The analysis of the sustainability reports of the companies covered in this study revealed a complex web of interrelated technologies that are being implemented to optimize operations. This constellation of technological innovations reflects an integrated strategy of Brazilian ports to enhance operational effectiveness and address environmental challenges. The synergy between technologies such as radar and data lakes is particularly notable, where data collection and analysis in near real-time are crucial for port operations monitoring, security, and efficiency enhancement (Abou El-Magd et al., 2021). In parallel, telemetry and VTS are highlighted as essential components in maritime traffic management, involving the use of IoT for safer navigation and smoother traffic management (Lind et al., 2016).
The integration of these technologies not only reinforces the ports' commitment to sustainable practices and reducing environmental impacts but also signals an evolution towards intelligent and adaptable port infrastructure capable of efficiently responding to the demands of global maritime trade and pressures for more sustainable operations. Figure 2 highlights the emerging technologies identified in the study and their connections.
This network of interconnected technologies indicates that Brazilian ports are adopting an inclusive approach to enhance their operations and sustainability. The interconnection between radar and data lakes, for example, demonstrates the use of near real-time data to monitor and improve port operations' safety and efficiency (Abou El-Magd et al., 2021). Telemetry and the vessel traffic service also stand out, indicating a focus on efficient maritime traffic management through Internet of Things-based platforms, which is crucial for safety and operational flow (Lind et al., 2016).
The presence of augmented reality and geotechnical monitoring centres suggests an investment in risk management. Augmented reality can be used for maintenance (Derrig, 2022), while the geotechnical monitoring centre monitors soil and structure conditions (Lebedev, 2016). The inclusion of sensors such as piezometers, geophones, and remotely operated vehicles underscores the importance of environmental monitoring and automation in port management (Albuquerque et al., 2022; McGinley, 2014).
The existence of connections between cameras and various other technologies in Brazilian ports and terminals reveals a strategy to enhance port management and operations. The identified connections include computer vision software, augmented reality, cloud environment, sensors, satellites, piezometers, remotely operated vehicle drones, and geotechnical monitoring centres.
Computer vision software, when associated with cameras, enables real-time object recognition and analysis. This is crucial for safety as it can detect flaws in ships, ensuring their integrity and preventing accidents. Furthermore, it highlights that augmented reality can be used to provide contextual information to camera operators, further enhancing efficiency and safety (Derrig, 2022).
Cloud environment is essential for the secure and accessible storage of images captured by cameras, enabling long-term analysis and data sharing among different departments and even with regulatory authorities (Heilig et al., 2017; Giusti et al., 2019). Sensors integrated into cameras can provide additional information, such as environmental measurements, which are crucial for environmental monitoring, equipment performance analysis, and decision-making (Van Kol et al., 2021; Albuquerque et al., 2022).
Satellites play a significant role in the remote surveillance of port areas, allowing a broader view and tracking of environmental accidents such as oil spills, aiding maritime authorities in locating vessels. Piezometers, as sensors that measure water pressure in the soil, are vital for monitoring soil and port structure stability, preventing landslides and related disasters. The integration of sensors in the maritime sector is essential for logistics efficiency and safety (Albuquerque et al., 2022).
In the context of port logistics, the operation of drones in conjunction with geotechnical monitoring centres exhibits remarkable functional synergy. Drones, used for remotely operating vehicles and conducting routine inspections and safety assurance in port facilities and equipment, play a critical role in optimizing logistical processes. On the other hand, geotechnical monitoring centres have the capacity to analyse seismic and geotechnical data, playing a crucial preventive role in relation to soil characteristics-related risks (Derrig, 2022).
Additionally, when integrated with satellite communication systems, drones expand their scope of applicability, enabling aerial inspections and comprehensive monitoring of extensive port areas. This technological integration is fundamental for early detection of operational irregularities, reinforcing safety and providing a real-time visual database essential for informed decision-making (Themistocleous et al., 2019).
The combination of satellites and sensors allows for remote monitoring of various parameters, such as temperature, humidity, air quality, and cargo movement in ports. This is essential for maintaining the safety and efficiency of operations, as well as complying with environmental regulations (Themistocleous et al., 2019).
The use of Enterprise Resource Planning (ERP) in conjunction with satellites can optimise resource planning and management in ports. This encompasses everything from vessel scheduling and cargo handling to inventory and logistics management. The integration of these systems can result in more efficient operations and reduced operating costs (Sislian and Jaegler, 2020; Abou El-Magd et al., 2021).
