The signal strength of cellular networks directly affects the success rate of data transmission in the Internet of Things. Building occlusion in urban environments can cause signal attenuation of up to -90 DBM, increasing the retransmission rate of devices by 30%. For example, the smart manhole cover monitoring project in Shenzhen shows that when the signal strength of NB-IoT devices deployed 3 meters underground is less than -110 DBM, the data packet loss rate sharply increases from 5% to 22%. The transmission power needs to be increased from 23dBm to 33 DBM through relay nodes, and the battery life is thus shortened by 40% (from 10 years to 6 years). According to the 3GPP TS 36.521 standard, maintaining RSRP>-100 DBM can ensure a transmission success rate of 98%.
Spectrum congestion has caused severe interference. Tests conducted in Beijing subway carriages in 2023 showed that the signal-to-noise ratio (SNR) of the 2.6GHz band dropped to 6dB (the standard requirement is >20dB) during peak hours, and the bit error rate soared to 10⁻³ (exceeding the standard by 100 times). According to the Ericsson Mobility report, in areas where the device density of cellular networks exceeds 5,000 units per square kilometer, the delay fluctuation range expands to 200ms-2s (the normal value is 50±10ms). By deploying 5G dynamic spectrum sharing technology, Shanghai Hongqiao Hub has reduced channel utilization from 95% to 70% and increased throughput by 120%.
The optimization of data packet size is of vital importance. After agricultural sensors adopt the CoAP protocol for compression, the amount of data transmitted at a single time is reduced from 512 bytes to 127 bytes, and the traffic cost is reduced by 75%. However, experiments by Texas Instruments show that when the sampling frequency of the temperature sensor increases from 1Hz to 10Hz, the monthly data consumption of the cellular network surges from 15MB to 1.5GB, exceeding the trigger speed limit threshold of the basic package. In the smart water project, Alibaba Cloud has increased the compression rate of key data to 85% through edge computing, saving 2.3 million yuan in communication costs annually.

Extreme environments affect equipment performance. Temperature fluctuations (-35℃ to +55℃) in wind farms in Inner Mongolia have increased the communication failure rate of LTE modules by 18%. Tests conducted by Huawei’s laboratory show that in an environment with humidity above 90%, the antenna efficiency drops by 35%, and an IP67 protective housing needs to be adopted (with a cost increase of 20 US dollars per unit). In the 2022 torrential rain disaster in Zhengzhou, the power outage of cellular network base stations caused 38% of Internet of Things devices to be out of contact for more than 72 hours, highlighting the necessity of redundant design.
Protocol selection significantly affects efficiency. Cat-M1 reduces power consumption by 60% compared to the traditional LTE-Cat1 (1μA sleep current), but the transmission rate is limited to 1 MBPS. After the AGV control system of the BMW factory adopted 5G URLLC slicing, the control command delay was reduced from 45ms of 4G to 8ms, and the positioning accuracy error was less than 3 centimeters. However, the 3GPP report pointed out that the handover failure rate under 5G NSA networking still reached 0.7% (0.1% for SA networking), resulting in a delay of more than 5 seconds in the update of logistics tracking locations.
The security mechanism increases the transmission burden. TLS 1.3 encryption expands the data packet header by 40%, and the handshake failure rate in the weak signal environment in rural areas rises to 15%. The AT&T network outage in 2023 exposed the risk of a single point of failure in cellular networks, causing data disruptions to 2 million smart meters for 8 hours (a loss of $50,000 per minute). Although the adoption of the dual SIM card redundancy scheme enhances reliability to 99.95%, the module cost increases by 30% and the annual tariff budget needs to be raised by 18%.
The disparity in network coverage has led to a digital divide. According to GSMA statistics, the 4G coverage rate in rural areas of developing countries is only 65% (98% in urban areas), resulting in the need for additional satellite backup modules for smart agricultural equipment (an increase of $50 per unit). After China Mobile deployed a 700MHz low-frequency base station in the pastoral area of Qinghai, the coverage radius of NB-IoT expanded from 15 kilometers to 50 kilometers, the offline rate of livestock trackers decreased from 25% to 3%, but the data transmission rate was limited to 20kbps (only 0.02% of the 5G rate in cities).