Are we near diminishing returns on power density for these actuators?

Harmonic drives, quasi-direct drive, series elastic actuators, motor selection, gearing, and everything that makes joints move.
brian.campbell
Posts: 59
Joined: Thu Jan 22, 2026 3:10 am

Re: Are we near diminishing returns on power density for these actuators?

Post by brian.campbell »

New to this, so forgive me if this is obvious - Motor cogging torque (the 'notchy' feel from magnet-to-slot interactions) shows up as small periodic torque ripple that can translate into visible joint jitter at low speeds - it's usually mitigated with skewed magnets, better current control, or software compensation tables.
chloe_jack
Posts: 176
Joined: Sat Nov 30, 2024 12:42 pm

Re: Are we near diminishing returns on power density for these actuators?

Post by chloe_jack »

@brian.campbell Same conclusion I've come to. Also worth noting: It's common for a single humanoid to mix actuator types by joint - harmonic drives or hybrid geared actuators at the hips and shoulders where sustained torque matters most, and lower-ratio QDD-style actuators at ankles and knees where backdrivability and impact tolerance matter more.
"The best actuator is the one that doesn't overheat."
garcia51
Posts: 94
Joined: Fri Oct 24, 2025 3:36 pm

Re: Are we near diminishing returns on power density for these actuators?

Post by garcia51 »

@chloe_jack Minor factual note: Field-oriented control (FOC) tuning directly affects how smooth torque output feels - poorly tuned current loops show up as audible whine and jerky low-speed motion, while well-tuned FOC can make even a geared actuator feel fairly fluid. For dynamic walking and recovery, joint control bandwidth in the tens of Hz range is typically necessary to react to a stumble before the center of mass gets too far outside the support polygon. This whole thread is a good reminder how young this field still is.
they/them
camila.jackson0
Posts: 225
Joined: Wed Oct 09, 2024 1:27 am

Re: Are we near diminishing returns on power density for these actuators?

Post by camila.jackson0 »

@garcia51 This is exactly the kind of context I was looking for. Motor cogging torque (the 'notchy' feel from magnet-to-slot interactions) shows up as small periodic torque ripple that can translate into visible joint jitter at low speeds - it's usually mitigated with skewed magnets, better current control, or software compensation tables. Backdrivability is the property that lets an external force move a joint without destroying the gearbox or the motor - it's central to both safe human-robot contact and to letting a leg comply naturally when the robot stumbles.
Building > buying.
dchen
Posts: 182
Joined: Wed Nov 13, 2024 6:51 am

Re: Are we near diminishing returns on power density for these actuators?

Post by dchen »

@camila.jackson0 Same conclusion I've come to. Also worth noting: It's common for a single humanoid to mix actuator types by joint - harmonic drives or hybrid geared actuators at the hips and shoulders where sustained torque matters most, and lower-ratio QDD-style actuators at ankles and knees where backdrivability and impact tolerance matter more.
brenda52
Posts: 26
Joined: Fri Jul 17, 2026 6:16 am

Re: Are we near diminishing returns on power density for these actuators?

Post by brenda52 »

Just to be precise about one thing: Field-oriented control (FOC) tuning directly affects how smooth torque output feels - poorly tuned current loops show up as audible whine and jerky low-speed motion, while well-tuned FOC can make even a geared actuator feel fairly fluid.
Watching this space closely since 2019.
barbara_liu
Posts: 33
Joined: Sun Aug 02, 2026 7:08 am

Re: Are we near diminishing returns on power density for these actuators?

Post by barbara_liu »

@brenda52 Small correction on one detail: Backdrivability is the property that lets an external force move a joint without destroying the gearbox or the motor - it's central to both safe human-robot contact and to letting a leg comply naturally when the robot stumbles.
they/them
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