2.1. Deployment in Guinea
Following the dramatic evolution of the Ebola crisis in West Africa, Belgium and Luxembourg have contributed to the national and international stakeholders (WHO, West African countries authorities, etc.) who require assistance. A joint deployment of a light-fieldable analytical capacity and a logistic chain of support for providing rapid diagnosis of Ebola viral disease (EVD) was considered the best support, and it could be used by the local Ebola treatment units. At the request of the government of Guinea, a B-LiFE (Biological Light Fieldable Laboratory for Emergencies) “Ebola mission” was organized with the support of the Belgian Civil Protection and Belgian Defence.
The B-LiFE/B-FAST (Belgian First Aid and Support Team) mission was deployed in N’Zerekore, Forest Guinea, from 20 December 2014 to 22 March 2015 [
11]. This mission actively contributed to the international fight against the spread of EVD in West Africa. The Belgian B-LiFE/B-FAST intervention was performed in three rotating shifts of teams consisting of three biologists and a medical doctor in charge of the mission, from the Centre for Applied Molecular Technology (CTMA/IREC/UCLouvain) and a logistical support cell with four people (a decontamination expert from the civil protection service, an officer in charge of security and safety aspects, a military expert in satellite communication, and a military nurse).
The mission was supported by B-FAST during the first two months and then jointly by the Belgian Technical Cooperation and the European Commission (DG ECHO).
B-LiFE and the Emergency.lu service provided by SES TechCom and the Luxembourg Government enabled the laboratory to have an outstanding satellite communication capability, allowing for secure communications at high speeds with the Belgian and international operational centres. The generated results were transmitted by satellite and stored in a secure central database in Belgium.
The satellite telecommunication capacities of B-LiFE were indispensable in supporting the deployed biological analytical capacity of the work. The head of the B-LiFE mission could have real-time video conferences with the laboratory in N’Zerekore and medical experts in Belgium, providing real-time expert advice to help interpret the analytical results and quickly adapt patients’ treatment when required.
The Emergency.lu C-band satellite terminal provided by SES TechCom (Betzdorf, Luxembourg) and the government of Luxembourg was deployed for the B-LiFE mission for three months and performed efficiently during this time (
Figure 3). The 2 MHz bandwidth SES satellite capacity was sufficient for the communication needs of the mission. Real-time satellite communications were found to be critical for:
Mission management and communication with the home base;
Logistics management (acquiring consumables, reagents, spare parts for lab equipment, etc.);
Communication with stakeholders (WHO, ECDC, Belgian, Guinean authorities, etc.);
Transferring the results to secure servers;
Video conferences with remote experts;
Video conferences with the families of the lab team for psychological support.
No other fieldable laboratory deployed during the Ebola epidemics had these satellite telecommunication capacities.
2.2. Deployment in Germany
On 8–12 February 2016, B-LiFE was deployed in Munich [
12], side by side with the military deployable capacity of the Bundeswehr Institute of Microbiology (IMB), which operates the EU Mobile Labs and has also been deployed for the Ebola crisis in West Africa.
This exercise was called Clueless Snowman and aimed to compare the B-LIFE civilian and IMB military mobile capacities for procedures and performance, as well as their preparedness for responses to waterborne diseases. Water-related emergency preparedness and outbreak responses have become significant issues in recent history, such as natural disasters (floods, hurricanes, or droughts), man-made disasters (intentional contamination), and outbreaks (infections linked to the exposure of soiled water).
B-LiFE was deployed in the fictive context of a natural disaster affecting the sanitary conditions of a rural region in Germany. The fictitious poor sanitary conditions had led to outbreaks of diseases due to water contaminated with pathogens. The Belgian B-LiFE lab and German IMB Bio-lab performed sampling and analysis of the samples using next-generation sequencing (NGS) technology in the field.
For the genomic analysis and on-site identification of unknown agents, a next-generation sequencing device called MinION sequencer, produced by Oxford Nanopore Technologies (ONT) Company (Oxford, UK) (
Figure 4), was used to characterize and identify emerging pathogens. Satellite communication assets allowed the transfer of raw data from the sequencing device to a remote server. This asset was also crucial for discussing operational issues locally or with distant stakeholders. Furthermore, telecommunications were essential for the quick diffusion of the analytical results.
