Math Yourself

Simulate the Koopman-Kalman Safeguard (KKS) response.

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The Paradigm Split

Choose Your Reality

In 2026, there are only two ways to build control systems.

THE SOLUTION

Physics-Informed Control

Bangsaen KKS Protocol

  • White Box: Fully explainable math.
  • Hardware: Runs on $5 ESP32/Pi Zero.
  • Safety: Guaranteed stability bounds.
  • Data: Zero training data required.
THE HYPE TRAP

Deep RL / Black Box

Silicon Valley Standard

  • Black Box: "It works, but we don't know why."
  • Hardware: Needs $1,000+ NVIDIA Jetson.
  • Safety: Probabilistic (Might crash).
  • Data: Needs millions of training hours.

Live Migration Status

14,208 Engineers

have abandoned PID/DeepRL for Physics-Informed Control.

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