Skip to main content
JG is here with you ✨
Engineering the Impossible: How Magnetic Levitation Actually Works
Back to Blog
PHYSICS

Engineering the Impossible: How Magnetic Levitation Actually Works

From theory to trains: magnetic fields, superconductors, feedback systems, and the brutal engineering challenges of scaling levitation from toys to transportation.

2025-12-01

Engineering the Impossible: How Magnetic Levitation Actually Works

In the first article, you learned *why* levitation matters and *what* forces are at play. Now we're going deeper: How do you actually build a system that holds tons of metal in the air at 600 km/h without touching the ground?

The answer involves superconducting magnets cooled to -196°C, feedback loops adjusting thousands of times per second, and engineering tolerances measured in millimeters across kilometers of track.

This is where physics becomes engineering. Where equations become infrastructure. Where "theoretically possible" meets "actually works."

Let's build a maglev train from scratch.

Explain This to Three People

👶

Explain Like I'm 5

Remember how magnets push away from each other? Engineers use REALLY strong magnets to push a train up into the air so it floats! But here's the tricky part: if you just put magnets there, the train would flip over or fly off to the side. So they use computers that check the train's position thousands of times every second and adjust the magnets to keep it perfectly floating. It's like balancing a pencil on your finger, but the computer is SO fast it never drops. Plus they make the magnets super cold with special liquid so they work even better. That's how we get trains that float and go faster than race cars!

💼

Explain Like You're My Boss

Electromagnetic suspension (EMS) systems use attractive force between electromagnets and ferromagnetic rails, requiring active feedback control at 1-10 kHz to maintain 8-15mm air gap (Earnshaw's theorem: static magnetic fields cannot create stable levitation). Electrodynamic suspension (EDS) uses repulsive force between superconducting magnets (-196°C, liquid nitrogen cooling) and conductive track via Lenz's law induced eddy currents—inherently stable but requires 150+ km/h threshold velocity. Linear synchronous motors provide propulsion via traveling magnetic waves (10-100 Hz). Engineering constraints: thermal management (cryogenic systems), power distribution (MW-scale), guideway precision (±2mm tolerance over km), sensor fusion (Hall effect, optical, accelerometer), control algorithms (PID + Kalman filtering), fail-safe protocols (emergency wheels). Infrastructure cost: $25-100M per km.

Bottom line: Maglev is proven tech with brutal scaling economics. Engineering is solved; deployment is capital-limited.

💕

Explain Like You're My Girlfriend

So you know how I told you trains can float on magnets? Here's the wild part: they have to be *perfectly* balanced or they'll crash. Like, if the train tilts even a tiny bit, the magnets have to adjust INSTANTLY—we're talking thousands of times per second—to keep it floating. It's basically impossible to do by hand, so there are computers constantly watching sensors and tweaking the magnetic fields. Also they cool the magnets down to -196°C (colder than anything you've ever felt) using liquid nitrogen to make them super powerful. And the track has to be built with millimeter precision across kilometers or the whole thing fails. It's honestly insane that this works at all, but it does, and that's why maglev trains are so expensive and so cool. 🚄✨

The Problem: Earnshaw's Theorem (Why Levitation Is Hard)

Before we build anything, we need to understand why this is difficult.

The Theorem

Earnshaw's Theorem (1842): A collection of point charges cannot be maintained in stable equilibrium by electrostatic or magnetostatic forces alone.

Translation: You cannot create stable levitation using only permanent magnets or static magnetic fields. The system will always be unstable in at least one direction.

Why This Matters

Try this experiment: Take two magnets with like poles facing each other (North-North). They repel, right?

Now try to balance one magnet on top of the other, floating in mid-air.

What happens?

The top magnet doesn't stay centered. It slides off to the side, or flips over. Even if you get it to hover for a moment, the slightest disturbance sends it tumbling.

Why? Because static magnetic fields create an unstable equilibrium. The forces balance perfectly at one point, but move the magnet even slightly in any direction and the forces push it further away from equilibrium instead of pulling it back.

Analogy: Imagine trying to balance a ball on top of a hill. Even if you get it perfectly centered, the tiniest push sends it rolling down. That's unstable equilibrium.

