Tech
Nature-inspired navigation system helps robots traverse complex environments without GPS
Robots could soon be able to autonomously complete search and rescue missions, inspections, complex maintenance operations and various other real-world tasks. To do this, however, they should be able to smoothly navigate unknown and complex environments without breaking down or getting stuck, which would require human intervention.
Most autonomous navigation systems rely on global positioning systems (GPS), which can provide information about where a robot is located within a map. In many environments, however, including caves, unstructured spaces and collapsed buildings, GPS systems either do not work or become unreliable.
Researchers at Beijing Institute of Technology recently developed a new nature-inspired system that could improve robot navigation in unstructured and complex environments, without relying on GPS technology. Their proposed framework—outlined in a paper set to be published in Cell Press and currently available on the SSRN preprint server—is inspired by three distinct biological navigation strategies observed in insects, birds and rodents.
“Our research was inspired by a critical gap we identified in the field of bio-inspired robotics,” Sheikder Chandan, first author of the paper, told Tech Xplore. “While many studies have successfully isolated and implemented navigation strategies from individual animals, like an ant’s path integration or a rat’s cognitive mapping, this reductionist approach misses a fundamental biological principle known as ‘degeneracy.’ In nature, robust navigation emerges from the hierarchical integration of multiple, non-identical, yet functionally overlapping strategies.”
A three-part, nature-inspired framework
Instead of developing a system inspired by one navigation strategy observed in a specific category of animals, Chandan and his colleagues wished to create a unified neuromorphic framework that drew from various species. Ultimately, they were able to emulate biological processes that support navigation in insects, birds and rodents.
“We aimed to synthesize the most effective strategies observed in these three categories of animals into a single system, to directly address the core limitations of conventional navigation, such as sensory brittleness and high energy consumption, particularly in challenging, GPS-denied environments,” said Chandan.
The team’s framework thus has three main bio-inspired components that collectively support a robot’s navigation. These are an insect-inspired path integrator, a bird-inspired multisensory fusion system and a rodent-inspired mapping system.
“First, the insect-inspired path integrator, built as a spiking neural network on low-power neuromorphic hardware, acts as a robust internal step-counter for egocentric tracking,” explained Chandan. “The avian-inspired multisensory fusion system then mimics how migratory birds use multiple cues, using a Bayesian filter to dynamically combine inputs from a quantum magnetometer, a polarization compass, and vision, to ensure a reliable heading direction even if one sensor fails.
“Third, a rodent-inspired cognitive mapping system creates a spatial memory by only updating the map upon detecting salient landmarks, mirroring the energy efficiency of the brain’s hippocampus.”
To assess the potential of their nature-inspired framework, the researchers carried out extensive field trials using 23 different robotic platforms. These tests were performed in complex real-world environments, including abandoned mines and dense forests.
“The system was benchmarked against conventional SLAM (Simultaneous Localization and Mapping) and showed a 41% reduction in positional drift, up to 60% higher energy efficiency, and could recover from sensor failures 83% faster,” said Chandan. “Its unique advantage is ‘degeneracy’—when one component is compromised, the others seamlessly take over, providing a level of fault tolerance that isolated systems lack.”
Performance gains and possible applications
In initial field tests, the architecture developed by this team of researchers was found to achieve remarkable results, allowing a wide range of robots to successfully navigate unstructured and difficult environments.
“We didn’t just improve a single algorithm; we created a new systems-level paradigm that is inherently more resilient,” said Chandan. “Quantitatively, this resulted in significant, simultaneous gains in accuracy, energy efficiency, and robustness across diverse robotic platforms. A key demonstration was the system’s rapid recovery from sensor failure; when the primary camera was blinded, it re-established accurate positioning in just over 3 seconds by leveraging its other functional subsystems.”
In the future, the framework developed by Chandan and his colleagues could be improved further and deployed on an even larger pool of robotic systems, allowing them to reliably and autonomously tackle missions in unpredictable environments. In addition, it could inspire the creation of similar robot navigation systems that draw from the navigation strategies employed by a variety of animals.
