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IDTechEx Explains the Pillars of Success in Materials Informatics

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BOSTON, May 16, 2024 /PRNewswire/ — The impact of machine learning and data science techniques on the materials industry has grown exponentially since IDTechEx started covering the field of materials informatics in 2020, impacting the real world from lightweight alloys to new battery chemistries. However, the keys to project success here have changed remarkably little in this time, as outlined in IDTechEx’s report, “Materials Informatics 2024-2034: Markets, Strategies, Players”. What, then, are the essential areas of focus for an organization looking to deploy a materials informatics strategy, whether as an end-user or as a provider of software?

“Garbage in, garbage out” – the problem of sourcing good data
Machine learning models can only ever be as good as the data they are trained on. The major choices consist of performing your own experiments, computational simulation, pulling data from public or private repositories, or scraping data from patents and scientific literature.
Predictably, experimentation is the gold standard in terms of accuracy and will almost universally be needed at the verification stage of a materials informatics project, but the high costs can limit data volume significantly. Simulation is cheaper, but the financial and monetary expense of computation remains significant, and accuracy to reality can be dubious.
On the other hand, if data repositories and scraped data cover the right problem space, they can yield higher data volumes, but bias is likely to be a significant issue, including the non-inclusion of negative results. Often, limited information is available about the full experimental conditions. Some larger end-users of materials informatics have told IDTechEx that the limitations of external data have led them to reject it entirely, but this is not an option for players without such deep pockets.
Japanese player Preferred Computational Chemistry (PFCC) have approached the challenge of speeding up data gathering with their Matlantis software, which trains a graph neural network surrogate model for potential energy surfaces on density functional theory (DFT) data. By taking millions of DFT simulation results and performing it’s on unstable structures close to the stable structures in the pre-existing data, PFCC’s model has a much fuller picture of the infinite combinatorial space, allowing it to model first-principles results more closely. The end product reduces the time needed to get results to seconds, compared to DFT simulations, which can take hours to months. The model will only ever be as good as the DFT data it’s trained on, but being able to produce more results will offset much of this disadvantage.
Pulling information together
Managing data is typically the key stumbling block for a materials firm seeking digital transformation in its R&D efforts, especially given the conservative nature of this industry. Electronic lab notebook and laboratory information management (ELN/LIMS) software generally form the easiest off-the-shelf tools for moving away from disparate Excel files or even paper notebooks. Problems arise when different business units take different approaches here, which can lead to data siloing and overspending.
Fortunately, most materials informatics software is designed to interface with the APIs of common ELN/LIMS software. Indeed, the offerings of some materials informatics providers, including Uncountable Inc., MaterialsZone, and Albert Invent, focus heavily on managing information in the lab while integrating advanced machine learning features. For end-users looking for a one-stop shop, opting for an integrated platform may make a lot of sense.
Applying AI requires creative approaches
There are opportunities to use machine learning at every stage of the materials informatics process, from scraping data to using large language models to help design an experimental process. However, the process commonly of most interest is modeling the behavior of a class of materials to suggest candidates that meet a desired set of properties.
This inverse design process will typically use high-dimensional data that often has many missing values and may be pulled from many data sources, offering a substantially different challenge from “big data” problems. Active or sequential learning, where the performance of suggested candidates is verified and the underlying model retrained, is a common approach pursued by players like Citrine Informatics to forming an optimal experimental strategy. Advanced AI approaches abound: a cherry-picked example from UK player Intellegens modifies the input/output structure of neural networks to allow missing properties to be estimated iteratively. The peculiarity of this class of problem to materials science is why materials companies have, in general, been founded to focus on materials R&D instead of pivoting from another class of AI problem.
Usability is key
The role of a materials informatics provider is to link the expertise of data and materials scientists, who will typically have significantly different expertise. Interfaces need to be accessible to users who have no coding experience while offering more powerful code inputs to those with programming and machine-learning skills. Visualization of results should be flexible and intuitive to allow users to get the most out of the platform. The materials informatics SaaS companies that have seen the most success so far have tended to excel in making the software easy to use while offering more advanced tools for power users, allowing end users to get enthusiastic about the platform long before its use on a full-scale commercial project. Putting usability front and center should be a top priority for anyone looking to enter this industry.
Further insights
IDTechEx’s recent report, “Materials Informatics 2024-2034: Markets, Strategies, Players”, is now in its fourth edition. Informed by first-hand interviews with the industry’s major players, the report provides market forecasts, player profiles, investments, roadmaps, and comprehensive company lists, making this essential reading for anyone wanting to get ahead in this field.
To find out more about this report, including downloadable sample pages, please visit www.IDTechEx.com/materialsinformatics.
For the full portfolio of advanced materials and critical minerals market research from IDTechEx, please visit www.IDTechEx.com/Research/AM.
About IDTechEx:
IDTechEx provides trusted independent research on emerging technologies and their markets. Since 1999, we have been helping our clients to understand new technologies, their supply chains, market requirements, opportunities and forecasts. For more information, contact [email protected] or visit www.IDTechEx.com. 
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Media Contact:Lucy RogersSales and Marketing [email protected] +44(0)1223 812300
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How AIoT shapes the future of mobility: Hikvision at ITS World Congress 2024