The following critical advantages of the satellite communication were also tested and validated during the exercise:
Patients’ clinical data were fully protected and transmitted to secure servers;
Real-time video conferences to provide help from remote experts in the treatment of patients was available when required;
Real-time contact with the home base and stakeholders/beneficiaries (including WHO, ECDC, UN, Belgian ministries, etc.);
Without satellite communications, remote experts could not be reached in a timely manner; therefore, the local exchange with the ability to generate communication sessions for two or more parties is something that was not possible in laboratories without SatCom (
Figure 4);
Map data could be refreshed and updated maps can be integrated into B-LiFE in real time to provide decision support to the head of the B-LiFE deployment team, B-LiFE home base team, and stakeholders/beneficiaries;
Fast logistics support responses (additional equipment, space parts, reagents, etc.);
Without SatCom, conventional missions could require 20 or more additional days to receive the required reagents or equipment;
Remote permanent audio and video contacts between the volunteers deployed in the field and their families by various messenger applications such as Skype, WhatsApp, FB messenger, etc., will be key to preserving the moral spirit of the mission, which was not possible before or was very limited due to the poor-quality and expensive short cellular phone conversations.
The 2 MHz bandwidth of the SES satellite capacity (based on the standard service license agreement (SLA)) was sufficient for the communication needs of the mission, even at peak hours. In the future, and to enable the transfer of an increased amount of analytical data to the storage server, it will be necessary to increase the satellite bandwidth capacity.
2.3. Deployment in Sweden
The European Commission endowed the Falck company (
https://www.falck.com/en/, accessed on 6 March 2021) with different tasks relating to the design, planning, conduction, and evaluation of five exercises for the Medium/Heavy urban search and rescue (USAR), USAR in chemical, biological, radiological, nuclear (CBRN) conditions, Advanced Medical Post with or without surgery, Field Hospital, Technical Assistance Support Team (TAST), European Union Civil Protection Team (EUCPT), and other capacities of the Voluntary Pool.
The fourth exercise of this cycle featured medical modules and Bio Mobile Labs and was held in Revinge, Sweden, on 24–27 April 2017 [
13]. The exercise MODEX 2017 was organized, on behalf of the European Commission, for Emergency Medical Teams (EMT), Mobile Laboratories, EUCPT—experts of the European Civil Protection Mechanism, and TAST. The exercise focused only on medical teams. As such, it provided the only opportunity for medical teams in the cycles of exercises to cooperate with each other and to test their interoperability and procedures.
B-LIFE facilities were deployed under the flag and support of the Belgian First Aid and Support (B-FAST).
Following the scenario of this exercise, the southern area of the Faultland region suffered severe flooding. Alerts were raised concerning diseases that may have spread throughout the region. Retrospective studies were conducted by WHO staff, and health officials identified the index case in Lund. The exact source of the infection was not identified. A pattern of unprotected exposure, more cases and deaths, more funerals, and further spread has been established.
The Ministry of Health of Faultland issued its first alert for an unidentified disease. Following investigation by the Faultland Health Ministry, Lund and Eslöv have been identified as the epicentres of disease transmission that was caused by an unknown agent. The WHO was alerted to the emergence of a “rapidly evolving” outbreak in this region. Mobile laboratories were then deployed in the area to support local health agencies with the testing and confirmation of cases.
In addition, Faultland was suffering from the collapse of the health system: access to basic and emergency care was challenged by infrastructure damage and lack of medical personnel. They were unable to take care of the injured as a direct and indirect result of flooding. Faultland, therefore, addressed a request for assistance to the EU Civil Protection Mechanism.
The following modules were deployed on the affected Faultland:
The Italian Advanced medical post with surgery (Type 2);
The Spanish Field Hospital (Type 2);
B-LiFE under B-FAST command and support;
The German EU Mobile Lab;
The Austrian Technical Assistance and Support Team;
SES TechCom provided two satellite telecommunication assets (
Figure 5);
GATR inflatable antenna plus NoSaCo terminal operated in C-band via SES-5 satellite (Loral Space & Communication, New York, NY, USA) and based on the emergency.lu platform;
Astra2Connect fast deployable kit operated in Ku-Band via the Astra-3B satellite and based on the Astra2Connect platform.
Both satellite assets were combined using a load balanced broadband router, and the results showed that the total throughput of the satellite backbone was 19 Mbit/s (DL)/6 Mbit/s (UP), and the latency was approximately 700 ms, which is a good result for this type of equipment. This solution was very robust, despite one of the satellite links being out of order, as another continued to operate. The increased throughput of the backbone ensured the transfer of large volumes of data during the exercise (
Table 1) and enabled an outdoor WiFi access point to allow end-users to access the internet in the field.
