Why Multimodal Sensors Are Essential for Smart Cities Almost every smart city depends on various sensing infrastructures. They likewise generate extensive multimodal information from surveillance systems. Environmental sensors also help them do so. The seamless integration of this multimodal information will enable smart decision-making. It will likewise result in adaptive urban services. Multimodal sensors are the basis of urban intelligence. They combine visual as well as audio information. They also combine geospatial and IoT data. These sensors help transform raw information into actionable insights. It helps cities become responsive.  In the following paragraphs, we will explore some reasons why these sensors are indispensable at present. 1. Enhancing Real-Time Decision Making Multimodal machine learning provides a robust paradigm. It surpasses conventional unimodal procedures. It likewise enables the integration of heterogeneous information from various applications across transportation and healthcare. For instance, AI algorithms leverage historical information to predict demand for some particular routes. It enables transit authorities to customize their offerings depending on demand. It provides the best possible routes to passengers. It will likewise become efficient with time and resources. A multimodal sensor system will fuse information from traffic cameras and social media. Thus, it can optimize the flow of traffic. This will aid in minimizing congestion and emissions. 2. Improving Public Safety Cities use audio and vision-based technologies to improve safety. It will likewise help them enhance incident response times. It is feasible that surveillance-based initiatives raise privacy concerns. However, cities can address these by collaborating with vendors that stick to privacy by design concepts. Audio sensors can detect abnormal sounds like vehicle collisions. They can likewise recognize emergency events or public disturbances. Combining with visual data will help audio to enhance real-time event classification. Gunshot detection systems combined with CCTV are a hallmark of multimodal sensors. It will help lessen police response times. Thus, it can create safer communities. 3. Optimizing Environmental Monitoring Environmental monitoring sensors form the cornerstone of any smart city initiative. These can be small network IoT devices gathering information on air quality or noise levels. Smart grids will help track in real time. On the other hand, deep learning solutions can predict the consumption of energy. They can likewise forecast any possible system breakdowns. Smart cities such as Barcelona use a multimodal sensor system to lower NO₂ levels. It will be evidence of their vital role in eco-friendliness. read more:- https://www.ganjingworld.com/news/1ht5k6eh1093PkpovGnYau2J01uj1c/why-multimodal-sensors-are-essential-for-smart-cities