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HANGZHOU, China, Sept. 27, 2024 /PRNewswire/ — Hikvision made a significant impact at the ITS World Congress in Dubai with its captivating theme, “Embrace AIoT for safer, smarter, and greener mobility.” Its booth became a hub of innovation, where visitors explored AIoT solutions that are reshaping the transportation landscape, sparking deep conversations on the future of urban mobility.

Road safety revolution: harnessing AIoT for secure transportation
Hikvision’s commitment to road safety was on full display at its booth through the impressive array of AIoT solutions designed to create secure and reliable traffic environments. The company’s technology provides 24/7 traffic monitoring, ensuring continuous oversight of motor vehicles, non-motorized vehicles, pedestrians and environmental factors. This comprehensive, real-time information collection enables traffic managers to prevent accidents and enhance road safety. Among the showcased products was the 20 MP IR ANPR Checkpoint Capture Unit, renowned for its high-definition capture capabilities, bolstering traffic safety measures.
A standout innovation was the integration of advanced radar and camera technologies, ensuring uninterrupted, comprehensive detection even in adverse weather conditions. The Radar-Video Fusion Incident Detection Cameras, featured prominently in the product experience area, enable early detection and warning of potential hazards. They are particularly effective in challenging situations such as curved roads, blind spots at intersections, and obstacles beyond visual range.
Attendees also engaged with onboard monitoring products on the simulated bus, including dome network cameras, which is designed to enhance passenger safety. Driving assistance products, such as the Driver Status Monitor (DSM), were demonstrated to mitigate unsafe driving behaviors and ensure safer journeys.
Urban mobility redefined: smart traffic innovations
In the realm of smarter mobility, Hikvision showcased its multidimensional sensing technology, which integrates visible light sensors, infrared sensors, radar, and sonar. This technology expands perception capabilities, significantly improving traffic management and situational awareness. The use of AI-powered comprehensive sensing elevates incident monitoring and violation detection to unprecedented levels of accuracy and efficiency.
A major attraction was the Radar-Video Fusion TandemVu PTZ Camera, which integrates millimeter-wave radar with high-resolution cameras for extensive traffic detection and data analysis. AI-based algorithms combine these two systems to enhance target information, detecting up to 16 types of incidents. This leads to the development of a large-scale fusion model that merges spatial physical data with image semantic information. The result is ultra-long-range perception, achieving over 95% accuracy in vehicle trajectory detection. This robust system improves traffic violation management and optimizes traffic flow, significantly enhancing road efficiency.
At the simulated bus station, visitors observed how AI-assisted people counting automated the collection of passenger flow statistics at peak stop hours and bus line frequency during busy periods. Paired with smart bus stop digital signage, the solution improves bus service quality, operational efficiency, passenger experience, and overall public transport effectiveness.
Sustainable transportation: leading the charge for greener cities
Hikvision’s commitment to sustainable urban mobility was evident through its innovative green wave technology and eco-friendly checkpoint solutions. Green wave technology efficiently manages traffic flow to reduce congestion and lower carbon emissions, aligning with global sustainability goals. Visitors were particularly impressed by a case study showcasing a green wave solution implemented in Zhoushan, China. Over a stretch of 21 kilometers and 34 intersections, this main road cut travel times by 50%.
The use of DarkFighterX technology in checkpoint cameras also received significant attention. This technology senses both visible and invisible light, resulting in more accurate and realistic images. It enhances traffic violation enforcement efficiency while minimizing the need for high ambient light levels, thus reducing light pollution. The 9M DarkfightX ANPR Checkpoint Camera exemplified this dedication to environmental stewardship.
Frank Zhang, President of Hikvision MEA, remarked, “Hikvision supports sustainable urban planning by empowering traffic departments to address congestion and transportation challenges.” He further emphasized, “Our system’s openness fosters a secure and reliable platform for developing smart and green cities. Additionally, our solar technology is extensively utilized in remote areas, while our smart street lighting solutions reduce energy consumption by 20-30%, promoting intelligent urban transportation and advancing global sustainability objectives.”
Hikvision’s presence at the ITS World Congress in Dubai underscored its leadership in integrating AIoT technologies to drive safer, smarter, and greener mobility solutions. The engaging presentations and advanced product demonstrations captured significant attention from industry partners and customers, reaffirming the company’s role as a pioneer in shaping the future of urban transportation. As the world moves towards more intelligent and sustainable transportation systems, Hikvision remains at the forefront, embracing AIoT to create a safer, smarter, and greener future for all.
To find out more about Hikvision’s advanced traffic and public transport solutions, please explore the Hikvision official website.
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Anti-Drone Market worth $7.05 billion by 2029 – Exclusive Report by MarketsandMarkets™