AI can be applied to analyse the data collected by satellites and sensors, identifying trends, forecasts, and insights that would be difficult to obtain otherwise. This is crucial for strategic decision-making and continuous improvement of port operations (Echeverry et al., 2015; Serrano et al., 2018; González-Cancelas et al., 2019; Pedrielli et al., 2020; Tsolakis et al., 2022).
The predominant technologies identified in the sustainability reports of the company’s managing the highest-traffic Brazilian ports are highlighted in Fig. 3. The frequent mention of radar, satellites, and cameras underscores alignment with the global trend of incorporating enabling technologies. These technological advancements are crucial for catalysing operational efficiency, enhancing safety, and promoting sustainable practices within the port context, as indicated by the studies of Abou El-Magd et al. (2021) and Van Kol et al. (2021).
This growing adoption of enabling technologies not only enhances current operations but also paves the way for the implementation of emerging technologies such as the Internet of Things (IoT), blockchain, and machine learning. By demonstrating the benefits of these established technologies, port companies are more willing to explore innovative solutions that further drive efficiency, safety, and sustainability in their ports (Pagano et al., 2022).
Companies like Vale, Mineração Rio do Norte, Transpetro and Amaggi stand out significantly for including a diversified range of emerging technologies in their sustainability reports (Fig. 4). This prominence can be attributed to multiple factors. Notably, the leadership position of these corporations in their respective sectors often places them at the forefront of technology adoption. Furthermore, the analysis conducted revealed that eight companies in the study do not mention the technologies under investigation in their reports.
Technology has been a fundamental ally in the evolution of port operations in Brazil. Among the innovations that have gained prominence, cameras stand out as essential tools for monitoring and enhancing these operations, as evidenced by Vale, Companhia Docas do Rio de Janeiro, Mineração Rio do Norte, Companhia Docas do Espírito Santo, and Usiminas.
These high-tech cameras not only capture high-resolution images but are also integrated with radar systems for environmental monitoring of coastal regions (Themistocleous et al., 2019).
Cameras have not only enhanced security but also significantly improved operational efficiency by enabling real-time monitoring of equipment, cargo flow, and operational quality. Additionally, they play a pivotal role in promoting sustainability (Van Kol et al., 2021). Their ability to collect valuable data has the potential to drive substantial gains in efficiency, safety, and quality (Pagano et al., 2022).
Cameras are assuming an essential role in the transformation of Brazilian port operations. Their use goes beyond mere surveillance, significantly contributing to increased security and the optimization of efficiency, quality, and sustainability of port activities (Molavi et al., 2019).
There is a connection between the use of cameras and domains such as technology, monitoring, and radar, detailed in Fig. 5. Furthermore, innovation and sustainability are prominent themes, revealing that cameras are not limited to promoting security and surveillance. They also drive innovative and sustainable practices fundamental to environmental sustainability within ports and terminals.
Radars, crucial for port monitoring, are integrated with camera technology. They possess the capability to track vessels, monitor weather conditions, and manage traffic flow within port areas. The information provided by radars is essential to ensure the safety and efficiency of port operations, playing a key role in mitigating and preventing environmental impacts resulting from potential security lapses during operations (Abou El-Magd et al., 2021).
Radars assume a pivotal role in the operational optimization of port areas, particularly in contexts marked by the constant movement of vessels and cargo. They provide accurate insights into sea conditions and vessel positions, empowering operators to make informed real-time decisions. Their enhanced capabilities facilitate rigorous control over vessel access to port zones, guaranteeing entry exclusively for authorized ship, an indispensable component of port security (Pagano et al., 2022).
Figure 6 underscores the significance of radar technology and its associated themes—Technology, Camera, Information, and Operations—emphasizing the wide-ranging applications and consequences resulting from the adoption of this technology. This data illustrates how radar technology enhances port operations in coordination with camera systems and information management.
Figure 7 highlight the importance of satellite technology and the frequently discussed related themes, encompassing Technology, Data, Operations, and Monitoring. These elements underscore the vital role of satellites in collecting and transmitting essential data for the effectiveness and safety of port operations and the ongoing monitoring of maritime activities and climate impacts on coastal zones.
Satellites play a crucial role in coastal monitoring, providing vital data for managing the effects of climate change and human activities in vulnerable areas. They enable the tracking of coastal erosion and monitoring dams to prevent floods, contributing to preventive actions and protecting coastal areas (Themistocleous et al., 2019).