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Scientists Build Artificial Neurons That Mimic Real Ones

UMass Amherst engineers have developed artificial neurons powered by bacterial protein nanowires, mimicking real ones at low voltages. Explore the implications and future applications.

James Wilson profile picture

James Wilson

October 14, 2025

Scientists Build Artificial Neurons That Mimic Real Ones

Introduction

Engineers at UMass Amherst have made a significant breakthrough in creating artificial neurons. These devices, powered by bacterial protein nanowires, mimic real neurons at very low voltages. This innovation boosts energy efficiency and facilitates direct communication with biological cells. It opens the door to bio-inspired computers and wearable electronics free from the constraints of power-intensive amplifiers.

Exploring how artificial neurons function could revolutionize computing, healthcare, and environmental sensing. Let's dive into this research and its potential impact.

What Are Artificial Neurons?

Artificial neurons are devices that emulate the behavior of biological neurons, transmitting signals through electrical impulses. Thanks to materials science advancements, these synthetic neurons now operate with unparalleled efficiency.

The Role of Bacterial Protein Nanowires

The UMass Amherst team leveraged bacterial protein nanowires, enabling several key benefits:

  • Low Voltage Operation: These neurons work at very low voltages, significantly cutting energy use.
  • Biocompatibility: They can integrate with biological cells, broadening their application scope.
  • Scalability: It's feasible to mass-produce bacterial protein nanowires, supporting widespread use.

Why Does This Matter?

Creating artificial neurons that mimic real ones marks a major advancement in neuroscience and technology. Traditional electronics often need power-hungry amplifiers, limiting their use in portable tech. These new neurons promise efficient, sustainable systems.

Future Applications of Artificial Neurons

The applications for these neurons are vast and varied:

  1. Bio-inspired Computers: Mimicking biological processes could enhance computers' efficiency and processing power.
  2. Wearable Electronics: These neurons could power health-monitoring devices without bulky batteries.
  3. Environmental Sensors: Sensors could draw energy from sweat or the air, transforming environmental monitoring.
  4. Medical Devices: Improved interaction with biological systems could revolutionize diagnostics and treatment.
  5. Energy Harvesting: Devices could sustainably power themselves using ambient energy sources.

How Do Artificial Neurons Work?

Artificial neurons using bacterial protein nanowires mimic biological neurons' signal processing:

  • Signal Reception: They detect electrical signals from cells or devices.
  • Processing: Internal signal processing enables decision-making.
  • Signal Transmission: They then send signals to other neurons or devices, completing the communication cycle.

Can Artificial Neurons Replace Biological Neurons?

Although they replicate many biological neuron functions, artificial neurons aren't replacements but enhancements. They could advance neuroprosthetics and brain-computer interfaces by improving system communication.

Challenges Ahead

Despite the promise, integrating artificial neurons with biological systems, ensuring long-term stability, and addressing ethical concerns remain significant challenges.

Conclusion

UMass Amherst's work on artificial neurons using bacterial protein nanowires is a pivotal development in science and technology. This innovation paves the way for more energy-efficient computing, wearable technology, and environmental monitoring. As the field grows, we can expect breakthroughs that will fundamentally change our interaction with technology and our environment.

In essence, this discovery not only deepens our understanding of neural functions but also offers sustainable solutions to current technological challenges.

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