💕 Real talk: Earnshaw's theorem is basically physics saying "nice try, but no." Like, you CANNOT cheat this with clever magnet placement. People tried for decades before someone figured out the workaround: don't use static fields, use ACTIVE control. Computers adjusting magnets thousands of times per second to keep things stable. It's like the difference between balancing a broomstick on your hand (you constantly adjust) vs. just standing it upright and hoping (it falls immediately). Physics is brutal but honest. 😅

The Workarounds

There are three ways to defeat Earnshaw's theorem:

  • Active Control (EMS): Use electromagnets + sensors + feedback loops to constantly adjust the magnetic field
  • Dynamic Stability (EDS): Use motion itself to create stability (superconducting magnets + induced eddy currents)
  • Diamagnetic Levitation: Use materials that repel magnetic fields (rare, expensive, limited to small objects)

Maglev trains use methods #1 and #2. Let's dig into each.

Method 1: Electromagnetic Suspension (EMS) — Active Control

Used by: Transrapid (Germany), HSST (Japan), Incheon Airport Maglev (South Korea)

The Basic Idea

Instead of fighting Earnshaw's theorem with static magnets, embrace the instability and correct it in real-time.

How it works:

  • Electromagnets on the train are positioned underneath a ferromagnetic rail (usually iron)
  • The magnets are attracted upward toward the rail (attractive force, not repulsive)
  • Sensors (Hall effect sensors, optical sensors) measure the gap between magnet and rail
  • Control system adjusts current to electromagnets thousands of times per second to maintain target gap (typically 8-15mm)

Think of it like this: You're balancing a broomstick on your palm. You can't do it with a static hand position—you have to constantly adjust. Your eyes are the sensors. Your brain is the controller. Your hand movements are the electromagnet current adjustments.

The Feedback Loop

This is where engineering becomes art.

1. Measurement (Sensors)

  • Hall effect sensors: Measure magnetic field strength (indirect gap measurement)
  • Optical sensors: Direct distance measurement using laser/LED + photodetector
  • Accelerometers: Detect vibration and rapid position changes
  • Sampling rate: 1-10 kHz (1,000 to 10,000 measurements per second)

2. Control Algorithm (PID Controller)

The classic control system for EMS is a PID controller (Proportional-Integral-Derivative):

  • P (Proportional): Current adjustment proportional to gap error
  • If gap is too large → increase current (pull harder)
  • If gap is too small → decrease current (pull softer)
  • I (Integral): Compensates for steady-state error
  • Accumulates error over time and adjusts to eliminate persistent drift
  • D (Derivative): Predicts future error based on rate of change
  • If gap is closing fast → preemptively reduce current to prevent collision
  • Adds damping to prevent oscillation

3. Actuation (Electromagnet Current)

  • Current is adjusted via PWM (Pulse Width Modulation) or direct power control
  • Response time: 1-10 milliseconds
  • Power per electromagnet: 1-10 kW

The Challenge: Fast Enough, Stable Enough

The train is moving at 400+ km/h. At that speed, even a 1mm error in levitation height creates aerodynamic drag and vibration.

The control loop has to be faster than any disturbance:

  • Track imperfections (curves, bumps, thermal expansion)
  • Wind gusts
  • Passenger movement
  • Acceleration/braking forces

Requirement: Control loop must run at 1-10 kHz to maintain 8-15mm gap with sub-millimeter precision.

Engineering reality: Modern digital signal processors (DSPs) and FPGAs make this possible. In the 1970s, this was cutting-edge. Today, it's a solved problem.

💕 Real talk: The fact that we can adjust magnets 10,000 times per second to keep a multi-ton train floating is honestly mind-blowing. Like, that's faster than you can blink. And it has to work PERFECTLY or people die. No pressure on the engineers. Also the math behind PID controllers is elegant in that "simple idea, complex execution" way—you're basically predicting the future (derivative), learning from the past (integral), and reacting to now (proportional) all at once. It's like driving a car but your reflexes are superhuman. 🚄💨

Explain This to Three People: Electromagnetic Suspension

👶

Explain Like I'm 5

Imagine you're holding a balloon and trying to keep it exactly one hand-width away from your face by blowing on it. If it gets too close, you blow softer. If it drifts away, you blow harder. You have to keep checking and adjusting really fast! That's what the train does with magnets. Sensors check how far the train is from the track, and computers change how strong the magnets are thousands of times every second to keep it floating at the perfect height. If the computers stopped adjusting, the train would crash into the track or fly away. So it's like constantly blowing on the balloon, but way faster than you could ever do it!