“This work provides a formal blueprint for creating machines with true ‘ecological fluency,’ capable of long-term operation in environments where failure is not an option,” said Chandan. “This could include applications in disaster response, such as navigating collapsed buildings, planetary exploration on other worlds, and deep-sea missions, where conventional GPS and perfect sensing are unavailable.”
The researchers are currently planning new studies aimed at overcoming some observed limitations of their framework. For instance, they would like to integrate on-chip and continuous learning to make the navigation of robots even more lifelike and adaptable.
“Currently, our system’s neural weights are largely pre-configured, but biological systems continuously learn and adapt through synaptic plasticity,” added Chandan. “We plan to explore emerging technologies like memristive synapses to incorporate this capability directly into the hardware.
“Furthermore, we aim to scale the system for kilometer-scale environments, which will require developing more sophisticated memory organization schemes to handle larger spatial maps efficiently. Our ultimate goal is to create robots that don’t just mimic isolated animal behaviors but embody the continuous learning and scalability of biological intelligence.”
Written for you by our author Ingrid Fadelli, edited by Stephanie Baum, and fact-checked and reviewed by Robert Egan—this article is the result of careful human work. We rely on readers like you to keep independent science journalism alive.
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More information:
Chandan Sheikder et al, A neuromorphic framework for bio-inspired navigation in autonomous robots, SSRN (2025): DOI: 10.2139/ssrn.5674916
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Nature-inspired navigation system helps robots traverse complex environments without GPS (2025, November 14)
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Tech
No Bad Weather: Stay Warm by Dressing in Layers
Layering is not complicated. It’s the process of adding and removing layers of clothing to keep your body comfortable in changing weather and temperature conditions.
Billions of dollars have been spent trying to optimize this process (and sell you stuff), but it’s really very simple: Put clothing on when you’re cold, take clothing off when you’re hot. Which clothing? That’s the rub, as they say. But don’t worry. We’ll walk you through what each layer is, how to layer, and when you’ll want it. Once you’re done here, check out our guides to the Best Base Layers, Best Puffer Jackets, Best Merino Wool, and Best Rain Jackets for more.
Updated February 2026: We’ve updated our advice based on new experiences, and put in a few new picks culled from all the gear we’ve tested in the last year.
Layering Basics
Photograph: Carol Yepes/Getty Images
The key to layering is knowing what the layers are for and when to add and remove them. The high level overview looks like this:
- Base layer: The layer that touches your skin. These provide some warmth, but they’re primarily important for wicking sweat away from your skin. Being damp means being cold.
- Mid layer: The layer that’s—wait for it—in the middle. This is the layer where you actually start insulating, or trapping body heat. This is the key to the whole system and should usually be more than one layer (e.g., a lightweight fleece and a puffer jacket).
- Outer layer: The top layer is the waterproof, windproof layer that makes sure that nature does not steal all that precious heat you’ve retained in the mid layer. This is sometimes referred to as a “shell.”
While you won’t always be wearing all of these, especially when you’re exerting yourself while walking, running, et cetera, it’s usually worth carrying all three. If it’s cold, you can start with all three on and peel them off as you get warmer. When it’s hot you can do the opposite, pulling out a shell when you stop on a windy ridge. Obviously there are situations where you don’t need to carry all of them. Hiking the Florida trail in July? Skip the mid layer, ya lunatic.
Base Layers
Let’s start with underwear. Whether boxers, briefs, boxer briefs, or bras, go for materials that are going to help move moisture away from your skin. I have found merino wool to be ideal for underwear, but it’s worth trying different fabrics to find which works best for you.
Next comes what we generally think of as base layers: relatively tight-fitting but not overly restrictive pants and shirt with the dual purpose of insulating in cold weather and wicking sweat in hot. Again, there is a wide array of fabrics. If you opt for merino wool here, you benefit from wool’s natural ability to smooth out temperature variation across your skin, keeping you more evenly warm/cool (I call this temperature modulation).
