In this study, different strategies used to count vehicles and people in different image areas at a street intersection were analyzed to obtain counts at appropriate times suitable for real-time control of a traffic light. To achieve this, video recordings of cameras placed at the intersection were used to test and verify image processing algorithms and deep learning using the YOLOv3 network implemented on a 4 GB RAM Jetson Nano card. We counted the vehicles and people that stopped and crossed the polygons to delimit the different areas of interest, with a maximum error of ±2 in the validation tests for all cases. In addition, as a strategy, we combined the images from both cameras into a single one, thereby allowing us to make a single detection and subsequently determine if they are inside or outside the polygons used in separating the areas of interest with the respective counts. Furthermore, this enabled us to obtain information on vehicles and people stopped and crossing in a time of 0.73 s on average. Hence, it was established that the inclusion of the control algorithm is appropriate for real-time control of traffic lights.

The study aimed to determine the relationship of municipal management with the tourist resources of the province of Piura. A quantitative approach, a non-experimental and correlational design was applied, having 160 collaborators. The results threw through Spearman's Rho (RS) = 0.971 a relationship between both variables, indicating that as long as there is an efficient municipal management, optimal results will be achieved based on the dissemination and positioning of the tourist resources in the area. It was concluded that there is a very high and significant relationship between the variables under study.

This market study analyzes if there is demand for the opening of a tourism agency located in Piura, whose purpose is to offer tourist services that satisfy the needs and demands of tourists and locals. To achieve the purpose, a survey was carried out on 350 people and the results showed that 87% choose to hire the services of a tourism agency every time they go on a trip, 81% choose to purchase a tourist package, Finally, it was agreed that a tourism agency with specialists knowledgeable in tourism activity is necessary to provide an efficient service.