<?xml version="1.0" encoding="utf-8"?><rss version="2.0" xml:lang="en-us" xmlns:atom="http://www.w3.org/2005/Atom"><channel><language>en-us</language><lastBuildDate>Mon, 06 Jul 2026 00:00:00 UTC</lastBuildDate><link>https://cpf-agrosphere.com/tags/hyperspectral-imaging/</link><atom:link href="https://cpf-agrosphere.com/tags/hyperspectral-imaging/rss.xml" hreflang="en-us" rel="self" type="application/rss+xml"/><atom:link href="https://cpf-agrosphere.com/tags/hyperspectral-imaging/" hreflang="en-us" rel="alternate" type="text/html"/><atom:link href="https://cpf-agrosphere.com/tags/hyperspectral-imaging/rss.xml" hreflang="en-us" rel="alternate" type="application/rss+xml"/><title>Hyperspectral Imaging · Tags · Robert Walters | CPF Agrosphere</title><item><description><![CDATA[<div style="max-width:800px;margin:0 auto;padding:0 1.5rem"><div style=float:left;width:320px;margin-right:1.5rem;margin-bottom:3rem><img src=https://cpf-agrosphere.com/images/blog/tomorrow-impermanent-address/floating-vegetable-farm.jpg style=width:320px;margin-bottom:.5rem><p style=font-size:.85rem;font-style:italic;margin:0;text-align:justify>Floating gardens in Bangladesh. French agencies joint report Agrimonde says the state of global agriculture is better than you think. But assumptions are easily punctured, throwing human predictions off course.</p></div><p>What are the forces that will shape food and agriculture in 2050? Will farming be human- or robot-centered? Organic or conventional? Artisan or industrial? Will it be châteaubriand, filet mignon, or an extra helping of Soylent Green for all? Is it even conceivable that a human population of 9+ billion can sustain itself, or is global ecological collapse inevitable? <a href=https://cpf-agrosphere.com/blog/aye-rowbot/>Aye, Robot</a> aside, nothing is shot with more uncertainty and grand illusion than conjuring the future. Wendell Berry, the essayist and latter-day agrarian prophet, wrote that the fetish of &ldquo;crystal-balling&rdquo; arises from a scarcity of jobs in the present. Maybe that&rsquo;s true for the &ldquo;rarefied&rdquo; white-collar professions. But there&rsquo;s no denying that future gazing is all-around serious business aimed at riveting attention. As ever, there&rsquo;s no shortage of future seekers competing in the public arena nowadays, and the competition for ever-more sophisticated predictive &ldquo;models&rdquo; is fierce. TED is omnipresent! Unfortunately, the future has a habit of veering off course, heedless of the beck of human-induced models, out-gassing, and hysteria.</p><p>The 1970s were particularly fertile for soothsayers and gloom-and-doom purveyors. In an essay titled &ldquo;Tomorrow is Our Permanent Address&rdquo;, biologist John Todd, co-founder of the now-defunct <a href=https://en.wikipedia.org/wiki/New_Alchemy_Institute target=_blank rel=noopener>New Alchemy Institute</a> (NAI) on Cape Cod, argued that the structures of modern life, based on energy oil and gas, were irretrievably flawed. Efforts aimed at increasing efficiency via better design and engineering were calibrating the system&rsquo;s coefficients and parameters. Its destiny was ultimately sealed by the laws of entropy underlying a biologically inert structure; as Todd and his co-Alchemists saw it, modern industrial life, in all its facets, including agriculture, was headed for global ecological collapse. Better off to exit the techno-carboniferous merry-go-round, or Nature would stage a revolution, transmuting humanity into a heap of compost underfoot (or perhaps into Soylent Green).</p><div style=clear:both;margin:0;padding:0></div><p>From this rather bleak view emerged concepts such as aquaponics —the integration of hydroponics and aquaculture —and bioshelters, two areas pioneered by New Alchemy in its heyday. Aquaponics has survived to the present, but its template is embedded in the fabric of modern petro-technology, particularly plastics. Bioshelters, famously portrayed by NAI&rsquo;s Prince Edward Island <a href=https://www.spatialagency.net/database/why/ecological/new.alchemy.institute target=_blank rel=noopener>Ark</a>, never took off. The idea of humans co-mingling in a biosphere with fish tanks, algae, and lettuce plants was not many people&rsquo;s idea of a dream home. Geodesic domes also flourished for a while before turning passé for the same reason.</p><p>In a similar prognostic vein, a joint report issued in 2009 by the French National Institute for Agricultural Research (INRA) and the Centre for International Cooperation in Agronomic Research for Development (CIRAD), both headquartered in Paris, attempts to sketch out contemporary scenarios and challenges for the future of food. The report, titled <a href=https://link.springer.com/book/10.1007/978-94-017-8745-1 target=_blank rel=noopener><em>Agrimonde</em></a>, employs a combination of research and foresight studies, based on 30+ million statistics mostly from the United Nations Food and Agriculture Organization (UN FAO) since the 1960s to date. According to its creators, <em>Agrimonde</em> predicts a rosy outlook for global farming: the world should be able to feed its burgeoning population under two scenarios. The first scenario, called &ldquo;Agrimonde I,&rdquo; stresses ecological preservation as a condition of feeding the world. The second scenario, dubbed &ldquo;Agrimonde GO&rdquo; (Global Orchestration), prioritizes trade and economic growth over environmental protection. The Agrimonde I scenario, based on a food intake, daily, of at least 3,000 kilocalories (kcal) in all regions of the world, including 500 kcal of animal origin, would require an increase of just 30% in plant calorie output along with substantial cuts in food consumption in some countries and a significant increase in others; whereas, the Agrimonde GO scenario would require 84% more in plant calorie output, assuming that present non-convergent (i.e. unequal) regional dietary trends will continue in the future. The figure of 3,000 kcal is the current world average for food intake, daily, with averages of 4,000+ kcal per day in the industrialized countries within the Organization for Economic Cooperation and Development (OECD) aggregate (<em>Agrimonde</em> divides the world into six aggregate regions based on production, trade, and bio-resources), to less than 2,500 kcal per day in sub-Saharan Africa. Unfortunately, the report does not say how such a global re-balance of food intake might be achieved, but Agrimonde I assumes that we don&rsquo;t all have to become vegetarians, which is a relief.