There are also other options for fabric here, which includes Nuyarn. It has much of the benefits of merino (it’s usually more than half merino) but adds some nylon to provide extra strength and durability, as well as speeding up drying times. The latter can be important in very wet climates. In my experience, synthetic base layers do not perform as well at either insulation or moisture removal, though they will often dry faster, last longer, and are often cheaper.
Tech
WBA publishes initial guidance on artificial intelligence, machine learning for intelligent Wi-Fi | Computer Weekly
The Wireless Broadband Alliance (WBA) has published a report outlining an industry-wide perspective for device manufacturers, network operators, enterprise IT and policymakers on how artificial intelligence (AI) and machine learning (ML) can be integrated across the full Wi-Fi ecosystem.
The AI/ML for Wi-Fi: Enabling scalable, intelligent Wi-Fi ecosystems report was developed by the WBA AI/ML for Wi-Fi Project Group, and led by Intel with Airties, Cisco and HPE.
The founding viewpoint from the WBA is that traditional rule‑based management approaches for Wi‑Fi technology are no longer adequate as they are now asked to support increasingly support demanding applications such as enterprise collaboration, industrial automation, immersive media and AI workloads. The report outlines business benefits including lower operational costs, stronger reliability and security, and an improved user experience.
The report shows how AI and ML are becoming foundational to Wi-Fi, enabling a shift from reactive troubleshooting to predictive, proactive and self-optimising network operations capable of managing dense deployments and real-time performance demands.
In addition, it highlights how intelligent Wi-Fi has clear business value. AI/ML reduces operational costs (OpEx), improves reliability and security, and delivers a more consistent quality of experience (QoE). Moreover, the report argues that AI will not just sit at the router: instead, it will combine client, access point, edge and cloud intelligence to achieve the best performance.
However, it also observed that data is the primary bottleneck, and that achieving continued success and new use cases with AI/ML in networks requires shared datasets, federated learning and strong governance models. Fragmentation also remains a major barrier.
Going forward, WBA advises that standardisation should focus on frameworks and not algorithms. It added that interoperability will need to include data models, telemetry, application programming interfaces and model lifecycle management. WBA also believes that AI/ML-native Wi-Fi is the long-term technological direction and that features of Wi-Fi 8 (IEEE 802.11bn), such DBE and MAPC, will work optimally when driven by an AI/ML engine.
Commenting on the report, Tiago Rodrigues, Wireless Broadband Alliance president and CEO, said: “Wi-Fi is now expected to perform like critical infrastructure across homes, enterprises and cities, yet operational complexity is rising fast. AI and machine learning are becoming essential to keep networks reliable, secure and efficient at scale. The industry must align on common data, interfaces and governance, so that intelligent Wi-Fi can work across real-world multi-vendor environments and deliver value for all who use it.”
Matthew MacPherson, wireless chief technology officer at Cisco, added: “As Wi-Fi becomes the primary connectivity technology for mission-critical enterprise applications, the complexity of managing these environments has outpaced traditional manual methods.
“This report provides a vital framework for the industry to transition from reactive troubleshooting to a proactive, self-optimising architecture,” he said. “By leveraging AI and machine learning through interoperable standards, we are enabling organisations to reduce operational overheads and deliver a more resilient, high-quality experience for every user and device.”
Eric McLaughlin, vice-president and general manager of Intel, said: “AI/ML is transforming the future of Wi-Fi, and it has become a strategic imperative. We are excited to collaborate with our WBA partners and the broader ecosystem to accelerate its advancement to enable self-organising, proactive, and more reliable networks with improved QoE across the industry.”
Tech
H&R Block Coupon: $50 Off In-Store Services
As they say, the only things you can’t escape in life are death and taxes. Doing your own taxes has only gotten easier over the years but it’s still plenty confusing, especially with both federal and state rules and rates always in flux. To help you figure out this confusing process, I’ve written a guide on How to Pay Your Taxes Online, and included H&R Block and other competitors to give you more information as you navigate between the seemingly endless options available for your specific tax needs. Tax day may not be until April 15 but as we all know too well, that date comes around quickly each year. With that in mind, now’s a great time to start getting your affairs in order.
