
The Rise of the Machine Learning Solutions

Healthcare presents one of the most challenging wireless environments in today's networking world. The unique blend of critical network applications and expectation of high speed ubiquitous wireless access for everyone is challenge enough and then numerous devices are layered on top. Clinical communications are critical to providing a high quality of care and has become an especially challenging environment to plan for. This post is intended to offer some guidance in designing these networks.
The Emergence of the Smartphone as a Clinical Communications Tool
Smartphones are joining the healthcare scene at increasing rates, companies such as Voalte, Mobile Heartbeat, PatientSafe and Vocera are bringing new features and functionality to market and are transforming communications at the point of care. These devices are typically either Apple iPhones or the Motorola MC40, however plenty of other variations exist. Each of these phones have numerous differences in how they behave. This differences vary from when they roam to how they handle packet loss, etc.
Access Point Transmit Power
In preparing to design for a clinical communications network a desired endpoint should be known. In almost all cases, Smartphones tend to have lower transmit power than what most admins are used to. As a result, we are designing wireless networks with transmit power of 10-12dBm rather than 14-17dBm as many legacy networks were built. This reduction in access point transmit power drives up the number of access points required to cover a facility by 25-50% depending on construction.
Data Rates
Disable lower data rates to reduce network overhead and functional cell size.
Access Point Placement
Fast roaming is critical to the performance of Voice over WiFi and for Smartphones this typically means leveraging 802.11r and 802.11k. Understanding how these protocols work and their impact on roaming is essential for success of any network being designed to support clinical communications. As a wireless engineer tasked with this design, the goal is to create small, clearly delineated cells with enough overlap to facilitate the roaming behavior of these mobile devices. If designed poorly, 802.11k can be a detriment to device roaming. Some general guidelines to follow:
Voice SSID
Configure for a single band whenever possible - you'll find that some vendors are still only comfortable with 2.4GHz. From experience this can work, but is not without issues either. As a general rule, I recommend using AppRF to view the applications using the SSID and prioritize them properly. Smartphones are always talking via multiple apps on multiple ports and this should be accounted for.
All Apps Are Not Created Equal
Certain mobile communications apps are simply not ready for the demands of a healthcare environment. Take the time to understand exactly how these apps are being used, on multiple occasions I've seen perceived "dropped" calls as an app issue rather than anything to do with the wireless network itself.
Test, Test, Test