Very cool use of Neural Networks on Microcontrollers and winner of an honorable mention at CHI 2024âShyam Gollakota at the University of Washington in Seattle and his colleagues have created headphones that can remove any unwanted noises while leaving others intact, regardless of their frequencies. The headphones can also be trained by pressing a button to hone in on a specific personâs voice and exclude all other noise. Their neural network runs on an Orange Pi microcontroller! The big idea: In crowded settings, the human brain can focus on a specific speaker's voice if it knows how it sounds. They built an intelligent hearable system replicating this ability, allowing users to isolate target speech amid noise and other voices. Unlike previous methods requiring a clean speech example, their system uses a short, noisy audio sample of the target speaker, captured by the wearer looking at them for a few seconds. This approach significantly improves signal quality and works efficiently on embedded CPUs, demonstrating effective performance in diverse real-world environments without needing clean audio samples. Get the code and training samples here: https://lnkd.in/gQn_Za4d Read the paper: https://lnkd.in/gaYd3yyD
Ergonomic Setup For Productivity
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Can beamforming microphones âfixâ HVAC and ambient noise in Microsoft Teams Rooms? We obsess over microphone specifications. Beamforming arrays. DSP algorithms. Acoustic echo cancellation. Then wonder why meetings still sound terrible. Three key environmental factors determine whether good audio is even possible: Mechanical system noise (HVAC, plumbing, lifts). Background noise from adjacent spaces. Sound transmission between rooms requiring confidential discussions. NC (Noise Criteria) curves specify maximum background noise levels for different space types. Meeting rooms and conference spaces typically require NC-30 to NC-35 (approximately 35-45 dBA). Many meeting rooms measure NC-40 or higher. That's the difference between intelligible speech and a constant strain to hear. The Confidentiality Problem. Executive meetings discussing sensitive information. HR conversations about performance issues. Legal discussions requiring privilege protection. Medical consultations requiring privacy. Speech privacy requires proper STC (Sound Transmission Class) ratings between spaces. A typical stud wall with insulation achieves STC-39 to STC-42. Adequate for general offices. Completely inadequate for confidential business discussions requiring STC-45 or higher, or truly private conversations (legal, HR, medical) requiring STC-50+. Your expensive ceiling microphone array in a noisy room performs worse than a £100 gooseneck microphone in a quiet room. The limiting factor isn't the technology. It's the environment. A microphone's signal-to-noise ratio only matters if the noise floor is acceptable to begin with. Beamforming helps with directional rejection - but how much with omnidirectional HVAC rumble that's everywhere in the space? The EASE Principle. This is why Environment comes first in the EASE framework methodology. You cannot âaudio-systemâ your way out of environmental acoustic failures. Fix the mechanical noise. Specify proper acoustic isolation. Measure background noise levels against standards. Then specify audio systems that can actually perform in the environment you've created. Otherwise you're spending thousands on technology trying to overcome unaddressed building acoustics. What are the background noise levels across your meeting room estate? What NC curve are your meeting spaces actually achieving? Have you verified STC ratings for spaces requiring confidential discussions? Or do we just hope that better microphones will somehow fix environmental problems that proper building design should have addressed? Please subscribe to my bi-weekly newsletter: Industry Standard, which covers strategic and technical topics in more depth than these posts allow - subscribe at https://lnkd.in/ekQ3AdCb. #AVTweeps #MicrosoftTeamsRooms #EASEMethodology #Acoustics #HybridMeetings #AVUserGroup #LTSMG #Schoms #AVIXA
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Most people optimise their diet and sleep but ignore the space they're in 16 hours a day. Karina Valencia learned this the hard way. She never planned to build a company. Building a company is glamorised publicly but difficult and painful behind the scenes. What pushed her to start LONVIA was a clear, long-term mission: improving health span by designing physical spaces that work with human biology, not against it. LONVIA is a consultancy that designs longevity-focused spaces for real estate developers and hospitality brands. They work on destination longevity hubs or embed longevity principles directly into buildings where people live and work. That means: ⢠Air quality systems ⢠Circadian-aligned lighting ⢠Water filtration ⢠Sleep-supportive design ⢠Integrated movement and recovery spaces Karina is clear: optimisation only works when the basics are solid. Technology cannot compensate for poor foundations. For developers who retain their assets, longevity-driven design creates stronger long-term value. Build-to-sell models often struggle to justify the upfront investment. Wellbeing isn't about trends or quick fixes. But shaping daily environments that consistently support human performance. Her practical advice requires no wealth or specialist tools: ⢠Improve ventilation and air quality ⢠Keep consistent sleep and wake times ⢠Avoid eating late ⢠Use simple breathwork to reduce stress ⢠Prioritise social connection and laughter Small changes compound. Start with what you can control.
