1. Introduction
Within the last few years the forest fires have increasingly devastated the surface of the Earth on all continents. The preservation of forest is particularly important in dry and hot regions, where they take a long time to establish and it may be difficult to reforest there after a major devastation. Environmental scientists have proposed that increased fire occurrence is a consequence of unusual climate changes that we have been experiencing. Within the northern continents, it is believed that tropical forests must be preserved in their natural condition to provide oxygen and to clean the atmosphere for the whole Earth [
1,
2].
Forests are the main climate regulator in the metropolitan areas, such as the La Primavera forest just outside Guadalajara, the second most populous city in Mexico with the metropolitan population of about 5 million inhabitants. This forest area has been a devastated by a series of fires in the last decade, deteriorating the quality of life in the nearby city.
The average annual temperature in Guadalajara is 19.6 °C. In a year, the average rainfall is 941 mm, or about 80 mm per month, nearly 25 % more than for Germany at 700 mm per year. This is four times more than Arizona with about 200 mm per year, and 50% more than Leon, Mexico, at 600 mm and about the same temperature. The Amazon region has an average rainfall of about 5500 mm, with some regions nearly 20,000 mm. Thus, Guadalajara is hot, but it receives enough rain for forest populated with region-adapted oak trees. Thick leathery leave cover characterizes them. With this protection, the leaves retain water well during the dry periods, preventing rapid evaporation during the heat.
In Mexico, in small areas of forestation, it is quite common that the undergrowth is cleared using annual controlled fires. This generates a lot of smoke, including water vapor, because the growth is still young and plants are often growing, carbon dioxide takes the oxygen out of the atmosphere, and sot that is particularly annoying when people breath in from the atmosphere. Recently, Mexico City was surrounded by fires to the point that the by-products obscured the Sun during day time, and children were excused from classes to prevent breathing problems. Before undertaking a controlled fire, it is important to know how much fuel has accumulated in lower regions of the landscape, so that fire does not expand out of control. Overall, controlled and frequently applied fires are considered part of maintaining the health of a forest region, because undergrowth interferes with large trees, and provides space where more dead leaves get to accumulate, and provide potential fuel reservoir. Needless to say, a large number of fires are started because campers do not know how to dispose of previously used fire, and by accidentally throwing away a match after lighting a cigarette. A significant number of fires happen naturally and would die off naturally, because this is a natural cycle of life and death of a tree. The fir may naturally start by lightening, either in the middle of the forest of on a high point of a mountain that has not seen rain for a while.
This was a case of the Yarnell Hill fires where a dry storm in Arizona Mountains initiated a fire, one of twelve that particular day [
6]. Of all those, only the Yarnell Hill fire evolved into a huge fire. This fire was significant, first, because humans decided to live too close to the wilderness that was not protected or monitored. Second, it represents a fire where the highest number of (elite) firefighters died in the history of record-keeping in the USA. Due to the rapid spread of fires, we do not hope to be able to monitor sufficiently frequently to asses fires when they are in process, but we wish to accumulate the data of where the fuel has been accumulating to such a high degree that fire should be kept from such regions after it has started.
Finally, we are interested in monitoring the death of leaves due to senescence or presence of disease. Several tree diseases have been propagating in Mexico and devastating region after region, engulfing mercilessly tree after tree. One tree can be cured or cut down if we are aware that a disease has struck a region. A whole forest may take 15 years to reforest and grow to the point of serving as a functional air filter for a metropolis.
2. Materials and Methods
We are developing techniques to monitor the state of health of the Primavera forest so it can perform its function as the lungs of the City of Guadalajara and any negative trends might be detected before the damage becomes irreversible. Specific species of oaks that we study are quite common in the Primavera and with large canopy and big leaves provide generous protection against the sun. They are
Quercus resinosa Liebm. [
7] and
Quercus magnoliifolia Née [
8]. We collect information to assess the following potential scenarios using a ground-controlled drone that we equipped initially with a remotely controlled camera. It could follow a prescribed path above the forest to assess imaging through a filter that is sensitive to particular spectral regions where changes are most apparent.
We studied leaves from two endemic tree species in the
Primavera forest to obtain information about their biochemical composition and physiology. The general leaf structure of dicotyledon plants is shown in
Figure 1a: it includes the upper cuticle and epidermis (adaxial), palisade mesophyll, spongy mesophyll, and the lower epidermis and cuticle (abaxial) [
3].
We measure the reflectance of fresh and dry samples with a Vis-NIR spectrometer that uses a calibrated light source. We furthermore study the diffuse reflectance spectra of the leaves of several species for two senescent states. The first spectral interval encompasses from 0.4 μm to 2.5 μm, which corresponds to the solar radiation, and the second one from 2.5 μm to 20 μm.
3. Results
The pigments determine the color of the plant and provide important information about plant physiological status, illustrated in
Figure 1b. They are generally found in chloroplast that contains chlorophyll, carotenoids, and anthocyanins. The main plant pigment is chlorophyll a, chlorine that absorbs blue and red bands featuring reflectivity of green wavelengths, giving terrestrial plants and algae their green color.
The chlorophyll b is an accessory pigment, used to absorb the electromagnetic radiation to stimulate photosynthesis. The chlorophyll content can directly determine the plant status. It gives an indirect estimation of the nutrient levels because it stores nitrogen, and its content is related to plant stress and senescence [
3]. Anthocyanins are present in all tissues of higher plants, including leaves. Its production is induced under stress condition or infection by pathogens.
The carotenoids are needed for photosynthetic function inside the vegetable cell. Spectral reflectances in Vis-NIR range of (a)
Quercus resinosa Liebm. and (b)
Quercus magnoliifolia Née are presented in
Figure 2. Green line denotes the spectrum of a fresh leaf (green upon visual inspection), and the red one corresponds to the senescent leaf (brown upon visual inspection). Within the visible range, the reflectance of the fresh leave peaks in green, while that of a senescent leave is flat and increasing. Both leaves have quite similar behavior.
Figure 3 features the Fourier transform FT-IR reflectance spectrum of (a)
Quercus resinosa Liebm. and (b)
Quercus magnoliifolia Née from 1.4–20 μm for a fresh and a senescent leaf. The general features of both leaves are similar and they change in the same manner upon aging.
4. Discussion
The study identifies the changes in the specific signatures of the leaves concerning the internal decomposition of the foliar plate, due to dehydration of the leaf, the loss of chlorophyll, the production of anthocyanin, and the destruction of the cellular structure. As water absorption in IR is nearly constant, we observe after 5.5 µm a nearly constant decrease in reflectance by about 12%. In the spectral range between about 4 µm and 5.5 µm there is no significant change in reflectance. There is an appreciable difference in signals between 1.5 and 4 µm, with the reflectance of an old leave first much higher and then much lower than that of the fresh one, with a crossover point at 3.8 µm.
5. Conclusions and Further Work
The results of this study lead us to propose monitoring the state of the health and senescence of the leaves in narrow spectral intervals around 0.9 µm, 1.8 µm and 3.45 µm. The easiest and the most cost-effective strategy would be to implement an electro-optical remote sensing system, mounted on a drone and controlled from the ground. It would feature a commercially available camera incorporating a traditional Si CCD detector, and a 0.2-µm wide transmission filter. Such filters, blind to the visible radiation, are commercially available (see, for example, Thorlabs, a transmissive filter with a cut-on wavelength at about 0.80 microns). The long wavelength cutoff is accomplished due to trailing off of the Si-detector sensitivity at around 1 µm.