2.4. Deployment in Belgium
The Bio-Garden exercise was held on 19 June 2018 at the Belgian Defence barracks Major Housiau at 181, Martelarenstraat 1800, Vilvoorde (Peutie), Belgium, and was organized jointly by the H2020 project eNOTICE—European Network of CBRN Training Centres (Grant Agreement No. 740521,
https://www.h2020-enotice.eu/, accessed on 18 August 2021), UCL/CTMA team, and the ESA B-LIFE telecommunication consortium [
14,
15].
The Bio-Garden exercise was the result of a close collaboration between the Ministries of the Interior, Defence, and Public Health, and several Belgian and European SMEs, aiming to improve the preparation and response of first responders in case of a bioterrorist attack.
The European Commission (DG HOME, DG ECHO, and DG DEVCO) and the European Space Agency fully supported this joint international exercise by providing high visibility to first responders, decision- and policy-makers, and by attending the exercise.
The general context of the Bio-Garden exercise was Level 3 in European security applicable to EC countries, justified by an unprecedented wave of terrorist activity in several European cities in the preceding months. In June 2018, the weather was unusually hot and “Nowhere Country” experienced an outbreak of norovirus-based gastrointestinal infections in the population.
Following an informer’s tips, the police forces feared a biological attack and actively searched for evidence of terrorist activity. As one of the preventive measures for the final of the European Champion Leagues 2018 in the capital city, the “Nowhere Country” authorities decided to preventively deploy two analytical capacities (a B-LiFE deployable laboratory and a Hungarian military deployable laboratory) near the football stadium. Both capabilities were in stand-by mode and were ready to operate. Based on the exercise scenarios, the accident scene of the exercise is shown in
Figure 6.
Bio-Garden took place on the morning of 19 June 2018 and had two tightly interconnected and simultaneous parts:
Investigations were conducted in a clandestine laboratory; the police discovered a clandestine laboratory containing recipients with white powder and coloured liquids, which allowed us to suspect the manipulation and/or production of bioweapons. Several response teams (police, civil protection, and military CBRN sampling teams) intervened in the investigations, providing samples to the deployed laboratories, and reporting to federal authorities (Federal Crisis Center and its CBRN Coordination Center).
Food defence activities: At the same time, severe gastrointestinal symptoms were reported in VIP persons invited the day before to a lunch in one of the capital’s best restaurants, as part of the social events preceding the football final. The public health authorities were informed that the same symptoms affected several citizens who had ordered pizzas the previous evening. All pizzas have apparently been delivered by the same pizzeria “No Name Bio-pizza”.
The outline of the scenario underlined:
Interaction and information sharing between police, civil protection, and military CBRN sampling teams in the clandestine lab;
The role of both deployed laboratories for the fast analysis of samples received from both the clandestine lab and the suspicious food samples (from the restaurant and the pizzeria);
The importance of communications, that is, timely, relevant and well-coordinated information sent to the Federal Crisis Centre and its new CBRN Coordination Centre, and the speed of the feedback information to the scene.
To support the participants of this exercise, the B-LiFE telecommunication team prepared a new solution (fast-deployment telecommunication node for a biological light-fieldable laboratory for emergencies) based on the new mobile communication platform provided by SES (including satellite and WiFi subsystems), terrestrial telecommunication subsystems, based on the TetraNode platform provided by Rohill (Hoogeveen, Netherland) and Nokia Ultra Compact LTE solution (Espoo, Finland).
The generic architecture of a fast-deployment telecommunication node for a biological light-fieldable laboratory for emergencies is shown in
Figure 7.
The B-LiFE telecommunication team installed an omnidirectional antenna for TETRA and a directional antenna for LTE on fast-deployment antenna mast#1 (H = 3 m) near the B-LiFE telecommunication tent. Three-directional WiFi antennas (to provide better coverage) with the outdoor WiFi APs and the antenna for point-to-point (PtP) configuration were installed on antenna mast#2 (H = 3.5 m), and the counterpart was installed on fast-deployment telecom mast#3 (H = 3.5 m) near the Civil Protection TAST and C2 Bus location. The SES satellite link was used as the backbone for the TetraNode platform. The SES TechCom provided a rapidly deployable satellite capacity in the Ku- and C-Band, which was accessible on-site through the SES rapid response vehicle and the “zero tools” Gigasat deployable antenna (
Figure 8).