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The hidden co-founder efficiency hack is workout integration. Shreyas Kumar and I have twice-a-week training sessions that have completely transformed our FERMÃT journey. We've discovered a multi-dimensional approach that simultaneously addresses our physical wellbeing, relationship dynamics, and company vision. What makes this particularly powerful is the intermittent work discussion format. Unlike scheduled meetings with their rigid structure, workout sessions create natural conversation flows. We discuss FERMÃT vision during rest periods, problem-solve between sets, and align our thinking organically. Having this casual social time programmed twice weekly has become invaluable for our founder relationshipâwhich fundamentally determines company health. It's rare to have regular, non-work-specific interactions built into our schedules, yet these moments create essential connection points. The conversations during physical exertion have a different qualityâmore honest, more creative, more aligned than traditional boardroom discussions. The implementation mechanics are straightforward but critical: mid-day scheduling creates natural breaks, our trainer handles all programming (eliminating workout decision fatigue), and we execute quick transitions back to business. This founder optimization unlocks triple benefits: physical health, stronger friendship, and enhanced company outcomes. Most founders separate wellness from company buildingâwe've discovered their integration creates exponential returns rather than just additive ones.
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As leaders, we often separate mental and physical health initiatives. But at OpenUp, we've learned that these two aspects of well-being are deeply intertwined, regardless of work environment. The mind-body connection is powerful, and addressing both can create a multiplier effect on overall employee wellness. Here's what we've discovered: - Physical activity boosts mental well-being: Encourage regular movement breaks, even for desk-bound employees. We've seen how simple activities like lunchtime walks or stretching sessions can reduce stress and improve mood. - Mental well-being impacts physical health: Stress management techniques (like meditation or deep breathing) can lower blood pressure and improve sleep quality. - Sleep affects both mental and physical performance: Educate employees about sleep hygiene and consider flexible schedules to accommodate different chronotypes. - Nutrition influences mood and energy: Provide healthy snack/food options in office settings. - Mindfulness practices enhance physical awareness: Introduce mindfulness sessions that focus on body scans and present-moment awareness. This can help employees recognise early signs of physical or mental strain. Implementing a holistic approach isn't always easy, but the benefits are clear. It's an investment that pays dividends in the long run, not just for individual employees, but for the organisation as a whole.
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Shift from symptoms to systemic wellbeing. I used to think that if an organisation provided enough support resources, employee health would naturally improve. I believed that access to mindfulness apps, yoga sessions, and resilience webinars was the solution to workplace burnout. But after observing the data on the ground, I realised my assumption was flawed. One programme I encountered offered a polished wellness package. On paper, it looked comprehensive. In reality, attendance steadily dropped. Sickness absence remained high. Staff told me informally that the wellness initiatives felt like just another task to fit into an already overflowing day. The issue was not a lack of coping tools. The issue was sleep debt, intense rotas, lack of autonomy, and no psychological safety to admit when they were struggling. We were trying to meditate our way out of a broken system. Effective workplace wellbeing does not start with adding more perks. It starts by fixing friction points in how people work. It requires a shift from prescribing individual behaviours to redesigning the conditions they work within. When I analyse organisations now, I look for four specific systemic levers. First is workload architecture. It is rarely the volume of work alone that causes strain, but how it is distributed. Back-to-back meetings and constant task-switching create chronic cognitive load. Second is time sovereignty. Lack of control over time is a potent driver of stress. Rota stability and protected breaks are physiological necessities, not optional benefits. Third is leadership signal. If leaders do not take breaks or respect boundaries, no policy will change the culture. Psychological safety is created by permission, not by written rules. Fourth is recovery built into the system. Sustainable systems include micro-recovery during the day rather than outsourcing rest to evenings and weekends. Health emerges from how work is designed, not how much support is offered alongside it. If you feel your wellbeing initiatives are stalling, it may be worth examining the daily friction your teams face. We often try to fix the person when we should be fixing the environment. The data suggests that when we reduce the load and restore agency, engagement follows. That is where real outcomes begin to move.
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Are you planning any workplace wellness activities to kick off the new year? One of my newsletter subscribers recently asked me, âOur employees want us to highlight healthy lifestyles, perhaps by launching a âstep challengeâ or hosting a 5K. While I love these ideas, we have some employees who use wheelchairs. For example, I struggle with organizing a step challenge because I feel this is not inclusive to everyone. Am I overthinking this? Or do you have suggestions that meet the ask but are inclusive to everyone?â I immediately contacted my friend, workplace wellness expert Laura Putnam. She recommended thinking about the various dimensions of wellness when designing programs. These include physical, emotional, social, financial, career, and community needs. By offering options in these categories, youâll be more inclusive by design. With her guidance, I then researched possible activities. Here are some ideas: - Physical: Organize a âworkout streak,â asking employees to record the number of days in a row theyâve done some workoutâcardio, yoga, weights, stretching, or anything they define as a workout. Or arrange âstroll & rollâ groups for breaks, ensuring paths are wheelchair-accessible. - Emotional: Designate an âUnplug at lunchâ day, committing not to use your phone or devices and enjoying silence or talking with coworkers. - Social: Create a âGet to Know Each Otherâ week, with prompts to encourage coworkers to find personal connections. - Financial: Provide financial planning or budgeting classes. - Career: Host sessions to demystify the promotion process or other career-related topics. - Community: Organize a donation drive for items that a local non-profit needs. Then, once you have some options, let people design their wellness goals and choose activities that make sense for them. P.S. A few years ago, Laura and I collaborated on a thought paper titled "50 Ways You Might Have Wellness Privilege at Work" (https://lnkd.in/gBGfzhqv). It explores why wellness and inclusion should be considered holistically, with practical actions to take to improve workplaces everywhere.