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DELRAY BEACH, Fla., Sept. 27, 2024 /PRNewswire/ — The global anti-drone market was valued at USD 2.16 billion in 2024 and is projected to reach USD 7.05 billion by 2029; it is expected to register a CAGR of 26.7% during the forecast period according to a new report by MarketsandMarkets™. Increasing government spending on counter-drone technologies, rising incidence of critical infrastructure security breaches by unauthorized drones, and surge in adoption of aerial remote sensing technologies to safeguard critical infrastructure are attributed to the demand for anti-drone.

Download PDF Brochure: https://www.marketsandmarkets.com/pdfdownloadNew.asp?id=177013645
Browse in-depth TOC on “Anti-Drone Market” 178 – Tables61 – Figures253 – Pages
Anti-Drone Market Report Scope:
Report Coverage
Details
Market Revenue in 2024
$ 2.16 billion
Estimated Value by 2029
$ 7.05 billion
Growth Rate
Poised to grow at a CAGR of 26.7%
Market Size Available for
2020–2029
Forecast Period
2024–2029
Forecast Units
Value (USD Million/Billion)
Report Coverage
Revenue Forecast, Competitive Landscape, Growth Factors, and Trends
Segments Covered
By System Type, Application, Platform type, Vertical, and Region
Geographies Covered
North America, Europe, Asia Pacific, and Rest of World
Key Market Challenge
Vulnerability to hacking
Key Market Opportunities
Emphasis on improving unmanned aircraft systems technology
Key Market Drivers
Growing number of illicit activities
By System Type: Hybrid systems to account for the larger market share in the forecasted year.
The hybrid segment accounted for the largest share of the anti-drone market in 2029. The trends of integrating multiple anti-drone technologies are rising since they are most effective in detecting, tracking, and neutralizing drone threats. These systems merge electronic, kinetic, and lasers, providing a comprehensive defense solution against UAVs. Hybrid systems use electronic, kinetic, and laser-based countermeasures to offer optimum protection against drones. These systems are designed to detect, track, identify, categorize, and mitigate drones at operational wide ranges ranging from a few km up to tens of km.
By Platform: The ground-based segment accounted for the largest market share in the forecast year.
The ground-based segment will hold a major share of the anti-drone market in 2029. Many ground-based anti-drone systems use several electronic technologies, such as radar, IR sensors, acoustic systems, and RF & GNSS jammers. MESA radar solutions are used mostly for counter-UAS purposes, protecting critical infrastructure, military camps, and other security-sensitive sites from unauthorized drones. One such solution is EchoGuard, a ground-based airspace management solution that contains a software-defined 3D radar that can be specific to the site. This system can identify single or multiple off-chance drones, including swarms in unauthorized areas. They provide accurate and sustained airspace surveillance for the field of view (FOV) they are configured, and both human and AI-monitored visual checks. The system can be easily transported and integrated directly with the command-and-control centers or another identification sensor for portable use, and multiple units of the system can be combined to cover vast areas or lengths of borders. Major providers of ground-based counter-drone systems include companies like EchoDyne Corporation, DeTect, Meteksan Defense, and WhiteFox Defense. Acoustics-based Discovair G2 utilizes patented microphone arrays. With 128 interconnected microphone elements, the Discovair sensor units can establish azimuth and elevation to the target in real-time using advanced digital signal processing.
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By Region: Americas are expected to hold the largest share of the anti-drone market during the forecast period.