During the exercise, the Ku-Band capacity was configured for a symmetrical 2 Mbps/2 Mbps service rate, and the 2 MHz C-band capacity was connected according to the standard SES SLA. With this combination of both satellite assets, a total throughput of approximately 5 Mbit/s in Uplink/Downlink (UL/DL) was achieved.
Users/stakeholders in the field had access to the internet resources (laboratory information management system, epidemiological mapping application, etc.) via SES TechCom Managed Wireless (WiFi) Communications that covered the area of operations.
The main characteristics of the solution were to ease the deployment, ensure scalability, and provide flexible user management.
The unique communication resources management features ensure that the WiFi network provides a positive user experience while maintaining applications at the necessary level of service.
In the scenario, exercise communication between two mobile labs (Belgian B-LiFE and Hungarian lab) was supported by two-way radio communication through the Rohill fast deployable TetraNode system.
The reason for the communication between the two labs was that the pathogen found by the Hungarian lab in the pizza/oysters had to be proved to be exactly the same as the pathogen discovered by the Belgian B-LiFE lab in the samples from the clandestine lab. Deep sequencing (MinION) is the only way to determine this, and this is highly relevant for FCC and for justice; if the pathogens were exactly the same, then the food intoxication with the pizza and oysters would have been proved to be ipso facto from a criminal/intentional origin.
Furthermore, communication between the B-LiFE lab and the clandestine lab was also provided by the Rohill fast deployable TetraNode system (
Figure 9). In this case, the Sampling and Identification of Biological, Chemical and Radiological Agents (SIBCRA) team assessed the cleanliness of the front door (face inside the lab) using a new BC sense sensor developed by Estonian SME LDI Innovations. The task was to monitor the residual contamination on the door (a special contaminated area was provided and stuck to the surface of the door). A swab sample was collected when a positive signal was produced. This sample was then placed on a drone that transported the sample to the B-LiFE lab. The sample for transportation by the drone was only a test, as current legal procedures forbid the transportation of samples in such a manner, but technologically it is possible. The drone pilot was located close to CPC2.
TETRA/LTE PTT services were also demonstrated during the Bio-Garden exercise on 19 June 2018. The SES satellite link was used as a backbone for these services, and the backbone was used to interconnect smartphones with the Rohill TeamLink application to the TETRA radios in the field.
TeamLink is the Rohill suite of applications for real-time voice, status, text, location, photo, and video delivery. TeamLink is available as an app for Android and iOS smartphones as well as client software on Windows PCs, and it operates as an over the top (OTT) application on top of 3G and LTE networks. OTT refers to the transparent delivery of voice and data over a fixed IP, WiFi, 3G, or 4G wireless connection without the need for services in the core infrastructure in order to control and charge for this functionality.
The TeamLink solution was designed to support Mission critical push-to-talk (MCPTT) in the upcoming releases of the TeamLink Core and TeamLink for Android/iOS software. This ensures that TeamLink users receive a guaranteed future-proof solution that works with both private and public (operated) LTE networks based on open IP and LTE standards.
On the server side, TeamLink was supported by the TeamLink Core solution. The critical voice and data protocol (CVDP) are the basis for the operation of TeamLink. The TeamLink app can be provisioned for the redundant operation of the TeamLink Core, allowing virtually seamless switchovers when link or equipment failures occur. Its operation is also much faster and more robust in comparison with current push-to-talk (PTT)-over-cellular and proprietary solutions with a central call manager.
The TeamLink app provides an intuitive user interface; voice, status, text, and future photo and video capabilities are accessible by using a few buttons and gestures that are available on the main screen. Most of the functionality is invisible to the user and is indicated only when appropriate.
To implement the
Bio-Garden exercise scenario, it was important to provide real-time voice and video data for the SIBCRA team. This was done using the Nokia push-to-video application with an LTE smartphone camera (Nokia Ultra Compact Network LTE system;
Figure 10) and a SIBCRA staff member to transmit voice, image, and video two-way.
The Belgian B-LiFE mobile lab had direct discussions with the SIBCRA team during the sampling procedure. The SIBCRA team also transmitted real-time video to the B-LiFE lab. The SIBCRA person inside the clandestine lab exchanged useful information the B-LiFE team on the visual observations made to better define the types of possible criminal activities carried out directly inside this facility.
Prior to the exercise, preliminary calculations for the radio coverage of the TETRA and LTE systems were performed. The recommended ITU-R P.525-3 was used as the propagation model for the calculation.
For all terrestrial networks TETRA and LTE coverage planning was performed for the uplink direction (device to base station) as it is the limiting factor. For the TETRA network, the design was made for a typical voice call service, and for the LTE, the design was made for a 1 Mbps data service under the worst conditions (cell edge).