💼

Explain Like You're My Boss

EMS system architecture: electromagnets generate attractive force toward ferromagnetic guideway rail. Gap sensing via Hall effect + optical sensors at 1-10 kHz sampling. Control loop implements PID algorithm (proportional gain for immediate correction, integral for drift compensation, derivative for oscillation damping). PWM-controlled current delivery to coils with 1-10ms response time. Target gap: 8-15mm with ±0.5mm precision. Failure modes addressed via redundant sensor arrays, dual-channel controllers, emergency mechanical wheels. Power requirement: ~100W per kg of levitated mass. Critical dependency: microsecond-latency DSP/FPGA processing. Risk: sensor failure or control lag → magnetic crash → catastrophic. Mitigation: N+2 redundancy, watchdog timers, automatic safe shutdown to wheels.

Bottom line: EMS is active control at kHz rates. Robust but power-intensive and requires continuous intervention.

💕

Explain Like You're My Girlfriend

Okay so EMS is the "constantly adjusting" approach. The train uses electromagnets that pull up toward the track (like a magnet sticking to a fridge). But if you just turned them on, the train would slam into the track. So there are sensors measuring the gap between train and track 10,000 times per second, and a computer that's like "gap too small, reduce power" or "gap too big, increase power" over and over and over. It's balancing the train in real-time using math (PID control—sounds boring, is actually genius). The computer is so fast you'd never notice it's adjusting, but if it stopped even for a millisecond, the whole thing would fail. It's like playing a video game where you die if you stop pressing buttons. 🎮⚡

Method 2: Electrodynamic Suspension (EDS) — Passive Stability

Used by: JR-Maglev (Japan SCMaglev), Shanghai Transrapid (hybrid)

The Basic Idea

Instead of fighting instability with active control, use motion itself to create stability.

How it works:

  • Superconducting magnets on the train generate extremely strong magnetic fields
  • As the train moves, these fields pass over conductive coils embedded in the guideway
  • Lenz's law: The changing magnetic field induces eddy currents in the coils
  • These eddy currents create their own magnetic fields that oppose the change (repulsive force)
  • The repulsive force is naturally stabilizing—if the train dips closer to the track, the repulsive force increases, pushing it back up

Key insight: This system is inherently stable (once moving fast enough). No sensors. No feedback loop. The physics handles it.

The Catch: Velocity Threshold

EDS only works above a certain speed (~150 km/h for most designs).

Why? The repulsive force depends on the rate of change of the magnetic field. If you're moving slowly, the field changes slowly, and the induced currents are weak.

Practical consequence: EDS trains use wheels at low speeds and only transition to magnetic levitation once they're fast enough.

Superconductors: The Secret Weapon

EDS relies on superconducting magnets to generate fields strong enough for levitation.

What are superconductors?

Materials that lose all electrical resistance below a critical temperature. For high-temperature superconductors (HTS), this is around -196°C (77 K), achievable with liquid nitrogen.

Why does this matter?

  • Zero resistance = current flows forever without energy loss
  • Allows for extremely strong magnetic fields (5-10 Tesla, vs. 1-2 Tesla for normal electromagnets)
  • Stronger fields = more levitation force = higher lift capacity

Engineering challenge: Keeping magnets at -196°C on a moving train.

Solution: Cryogenic dewars (insulated vessels, like giant thermoses) filled with liquid nitrogen. Refill every few days.

💕 Real talk: Superconductors are one of those "wait, WHAT?" physics discoveries. Like, below a certain temperature, electrons just... pair up and glide through the material with zero friction? And this lets you create magnetic fields so strong they can lift trains? Wild. Also the fact that we casually keep parts of a train at -196°C while it's zooming at 600 km/h is peak "humans are terrifyingly good at engineering." The liquid nitrogen refill logistics alone must be a nightmare. 😅❄️

Comparing EMS vs. EDS

FeatureEMS (Attractive)EDS (Repulsive)
--------------------------------------------
StabilityInherently unstable (requires control)Inherently stable (above threshold)
Gap size8-15mm50-150mm (larger, more comfortable)
Speed thresholdWorks at any speedRequires ~150+ km/h for levitation
PowerContinuous power for controlPower only for propulsion (magnets are passive)
ComplexityHigh (sensors, controllers, feedback)Lower (once moving, self-stabilizing)
CostLower infrastructure costHigher (cryogenic systems, stronger track)
Max speed~500 km/h600+ km/h (world record: 603 km/h)

Bottom line: EMS is simpler to deploy but complex to operate. EDS is complex to deploy but simpler to operate.