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ðï¸ Noise pollution is the forgotten environmental health risk. WHO estimates that traffic noise alone causes 12,000 premature deaths in Europe each year, from heart disease, not hearing loss. Nature-based solutions can reduce noise by 5-10 decibels. That's the difference between a busy street and a quiet neighborhood. â Vegetated barriers and green berms for traffic noise â Park buffers and institutional greenery to protect quiet spaces â Building buffers and green courtyards for neighborhood noise â Water features and tree canopy to mask unwanted sound Dense vegetation doesn't just block noise, it changes the soundscape. Birds replace traffic. Leaves replace engines. I created this visual to put noise on the NBS agenda. WRI Ross Center for Sustainable Cities C40 Cities United Cities and Local Governments (UCLG) ICLEI World Health Organization European Environment Agency UN Environment Programme UN-Habitat (United Nations Human Settlements Programme)
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Managing Industrial Noise: Causes & Safety Precautions ðâ ï¸ Noise pollution is a significant hazard in many industries, affecting workers' health and efficiency. Prolonged exposure to high noise levels can lead to hearing loss, stress, reduced concentration, and communication difficulties, increasing the risk of workplace accidents. Causes of Industrial Noise: ð¹ Machinery & Equipment: Heavy-duty machines, compressors, and turbines. ð¹ Impact Processes: Metal cutting, hammering, and welding. ð¹ High-Speed Operations: Fans, conveyors, and ventilation systems. ð¹ Vehicle & Traffic Noise: Forklifts, trucks, and transport equipment. ð¹ Explosions & Pneumatic Systems: High-pressure air tools and blasting. Noise Control Measures â Applying the 5 Stages of Risk Management 1ï¸â£ Elimination ð« âï¸ Replace noisy processes with quieter alternatives. âï¸ Shift from mechanical to hydraulic or electric systems where possible. 2ï¸â£ Substitution ð âï¸ Use low-noise machinery and tools. âï¸ Replace impact processes with vibration-dampened alternatives. 3ï¸â£ Engineering Controls ðï¸ âï¸ Install sound barriers, acoustic enclosures, or silencers. âï¸ Maintain and lubricate machinery to reduce friction noise. âï¸ Use damping materials to absorb vibrations. 4ï¸â£ Administrative Controls ð âï¸ Implement job rotation to limit noise exposure duration. âï¸ Establish quiet zones for workersâ recovery. âï¸ Conduct regular hearing checks and provide noise awareness training. 5ï¸â£ Personal Protective Equipment (PPE) ð§ âï¸ Provide earplugs or noise-canceling earmuffs to workers. âï¸ Ensure PPE fits properly and is used consistently in high-noise areas. Conclusion Industrial noise is a serious but manageable risk. By following the hierarchy of control measures, companies can minimize exposure, protect workers' health, and create a safer work environment. Prioritizing elimination and engineering solutions over reliance on PPE ensures long-term safety and compliance. ð How does your workplace manage noise hazards? Share your thoughts below! ð #WorkplaceSafety #IndustrialNoise #HearingProtection #RiskManagement #NoiseControl #SafeWorkEnvironment
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In a world where the hustle often overshadows health, here's an idea from Chinese schools that's worth exploring globally: desks that convert into beds for power naps! Imagine pressing a button and transforming your work or study space into a cozy nap zone. ðð¡ð² ðð¨ð°ðð« ððð©ð¬? Research supports the undeniable link between rest and productivity. These transformative desks are not just furniture; they're tools for better cognitive performance. ððð«ð'ð¬ ð°ð¡ð² ðð¡ðð²'ð«ð ð®ð¬ððð®ð¥: >> Enhanced Focus and Learning: Studies show that a short nap can boost alertness and improve learning by refreshing the mind. It's like hitting the reset button in the middle of your day. >> Boosted Productivity: Napping can rejuvenate the mind, enhancing creativity and problem-solving skills. This means higher quality work and fewer mistakes - critical in professional and academic settings. >> Improved Well-being: Regular napping reduces stress and can contribute to better overall health. It leads to a more energized, motivated, and efficient workforce or student body. ððð²ð¨ð§ð ððð¡ð¨ð¨ð¥ð¬: Imagine if workplaces embraced this technology. Offices designed with well-being in mind could see significant gains in employee satisfaction and output. It's a step towards acknowledging that productivity isn't about working longer, but smarter. ðð¡ð ð ð®ðð®ð«ð ð¨ð ðð¨ð«ð¤ð¬ð©ðððð¬? Adjustable power nap desks could change how we view office ergonomics and design. By allowing employees a space to quickly recharge, companies can foster a healthier, more productive work environment that respects and utilizes the natural human need for rest. ð Could the integration of such innovative furniture into workspaces be the key to balancing productivity and well-being in our fast-paced world? #innovation #technology #future #management #startups