Corresponding to these scenarios, different link budget calculations were performed. The key parameters are listed in
Table 2.
The average calculation results for the communication range are presented in
Table 3.
During the exercise tests, drives using the Keysight measurement equipment (Nemo Outdoor solution) were also compared with the preliminary calculation results.
2.5. Deployment in Italy
The COVID-19 pandemic is creating a catastrophic health situation worldwide and in all European countries. However, some European countries are suffering more than others. In spring 2020, Italy had the largest number of victims after China. The Italian health infrastructure was consequently overloaded. This increased the need for reliable diagnostic tests for suspected cases, as a critical measure to reduce the spread of the disease.
With the support from the European Space Agency, B-LiFE was deployed from 11 June to 24 July 2020, in Italy, in the Piedmont Region, to bring additional diagnostic test capabilities, including real-time quantitative polymerase chain reaction (RT-qPCR) analysis and rapid detection tests based on lateral flow assay to determine the prevalence of the COVID-19 disease in the first responders using serological test, QuickZen COVID-19 IgM/IgG (ZenTech
®, Baltimore, MD, USA) [
16] (
Figure 11). Moreover, it was also utilized to train local biologists [
17].
B-LiFE deployed its multi-mission, multi-user telecommunication emergency node (TEN;
Figure 12) integrating a range of new technologies, including satellite telecommunication and terrestrial communication (LTE, TETRA, and WiFi enabling broadband and narrowband communications simultaneously), mapping capabilities for situational awareness and epidemiological maps, and an autonomous information management system, including a laboratory information management system (LIMS) and a screening tool for patients.
The mission was supported by the Luxembourg government that provided the high-performance capabilities of the GovSat-1 satellite, Institute Pasteur—Paris (France), with biologists who were integrated in the B-LiFE-deployed teams and the company ZenTech (Liège, Belgium), which supplied COVID-19 serologic tests.
To increase the resilience and total throughput of the satellite connections, satellite terminals were combined using a load balance broadband router. LTE, TETRA, and WiFi subsystems were simultaneously provided broadband and narrowband communications. The LTE and TETRA subsystems provided interconnections with existing telecommunication networks or with the internet in the case of deployment in a remote area.
Furthermore, an SES Network Scorpion MP80X terminal and two Skynet terminals were also used.
2.5.1. Terrestrial Telecommunications
The following main activities were carried out during the mission:
using the French SME ETELM tactical system to provide voice communication (individual, group, and emergency calls);
using the LTE part of the ETELM tactical system to provide local data transfer;
using the satellite link to interconnect the local system with the internet.
As the LTE system (
Figure 13) was mainly used around the lab tent and the C2 tent, the antenna mast for the LTE transmitter was installed near the C2 tent. For the TETRA system, however, the priority was outdoor coverage, and consequently, another antenna mast was installed near the satellite dish.
Before switching on the ETELM equipment, spectral analysis was performed with an Anritsu S412E Radio Analyzer to ensure that the frequencies had not been used and to prevent any potential risk of interference.
Private radio networks (TETRA and mission critical LTE) are valuable assets in critical situations such as pandemics or biological/chemical emergencies. The ETELM’s mission critical radio solution helped to ensure efficient and reliable communications in the field, enhance the situational awareness of the B-LiFE mobile lab users, and achieve greater operational performance during emergencies.
2.5.2. SatCom Communications
The B-LiFE mobile laboratory relied on an end-to-end, satellite-enabled connectivity solution put in place by the SES and built on previous successful projects under the ESA Space Solutions framework and the company’s extensive expertise in the emergency and humanitarian domain. The Luxembourg Department of Defence, together with GovSat (Luxembourg), supported the mission in Piedmont by leveraging portable terminals as well as the high-performance capabilities of the GovSat-1 satellite operating in the X-band (the outdoor arrangement of the Scorpion MP80X terminal is shown in
Figure 14).
The solution based on a lightweight portable manpack enabled to secure 10 Mbps duplex connectivity for health data processing, real-time data transmission, and communication with remote experts.
The Eutelsat Ka-band innovations enabled the world’s highest capacity Ka-band satellites to deliver the best broadband internet speeds around the world (the arrangement of 2 Tooway SatCom dishes is shown in
Figure 15). Residential terminals include an attractive indoor unit (IDU) and an unobtrusive outdoor unit (ODU) that enables fast web browsing, video streaming, file sharing, and bandwidth-intensive internet applications.