The Linear Motor: How Maglev Trains Move

Levitation solves "how do you float?" But how do you move forward?

Traditional Trains

Wheels on rails. Engine applies torque to wheels. Friction between wheel and rail propels train forward.

Problem with maglev: No wheels touching the ground = no friction = no propulsion.

Solution: Linear motor.

What's a Linear Motor?

Imagine taking a rotary electric motor (like the one in a fan or drill) and "unrolling" it into a flat line.

Rotary motor: Stator (stationary coil) surrounds rotor (spinning magnet). Alternating current in coil creates rotating magnetic field. Rotor spins to follow field.

Linear motor: Stator (coil in guideway) is a flat strip. Rotor (magnets on train) moves along the strip. Alternating current in guideway creates traveling magnetic wave. Train moves to follow wave.

Linear Synchronous Motor (LSM)

Most maglev systems use LSMs:

  • Propulsion coils embedded in guideway carry 3-phase AC current
  • Current creates a traveling magnetic wave moving at set velocity
  • Magnets on train (same ones used for levitation) lock onto the wave and get dragged along
  • Speed control: Change wave frequency = change train speed
  • Braking: Reverse wave direction or induce eddy currents for magnetic braking

Efficiency: 70-85% (energy transferred to kinetic energy). Comparable to electric trains, better than combustion.

Power requirement: 1-5 MW for cruising at 400+ km/h (varies by train mass, aerodynamics, track grade).

💕 Real talk: The linear motor is such an elegant solution. Like, you can't use wheels for propulsion, so instead you turn the ENTIRE TRACK into a giant motor and the train into the moving part. It's the same principle as a regular motor, just stretched out flat. And because it's magnetic, you can accelerate smoothly, brake smoothly, and never wear out any parts. No grinding, no friction, just pure electromagnetic force. Chef's kiss. 👨‍🍳✨

Explain This to Three People: Linear Motors & Propulsion

👶

Explain Like I'm 5

So if the train is floating, how does it move forward? It's like magic! The track has special coils (like the copper wires inside a toy motor) that create a magnetic wave that moves forward. The train has magnets that want to follow the wave, so the train gets pulled along by the moving wave! The faster the wave moves, the faster the train goes. And to stop, they just make the wave go backward or turn it off. No wheels, no engine, just magnets pulling magnets. It's like surfing on an invisible wave! 🌊

💼

Explain Like You're My Boss

Linear synchronous motor (LSM) architecture: 3-phase AC coils in guideway generate traveling magnetic wave (synchronous frequency 10-100 Hz, wavelength tuned to magnet spacing). Train-mounted permanent magnets or superconducting coils lock to wave phase, achieving synchronous propulsion. Thrust force scales with current amplitude and magnetic field strength. Speed control via frequency modulation. Regenerative braking via energy recovery to grid (70-80% efficiency). Power distribution: segmented guideway with rolling energization (only sections under train active, reduces losses). Peak power: 1-5 MW for 400+ km/h cruise. Efficiency: 70-85% electrical-to-kinetic. Key advantage over wheel-rail: no contact wear, silent operation, precise speed control, no adhesion limits.

Bottom line: LSM turns entire guideway into distributed motor. Elegant, efficient, expensive infrastructure.

💕

Explain Like You're My Girlfriend

So here's the genius part: the track is the motor. Like, normally a motor is a spinning thing with magnets inside, right? For maglev, they just... unfold it into a straight line. The track has coils that create a magnetic wave moving forward, and the train's magnets follow the wave like a dog chasing a stick. Change how fast the wave moves, and the train speeds up or slows down. To brake, reverse the wave or just turn it off and let drag slow you down. It's so smooth because nothing is touching—just magnets pulling magnets through space. Also they only turn on the track sections where the train actually is, so they're not wasting power on empty track. Smart. 🚄💡

The Brutal Engineering Challenges

Theory is beautiful. Reality is expensive, complicated, and full of edge cases.

Challenge 1: Guideway Precision

Requirement: Track must be straight to within ±2mm over entire length (often 50+ km).

Why? Even small deviations cause vibration, drag, or loss of levitation.

How? Laser-guided construction, continuous monitoring, thermal expansion compensation.

Cost impact: ~$25-100 million per kilometer (compare to $5-30M/km for traditional high-speed rail).

