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The Near Future of Mechanical Drive for Humanoid Robots

AI has moved humanoid robots forward, but safety, reliability and cost in the actuator drivetrain still stand in the way of commercial deployment

With the development of AI and powerful computer algorithms, is the future of humanoid robotics now? The reality is that safety at speed, reliability and cost for electromechanical actuation still represent a significant challenge that limits the near-future commercial deployment of humanoids. In 1973, Ichiro Kato et al. at Waseda University developed WABOT-1. WABOT-1 could recognize and manipulate objects, speak and walk. In 1996, Honda developed the more advanced P2 Asimo humanoid robot. Honda’s humanoid launched the development of the first harmonic drives to minimize backlash and turn small electric motors into high-torque actuators for a stable walking biped. Honda’s robot had six-axis force/torque sensors and encoders that constitute today’s humanoid hardware.

Strain Wave Gear Production in the Age of Humanoid Robots

Humanoid robots need precise strain wave gears in their joints, and building and inspecting those gears at scale will call for equally advanced production technology

Perceive, Understand & Perform

AICA and Schaeffler demonstrate the role Physical AI can play in the manufacturing environment

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Technical Articles

Twenty Years of Pulsator Tests on Helicopter Gears

Leonardo Helicopters’ 20-year, 650+ test campaign characterizing tooth-root bending fatigue strength across gear materials, heat treatments, and finishing processes (notably shot peening and superfinishing) to support aerospace gear design.

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Conjugate Bevel and Hypoid Gears

An excerpt from Gear Technology Solutions by Dr. Hermann J. Stadtfeld exploring the mathematics behind conjugate bevel and hypoid gears—from the fundamental laws of gearing and the conditions for perfect conjugacy to why real-world power transmissions require deliberate crowning rather than theoretically exact conjugate designs.

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Design and Load Capacity of Crown Gears in Comparison to Bevel Gears

Through loaded tooth contact analysis of two applications, this paper demonstrates that crown gears can match bevel gear load capacity while offering meaningful advantages in weight reduction, axial-force-free pinion mounting, and assembly simplicity.

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Design Principles of Bevel Gears: Rationale for Zero Sum Profile Shifts and Generating Gear Choices

This article demonstrates why bevel gears are designed with a zero sum of profile shifts—showing that independent shifts merely replicate what a modified pressure angle already achieves—and explains the practical benefits of using conical generating gears for tooth profile crowning.

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Design

The main objective of this study is to perform an experimental evaluation of the structural model of a five-planet first planetary stage from a modern 6MW wind turbine gearbox.

Grinding

2023 is shaping up to be our planet’s hottest year on record, and the wind energy industry is feeling the heat. The GWEC (Global Wind Energy Council) says that the rate of wind turbine installations will need to quadruple globally by the end of the decade if we’re to achieve the IRENA’s (International Renewable Energy Agency) goal of net zero carbon emissions by 2050—and keep the average annual temperature worldwide from increasing more than the predicted 1.5° C. Fortunately, “net zero” commitments are gathering global momentum. Before year’s end, total global windpower is expected to reach a historic milestone of 1 TW of installed capacity, eliminating 1.2 billion tons of CO2 annually, roughly the equivalent of all the carbon emissions of South America.

NVH

The arrival of Gleason’s Hard Finishing Cell (HFC) in 2018 represented a paradigm shift in the way automotive transmission gears and gears for e-drives, could be produced in high volumes. Now, for the first time, 100 percent inspection of every gear, and every gear tooth was possible in-process, without impacting the high speeds at which these gears need to be hard finished. Identifying, and correcting for, conditions that create unacceptable noise behavior in these gears, on the fly, was finally a reality too.

Heat Treating

Water spray quenching achieves heat transfer coefficients up to 4,000 W/(m²K)—nearly double conventional oil quenching rates—enabling potential material substitution and tailored quench intensity for complex gear components.

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Videos

From Job Shop to Production with the Hera 750

At Gear Headquarters, quality is the foundation of everything they do. Based in Kansas City, the shop manufactures spur, helical, double-helical, herringbone, bevel, internal, spline, and worm gears, sprockets, and timing belt pulleys. 

Industry News

New orders of metalworking machinery, measured by the U.S. Manufacturing Technology Orders Report published by AMT (The Association for Manufacturing Technology), totaled $732.9 million in August 2026. 

Product News

GWJ Technology GmbH announced a new version of SystemManager. The latest release extends the capabilities of the eAssistant and TBK calculation solutions with new features for load-dependent bevel gear design, FEM modeling and rolling bearing calculations, as well as additional options for analyzing complex gearbox systems.

Calendar

AIoT World Expo

Feb 9, 2027 - Feb 11, 2027

The AIoT World Expo (Ft. Lauderdale, FL) explores the potential of intelligent machines, prescriptive analytics, sensor driven analytics and block chain solutions. Attendees learn about IoT technologies that are driving the transformation in manufacturing, supply chain and operations.

Additive Manufacturing Strategies 2027

Feb 23, 2027 - Feb 25, 2027

CES 2027

Jan 6, 2027 - Jan 9, 2027

PowerGen 2027

Jan 18, 2027 - Jan 21, 2027

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