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Abstract: The collaborative sensing of multiple Integrated sensing and communication (ISAC) base stations is one of the important technologies to achieve intelligent transportation. Interference elimination between ISAC base stations is the prerequisite for realizing collaborative sensing.
This paper develops a method to consider the multi-objective cooperative optimization operation of 5G communication base stations and Active Distribution Network (ADN) and constructs a description model for the operational flexibility of 5G communication base stations.
The fundamental parameters of the base stations are listed in Table 1. The energy storage battery for each base station has a rated capacity of 18 kWh, a maximum charge/discharge power of 3 kW, a SOC range from 10% to 90%, and an efficiency of 0.85.
Under the current technological level and market conditions, due to the natural contradiction between the above-mentioned economy and the realization of carbon emission reduction objectives, the optimal ADN operation of 5G communication base stations can be summarized as a typical multi-objective optimization problem.
Interference elimination between ISAC base stations is the prerequisite for realizing collaborative sensing. In this paper, we focus on the mutual interference elimination problem in collaborative sensing of multiple ISAC base stations that can communicate and radar sense simultaneously by transmitting ISAC signals.
If the integrated VCSEL array can be used for communication while maintaining its sensing function, it may be a solution to the relatively discrete problem of current OWC systems.
The global commercial and industrial solar energy storage battery market is experiencing unprecedented growth, with demand increasing by over 400% in the past three years. Large-scale battery storage solutions now account for approximately 45% of all new commercial solar installations worldwide. North America leads with 42% market share, driven by corporate sustainability goals and federal investment tax credits that reduce total system costs by 30-35%. Europe follows with 35% market share, where standardized industrial storage designs have cut installation timelines by 60% compared to custom solutions. Asia-Pacific represents the fastest-growing region at 50% CAGR, with manufacturing innovations reducing system prices by 20% annually. Emerging markets are adopting commercial storage for peak shaving and energy cost reduction, with typical payback periods of 3-6 years. Modern industrial installations now feature integrated systems with 50kWh to multi-megawatt capacity at costs below $500/kWh for complete energy solutions.
Technological advancements are dramatically improving solar energy storage battery performance while reducing costs for commercial applications. Next-generation battery management systems maintain optimal performance with 50% less energy loss, extending battery lifespan to 20+ years. Standardized plug-and-play designs have reduced installation costs from $1,000/kW to $550/kW since 2022. Smart integration features now allow industrial systems to operate as virtual power plants, increasing business savings by 40% through time-of-use optimization and grid services. Safety innovations including multi-stage protection and thermal management systems have reduced insurance premiums by 30% for commercial storage installations. New modular designs enable capacity expansion through simple battery additions at just $450/kWh for incremental storage. These innovations have improved ROI significantly, with commercial projects typically achieving payback in 4-7 years depending on local electricity rates and incentive programs. Recent pricing trends show standard industrial systems (50-100kWh) starting at $25,000 and premium systems (200-500kWh) from $100,000, with flexible financing options available for businesses.