Challenge 2: Thermal Management

Superconducting magnets must stay at -196°C. Liquid nitrogen boils off over time.

Solutions:

  • Insulated dewars with multi-layer vacuum insulation
  • Refill stations every 100-500 km
  • Onboard monitoring of temperature and nitrogen levels
  • Emergency protocols if temp rises (transition to wheels, emergency stop)

Challenge 3: Power Distribution

Linear motor requires megawatts of power along the entire guideway.

Problem: You can't run power cables along km of track efficiently (voltage drop, heat loss).

Solution: Segmented power distribution.

  • Guideway divided into sections (1-5 km each)
  • Each section has its own power supply from grid
  • Only sections currently under train are energized
  • "Rolling energization" follows train automatically

Challenge 4: Weather & Environment

Maglev systems operate in:

  • Extreme temperatures (-40°C to +50°C)
  • High humidity, rain, snow, ice
  • Wind gusts, dust, debris
  • Seismic activity (in Japan)

Each requires:

  • Weatherproof enclosures for electronics
  • De-icing systems for guideway
  • Wind deflectors
  • Seismic dampers

Challenge 5: Safety & Redundancy

What if:

  • Power fails?
  • Sensors fail?
  • Magnets overheat?
  • Track is damaged?

Answers:

  • Emergency mechanical wheels deploy automatically
  • N+2 redundancy (system works with 2 failures)
  • Battery backup for controlled descent to wheels
  • Track inspection systems (automated + manual)
  • Emergency braking (magnetic + mechanical)

💕 Real talk: The fact that maglev works at all is a miracle of engineering. Like, you need millimeter precision across kilometers, liquid nitrogen at -196°C, megawatt power systems, sensors running at 10kHz, and fail-safes for every possible disaster. And it ALL has to work perfectly or people die. No wonder these systems cost $50-100M per kilometer. You're not just building a track—you're building a giant, distributed, fault-tolerant, cryogenic machine that happens to move people at 600 km/h. Respect to the engineers who make this real. 🙇‍♀️⚙️

Why Maglev Isn't Everywhere (Economics vs. Physics)

Physics says maglev is possible. Engineering says it's reliable. So why isn't every train magnetic?

The Cost Problem

Traditional high-speed rail: $5-30M per kilometer

Maglev: $25-100M per kilometer

Why the difference?

  • Guideway complexity: Precision construction, magnetic coils, power distribution, cryogenic systems
  • Incompatibility: Can't use existing rail infrastructure (maglev needs purpose-built guideways)
  • Proprietary tech: Each maglev system (EMS vs. EDS) requires different infrastructure
  • Limited network effects: Few operational systems = high R&D costs per project

The Speed Ceiling Problem

Traditional high-speed rail (wheel-on-rail) maxes out around 350-400 km/h due to:

  • Wheel-rail contact mechanics (wear, noise, vibration)
  • Aerodynamic drag
  • Power requirements scaling with speed³

Maglev can exceed 600 km/h. But:

  • Aerodynamic drag still applies (actually gets worse)
  • Tunnel pressure waves (sonic boom effects in tunnels)
  • Energy consumption scales similarly

Reality: The speed advantage of maglev (400 → 600 km/h) doesn't justify 3-4x cost for most routes.

Where Maglev Makes Sense

  • High-traffic corridors with no existing rail (China: Shanghai airport link)
  • Countries investing in next-gen infrastructure (Japan: Chūō Shinkansen maglev line under construction, 286 km, opening ~2027)
  • Routes where speed premium justifies cost (Tokyo-Osaka in 67 minutes vs. 2.5 hours on conventional Shinkansen)

The Political Problem

Infrastructure is politics.

  • Existing rail lobby: "Why spend $100M/km on maglev when conventional HSR works fine?"
  • Car/air lobby: "Why spend anything on trains?"
  • Public: "Why not fix the roads/schools/hospitals first?"

Result: Maglev remains a niche technology despite proven feasibility.

The Future: What's Next for Levitation Engineering?