For 70 years, H&R Block has stepped in to help with tax preparation services that aim to make things as painless as possible. H&R Block has its classic in-person help from a tax expert along with easy-to-use online tax services that you can complete online while in your pajamas. We here at WIRED love to help you save money too, and that’s why we have rotating deals and H&R Block coupons to help ease the pain of tax season a little more.
Save With Our $50 H&R Block In-Store Coupon (And More)
To help make tax season a bit more bearable, you can get $50 off in-person tax prep when you file with an H&R Block tax pro (until February 23). To redeem this offer, you’ll need to make an appointment online, and present the coupon either digitally or in-print. This coupon features single-use codes, so you’ll need to click on the module at the top of the page to get the H&R Block discount code (and you can’t use the same one twice). Also through February 23, you can also get 25% off H&R Block’s DIY online offering, with no promo code needed!
Can I File My Taxes for Free at H&R Block?
H&R Block knows taxes are confusing, and the process is one that no filer looks forward to. That’s why H&R Block eases some of the tax filing woes by offering H&R Block Online Free Edition. Over half (around 55% of filers) qualify; this service is for simple taxes only, meaning Form 1040s and no schedules except Earned Income Tax Credit, Child Tax Credit, Student Loan Interest, and Retirement Plan Distributions. File your simple state return for free on H&R Block today.
Don’t Go at it Alone With H&R Block Assistance Options
Tax assist options are available, whatever your need. Not a CPA or DIY-er? No problem. H&R Block’s tax experts are trained and ready to help with big and small tax questions. There are tons of choices, no matter your need, like a one-on-one meeting in an office where you can make an appointment ahead of time, or just walk in; from home where you can work with your Tax Pro online; and you can even drop off files at an H&R Block office. Plus, you can even get a free Second Look Review of past returns to see if there was money left on the table.
Get Up to $4,000 With a Refund Advance Loan at H&R Block
If you can’t wait on your refund (no judgement; I get it), you can get up to $4,000 in refunds immediately after filing, without waiting for the slow-moving federal and state processes. If eligible, you can get a Refund Advance loan within minutes of filing when you complete the process with an H&R Block Tax Pro. With this loan advance, there’s no loan fees or interest. Act sooner rather than later, as this deal is only available through March 15.
How Much Does H&R Block Charge?
H&R Block has different tiers depending on tax filing needs, so you can pick the online filing option that works best for you. The free online is best for simple returns, with $0 per state filed; deluxe starts at $28 for federal and $37 per state filed, which includes itemized deductions and free tax Pro review. Premium is now only $56 and $37 per state filed, and also includes investments and free tax Pro review. Plus, they have an option for self-employed folks and business owners, whose taxes can be complicated and costly. That service includes 1099 forms with expenses and includes free tax Pro reviews, and costs $68 right now with $37 per state filed.
How Do I Get an H&R Block Key Code?
An H&R Block Activation Code is a unique ten-character code that’s attached to your personal H&R Block Tax Software. It’ll be a long string of uppercase letters and numbers. This activation code registers your software and is used to unlock your five free federal e-files. Once opened, you’ll need to enter it to activate the software. More in-depth directions and troubleshooting can be found here.
Other Deals for New and Existing H&R Block Customers
To find which service best fits your needs, select all that apply to you—like if you have kids, own a home, or are a freelancer—to find your best personal filing experience. H&R Block has four different packages, including federal and state. Best of all, you can save 20% on H&R Block tax software products without an H&R Block promo code (until April 15).
H&R Block has tons of incentives and perks, including a free 3-year Second Look. That means H&R Block will review your last three tax returns to find errors, mistakes, or money others may have missed. Get your taxes done and spend the rest of the spring chilling; DIY online file, or get an in-store assisted file for less—no H&R Block coupon needed.
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