Americas is expected to capture the largest share in the anti-drone industry during the forecast period. The growth can be attributed to protecting crucial infrastructure in the region. Governments, particularly in the US, invest in anti-drone systems for military bases, borders, and critical infrastructure. For Instance, in April 2023, RTX secured a USD 237 million contract from the US Army to provide Ku-band Radio Frequency Sensors (KuRFS) and Coyote effectors. These systems are designed to detect and neutralize unmanned aircraft systems (UAS). The contract includes stationary and mobile systems and a specified quantity of effectors, all aimed at enhancing the Army’s operations within the US Central Command region.
Key Players-
The key companies offering anti-drone companies include RTX (US), Lockheed Martin Corporation (US), Leonardo S.p.A. (Italy), Thales (France), and IAI (Israel).
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Browse Adjacent Market: Semiconductor and Electronics Market Research Reports &Consulting
Related Reports: 
Drone Sensor Market Size, Share, Industry Growth & Trends by Sensor Type, Platform (VTOL Type, Fixed Wing Type, Hybrid Type), Application (Navigation, Collision Detection & Avoidance, Data Acquisition, Motion Detection, Power Monitoring), End Users and Region – Global Forecast to 2029
Smart Agriculture Market Size, Share, Statistics and Industry Growth Analysis Report by Offering (Hardware, Software, Services), Agriculture Type, Farm Size (Large, Medium, Small), Application (Precision Farming, Livestock Monitoring) and Region (America, Europe, Asia Pacific, Row) – Global Forecast to 2028
About MarketsandMarkets™
MarketsandMarkets™ has been recognized as one of America’s best management consulting firms by Forbes, as per their recent report.
MarketsandMarkets™ is a blue ocean alternative in growth consulting and program management, leveraging a man-machine offering to drive supernormal growth for progressive organizations in the B2B space. We have the widest lens on emerging technologies, making us proficient in co-creating supernormal growth for clients.
Earlier this year, we made a formal transformation into one of America’s best management consulting firms as per a survey conducted by Forbes.
The B2B economy is witnessing the emergence of $25 trillion of new revenue streams that are substituting existing revenue streams in this decade alone. We work with clients on growth programs, helping them monetize this $25 trillion opportunity through our service lines – TAM Expansion, Go-to-Market (GTM) Strategy to Execution, Market Share Gain, Account Enablement, and Thought Leadership Marketing.
Built on the ‘GIVE Growth’ principle, we work with several Forbes Global 2000 B2B companies – helping them stay relevant in a disruptive ecosystem. Our insights and strategies are molded by our industry experts, cutting-edge AI-powered Market Intelligence Cloud, and years of research. The KnowledgeStore™ (our Market Intelligence Cloud) integrates our research, facilitates an analysis of interconnections through a set of applications, helping clients look at the entire ecosystem and understand the revenue shifts happening in their industry.
To find out more, visit www.MarketsandMarkets™.com or follow us on Twitter, LinkedIn and Facebook.
Contact: Mr. Rohan SalgarkarMarketsandMarkets™ INC. 1615 South Congress Ave.Suite 103, Delray Beach, FL 33445USA: +1-888-600-6441Email: [email protected] Our Web Site: https://www.marketsandmarkets.com/Research Insight: https://www.marketsandmarkets.com/ResearchInsight/anti-drone-market.aspContent Source: https://www.marketsandmarkets.com/PressReleases/anti-drone.asp
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CluePoints Launches Medical & Safety Review (MSR) Software to Revolutionize Clinical Data Review