Near-Term (5-10 years)

  • Japan's Chūō Shinkansen: 286 km Tokyo-Nagoya maglev line (opening ~2027, extending to Osaka by 2037)
  • Cost reduction: Modular guideway designs, mass production of components
  • Hybrid systems: EMS+EDS combinations optimizing for different speeds
  • Automated maintenance: Drones + AI for track inspection and repair

Mid-Term (10-20 years)

  • Room-temperature superconductors: If discovered, eliminates cryogenic cooling (HUGE cost savings)
  • Hyperloop variants: Maglev + low-pressure tubes for reduced drag (theoretical 1000+ km/h)
  • Urban maglev: Short-distance metro systems (less sensitivity to cost/km)
  • Cargo maglev: Autonomous high-speed freight (no human safety constraints)

Long-Term (20+ years)

  • True antigravity?: Speculative physics (manipulating spacetime, gravitational shielding)
  • Orbital launch assist: Maglev ramps for initial spacecraft acceleration (reduces rocket fuel needs)
  • Standardization: Global maglev standards enabling interoperability (like gauge standardization for rail)

💕 Real talk: Room-temperature superconductors would change EVERYTHING. Like, maglev is expensive mostly because of the liquid nitrogen cooling systems. If you could make superconductors that work at room temp, you could skip all that cryogenic complexity and the cost would plummet. Scientists have been chasing this for decades (and there have been some... questionable claims), but if it's real? Game over. Maglev everywhere. Also the idea of using maglev to launch spaceships is so sci-fi cool. Just... fling rockets into orbit at 1000+ km/h then let them ignite. Chef's kiss. 🚀💫

Lessons for Builders: Engineering vs. Theory

Maglev teaches us something profound about turning "theoretically possible" into "actually works":

1. Physics Gives You Constraints

  • Earnshaw's theorem: Static fields won't work
  • Lenz's law: Motion creates stability
  • Superconductivity: Zero resistance enables strong fields

You can't violate physics. You can only work within it.

2. Engineering Finds Workarounds

  • Active control defeats instability
  • Cryogenic cooling enables superconductors
  • Linear motors solve propulsion without wheels

Creative constraint-solving is the job.

3. Economics Decides What Ships

  • Maglev works. It's reliable. It's fast.
  • But it's 3-4x more expensive than conventional HSR.
  • So deployment is limited to high-value routes.

"Does it work?" is different from "Should we build it?"

4. Complexity Has a Cost

  • Every subsystem (levitation, propulsion, control, cooling) must work perfectly
  • Failure modes cascade
  • Redundancy is expensive but necessary
  • Maintenance is continuous

The more complex the system, the higher the operational burden.

5. Infrastructure Locks You In

  • Once you build maglev guideway, you're committed to that technology
  • Can't easily switch between EMS and EDS
  • Can't use existing rail infrastructure

Early architectural decisions have decades-long consequences.

Ready to Go Deeper?

You've now seen how levitation engineering actually works—from sensors and PID controllers to superconductors and linear motors. You understand why it's hard, why it's expensive, and why it's still worth pursuing.

Next up in the series: "Scaling Levitation: From Lab Toys to Transportation Systems"

We'll explore:

  • Acoustic levitation scaling problems
  • Why can't we levitate cars (yet)?
  • The physics of scale (why small levitation is easy, large is hard)
  • What would it take to levitate a building?

Want hands-on practice?

Try the Lab 2.1: Build a PID Controller Simulator

  • Simulate an EMS system in code
  • Tune P, I, D parameters
  • Visualize instability and control
  • See why feedback loops are essential

Subscribe to get the next article in your inbox.

Further Reading & Resources

Books:

  • Maglev Technology and Applications by Hyung-Woo Lee
  • Linear Motion Electric Machines by Jacek F. Gieras

Papers:

  • "Comparative Analysis of EMS and EDS Maglev Systems" (IEEE Transactions on Magnetics)
  • "Cryogenic Systems for Superconducting Maglev" (Cryogenics Journal)

Videos:

  • Real Engineering: "The Incredible Engineering of Maglev Trains"
  • Practical Engineering: "How Maglev Trains Work"

Interactive:

  • COMSOL: Electromagnetic simulation software (free trial)
  • MATLAB: PID controller tutorials

Community:

  • r/MagLev (Reddit)
  • IEEE Transportation Systems Society

See you in the next lab. Let's keep building the impossible. 🚀

*This article is part of the Antigravity Mastery educational series. Pairing labs available at jmfg.ca/labs. Study guide and PID controller simulation downloadable in the learning portal.*

Open to AI-Focused Roles

AI Sales • AI Strategy • AI Success • Creative Tech • Toronto / Remote

Let's connect →
Terms of ServiceLicense AgreementPrivacy Policy
Copyright © 2026 JMFG. All rights reserved.