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Something went wrong. Please try again later. U.S. Military Spending vs Other Top Countries The U.S. is well known for its enormous defense budget, but how does it compare to the rest of the world’s military spending? U.S. military spending surpassed $778 billion in 2020. The U.S. spends more on its military than the next nine highest spending countries combined. U.S. Military Spending vs Other Top Countries The U.S. is well known for its immense military and defense spending. In 2020, the nation ranked #1 in the world in terms of military spending at $778 billion outpacing the next nine highest spenders, which came out to $703.6 billion combined. One factor is the military–industrial complex (MIC) which feeds into the U.S.’ defense dominance, with a longstanding tradition of the defense and weapons industries working closely with the U.S. government and armed forces. So what are these billions being spent on? The U.S. Department of Defense (DoD) laid out the spending plan when they made their 2020 budget proposal. It included a few main areas to invest in, including: This is just the tip of the iceberg.

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Louis Columbus Today and in the future, remote monitoring systems in use to protect construction sites will rely on supervised machine learning algorithms to discover new patterns in historical data. Machine learning-based remote monitoring systems rely on IoT sensors combined with night vision, infrared and thermal sensing cameras to capture real-time data streams. By combining historical video feeds and images with real-time data feeds, machine learning-based remote monitoring systems provide predictive insights into when potential accidents, thefts, or hazardous operating conditions could occur. AI-based remote monitoring systems providers are setting a fast pace of innovation in this area, which is also reflected in the intuitive design of their dashboards and platform approach to scaling these systems globally. Leaders in this area include Twenty20 Solutions , whose cloud-based platform and approach to usability set the standard in remote construction security. Twenty20 Solutions' remote monitoring system is entirely browser-based, supports geo-location applications (e.g., RFID, GPS and radar asset tracking) and has a user-customizable dashboard. The following is an example of the Twenty20 Solutions dashboard: Geo-Shifting Of Work: Global Talent Now Within Reach, And 3,000 Miles Is The New ‘Down The Hall’ 10 Ways AI Is Improving Construction Site Security One of the most valuable takeaways from a recent conference call with construction safety and security leaders who have standardized machine learning-based remote monitoring systems is how much time they save from false alarms. A security director managing construction projects in progress in Miami, Atlanta and Chicago says machine learning has virtually eliminated false alarms at his construction sites. "Our team has fine-tuned machine learning algorithms to the specific patterns of our operations and it's virtually eliminated false alarms – and focused on predicting theft and break-in attempts much more accurately," he said. Based on insights gained from the conference call, here are 10 ways AI is improving construction site security: 1.    Reducing the dependence on on-site security teams alone and gaining a 24/7, 365-day monitoring view of each construction site. All construction safety and security leaders say this is the most valuable aspect of a cloud-based remote monitoring system capable of accepting data from IoT, digital, thermal and infrared cameras. Having teams on the ground are still essential, yet having the real-time, always-on monitoring providing a data stream to train models is invaluable. 2.    It is possible to reduce workplace injuries and potential liability litigation by identifying which workers are wearing Personal Protective Equipment (PPE) or not. Using advanced pattern matching supported by supervised machine learning algorithms, construction safety and security leaders can identify when workers in high-risk roles and work zones are wearing PPE or not. Construction sites continue operating during Covid-19 and in many instances, everyone needs to have a face shield and masks on for the site to stay in compliance with CDC guidelines. Remote monitoring systems can tell immediately which work teams need coaching to remain in compliance.   3.    Replace checklists, routines and other manually based approaches to auditing security with real-time monitoring capable of providing trending and image analysis if needed in seconds. Safety and security leaders say their biggest challenge today is saving the valuable time of construction teams on-site. They don't know when a lockdown or quarantine will be reintroduced in the cities they have projects in. According to leaders spoken with, combining machine learning techniques with site data always accessible on an intuitive dashboard reduces manual workflows by a factor of 5 or more. 4.    The better the construction site's real-time safety and security monitoring, the more flexible construction processes become.