Uplink up to 10 Mbps;
Monthly allowance 500 GB;
Reduced speed rate (when the full allowance is consumed);
Downlink up to 3 Mbps;
Uplink up to 1 Mbps;
One public fixed IP provided;
Internet access provided.
2.5.3. Speed Tests
During the mission, different configurations of the SatCom and 4G/LTE equipment were tested and validated to achieve the maximum IP backbone bandwidth. The speed test results of the 4G/LTE modem, SES Scorpion MP80X terminal, and Eutelsat SatCom kits 1 and 2 are shown in
Figure 16,
Figure 17,
Figure 18 and
Figure 19.
The best results were achieved after combining all the aforementioned facilities using a load balance broadband router. The speed test results after this combination are presented in
Figure 19.
2.5.4. Laboratory Information Management System (LIMS)
The use of a tactical telecommunication node (TEN) bubble provides the possibility of integrating all data in a tracking and tracing ICT system called a laboratory information management system (LIMS). The LIMS solution selected according to the requirements of the B-LiFE was the LabCollector software suite developed by the French Company AgileBio, Paris, France with a patient registration database developed by the Belgian SME Eonix (Mons, Belgium). The LIMS was used and adapted during the mission through continuous interactions between AgileBio and Eonix and B-LiFE operators working on-site.
While patient registration was carried out by Italian first responders through the Eonix IT interface, the LIMS LabCollector enabled the B-LiFE team to encode patient analyses and the corresponding results, as detailed below. It should be noted that the LabCollector was originally designed for large stationary labs, but its modularity and adaptable architecture allowed the partners to adjust the original design of the tools and modules to the specific constraints and requirements of B-LiFE. Programming work was carried out in partnership with the AgileBio team to make the LIMS system compatible with the B-LiFE laboratory activities and the objectives of the mission.
The main functionalities needed during this mission were patient data collection, including the physical addresses of the patients for epidemiological mapping, generation of analysis requests (serology (IgG and IgM antibodies) and molecular (RT-qPCR) tests), and the generation of sample analysis reports. Two types of reports were generated: a portable document format (PDF) printable report and a global result file was produced daily, which integrated the totality of the results generated in the B-LiFE laboratory for transfer into the Italian national health reporting system.
The LIMS specificities developed during the B-LiFE Piedmont mission allowed for optimal management of patient data, but also efficient and user-friendly management of the results of the tests performed. This system enabled the B-LiFE team to quickly encode a large amount of data, in particular through the “batch” function available in the LabCollector. Moreover, in only a few days, data communication was fully compatible with the Italian national notification system.
Using LIMS in the field presumes the collection and storage of patients’ personal data. Personal data protection and data security issues are taken most seriously and are addressed with the highest priority by a LIMS developer, and by the laboratory staff collecting personal individual data, in full compliance with the European General Data Protection Regulation (GDPR;
https://gdpr.eu/, accessed on 12 July 2021). The LIMS software ensured secure data storage at the level of every system file, as well as regulated access to the data only for authorized users. The patients’ personal data were shared only with the accredited health authorities of the host country. If requested by any other stakeholder in any other location, for example, for statistical purposes, all the personal data were filtered out, providing only pseudonymized data, making it impossible for external stakeholders to identify a patient but enabling the authorized staff members to correct possible encoding errors. At the same time, the data transmission channels themselves were secured to prevent personal data from leaking.
2.5.5. Epidemiological Maps
Satellite images for maps can be obtained from multiple databases, including COPERNICUS. The COPERNICUS Emergency Management Service can be activated if necessary.
There are four types of maps embedded in the LIMS:
Global maps, which give an overview of all relevant spatial data for the mission;
Epidemiological maps, which provide a summary of the analysed patient data visualizing clustered patient information per administrative/geographical region;
Samples/alerts/patient maps, which visualize the sample/alert/patient information in real time as it is collected on the terrain;
Mobile-friendly version of the sample/alert/patient map.
The epidemiological map generated during the mission in Piedmont contains the following basic functionalities: search by location; print map; zoom to overview; check scale map; check coordinates mouse position.
The epidemiological map summarizes all patient data in the districts selected as areas of interest (
Figure 20).
The epidemiological map contained extra functionalities to alter the content on the map and select a specific time window. The summarized patient information was visualized for each district. District borders were provided at the community level. New district borders were added automatically to the map for patients originating from new areas. The summarized patient information was then visualized. The number of patients examined, as well as “cured cases”, was visualized on the map.