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CluePoints furthers its commitment to delivering innovative solutions that enhance clinical trial efficiency with this latest addition to its enterprise software platform.
KING OF PRUSSIA, Pa., Sept. 27, 2024 /PRNewswire/ — CluePoints continues to transform clinical trial review and leverage its industry-leading software to enhance the interrogation, analysis and presentation of data with the launch of its latest application, Medical & Safety Review (MSR).

The tool simplifies and streamlines the medical analysis of study data through user-friendly dashboards, data manipulation and cleaning, query management and full transparency over the data history. This not only improves efficiency and communication in medical oversight, but also elevates patient safety, differentiating MSR as a smarter and unique solution.
Designed by, and for Medical and Safety Reviewers, MSR converts the manual analysis of patient outcomes, which can be prone to inefficiency and error, into an accurate, efficient process. MSR tackles time-consuming study preparation for specific visualizations by featuring a comprehensive standard visualization library as well as the ability to copy and reuse dashboards across different studies, enabling the identification of outlying values, change tracking, and improved communication for smarter clinical trials.
Other benefits of MSR include:
Enhanced medical review efficiency and reduced human errors via automated checksReduced time spent by clinical and data management teams in reviewing dataImproved collaboration with integrated review workflows across departmentsEnsured record quality and accountability with comprehensive change trackingDriving faster decision making with the proactive detection of trends and safety issuesEnsuring regulatory compliance with rule-based detection and user assignmentsAndy Cooper, Chief Executive Officer at CluePoints, commented, “We are thrilled to announce the launch of Medical & Safety Review to our growing product offerings. MSR is the latest application addition to the CluePoints platform, which includes products such as Risk-Based Quality Management (RBQM) and our Site Profile & Oversight Tool (SPOT). Together, they provide a comprehensive approach to clinical trial optimization, enhancing data integrity, ensuring regulatory compliance, and accelerating drug development. The creation of MSR ensures a more streamlined review process while prioritizing patient safety at every step and empowers medical teams to swiftly identify outliers, track data changes, and improve communication.”
To learn more about CluePoints’ award-winning solutions, please visit www.cluepoints.com
About CluePoints
CluePoints is the premier Risk-Based Quality Management (RBQM) and Data Quality Oversight Software provider. We are leveraging the potential of Artificial Intelligence using Advanced Statistics and Machine Learning to determine the quality, accuracy, and integrity of clinical trial data both during and after study conduct. Aligned with guidance from the FDA, EMA, and ICH E6 (R2), CluePoints is deployed to support central and on-site monitoring, medical review, quality risk management and to drive a holistic Risk-Based strategy in all trials. Coupled with thought leadership and consulting expertise to aid pre-study risk assessment, identification of risk controls and solution implementation, you now have everything you need to adhere with global regulatory guidance. The result is positive clinical development outcomes, increased operational efficiency, lower costs and reduced regulatory submission risk as part of the industry paradigm shift to RBQM.
 

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