</p><p>One unexpected, if not totally startling, finding of <em>Agrimonde</em> is that African agricultural output doubled between 1961 and 2000, growing annually by 1.63%. That being said, African productivity remains the lowest, averaging 10,000 kilocalories per hectare (kcal ha<sup>–1</sup>) compared with 20,000 kcal ha<sup>–1</sup> globally and 25,000 kcal ha<sup>–1</sup> in Asia. In fact, <em>Agrimonde</em> shows that the annual growth rate of crop yields for the Asian aggregate roughly corresponds to its population growth. In contrast, agricultural output in the Former Soviet Union (FSU) republics increased annually by 0.34% over the same period. Not coincidentally, the population in the FSU has remained nearly flat. What are we to conclude?</p><p>Neo-Malthusian biologists like John Todd always assume that population growth must inevitably lead to systemic crashes, as exemplified by lemmings, prairie dogs, or <em>Streptococcus</em> bacilli in culture, outstripping resources as fecundity advances. This has not happened yet for humans. That humans do not behave like bacteria, or even prairie dogs, is obvious, but therein lies the fatal logical flaw. In fact, <em>Agrimonde</em> suggests that, in some cases, human population growth may actually stimulate innovation and, consequently, food production (among other non-food technologies). Perhaps there&rsquo;s some profound, deeper meaning to the adage &ldquo;necessity is the mother of invention&rdquo;. In the event, I&rsquo;m going with the premise that human population growth is not necessarily bad for the planet; it&rsquo;s how we live, collectively, that matters. Of course, poverty is still a serious problem in the world, but this is because of war and other natural disasters, trade and politics, sensitive costs associated with food distribution, food wastage, and food chain inefficiency, speculation, and lack of purchasing power, not because we can&rsquo;t produce enough to feed the world. Still, food production must increase, and the question looms: What will it take to feed the world in 2050 and beyond?</p><p>I&rsquo;m inclined to see food production in the future as a mosaic rather than a single, dominant modality. Clearly, industrial agriculture isn&rsquo;t going to be replaced by artisan modes of production unless we aim to resurrect yesteryear&rsquo;s agrarian society, which isn&rsquo;t realistic. At the same time, the farm-to-urban table movement occupies a vital niche even though it, too, depends on modern infrastructure, including fossil fuels; maybe less than conventional agriculture, but tractors in any guise burn diesel fuel, and crop culture, harvest, cooling, packaging, and transportation consume no small amount of energy. The definition of &ldquo;sustainable&rdquo; agriculture is nonspecific, but time and cash flow are certainly two necessary ingredients.</p><div style=float:right;width:320px;margin-left:1.5rem;margin-bottom:1.5rem><img src=https://cpf-agrosphere.com/images/blog/tomorrow-impermanent-address/Tower-imaging-camera-duplex.jpg style=width:320px;margin-bottom:.5rem><p style=font-size:.85rem;font-style:italic;margin:0;text-align:justify>Imaging a corn field in North Carolina. Research underway aims to miniaturize hyperspectral cameras like the one atop this tower so they can be mounted on UAVs capable of flying over/beneath the crop canopy, capturing high-density information.</p></div><p>Throughout the history of farming, increasing food production has gone hand in hand with genetic progress. Genetics will continue to play a dominant role in the future. Today, we stand at the threshold of perhaps the most significant opportunity ever to accelerate genetic progress: transgenic and related genome-editing technologies, alone or coupled with classical breeding methods. Cambridge molecular biologist <a href=https://www.plantsci.cam.ac.uk/people/julian-hibberd target=_blank rel=noopener>Julian Hibberd</a> and others are attempting to improve photosynthetic efficiency in rice by studying the mechanisms of inheritance that have evolved the &ldquo;C4&rdquo; metabolism in some warm-weather grasses such as corn, sorghum, and millet. C4 plants are endowed with enzymes that are exceptionally efficient at capturing atmospheric CO<sub>2</sub>, which is first fixed in a four-carbon organic acid molecule that is used further down the photosynthetic chain for the biosynthesis of carbohydrates and proteins.</p><p>In contrast, the dominant pathway for CO<sub>2</sub> fixation in terrestrial plants is the three-carbon &ldquo;C3&rdquo; pathway. Engineering plants with turbocharged C4 metabolism could increase yield by up to 50%. Engineering plants to avoid and/or tolerate environmental stress also beckons brightly. One challenge facing genetic improvement (transgenic or classical) is finding efficient ways to screen genotypes for promising crop yield traits, a process called &ldquo;phenotyping&rdquo;. Scientists&rsquo; ability to engineer novel genotypes in the laboratory far exceeds their capacity to phenotype in diverse, open environments. The lack of efficient phenotyping technologies has hampered progress toward bringing to market the resilient, high-performance crop traits needed to feed the world in 2050. One project underway in North Carolina aims to develop terrestrial and airborne imaging technologies for a seamless, integrated high-throughput phenomics pipeline from lab to field. We&rsquo;re using a variety of remote sensors including LiDAR (Light Detection and Ranging), and imaging spectroscopy (&ldquo;hyperspectral imaging&rdquo;). Briefly, imaging spectroscopy senses electromagnetic radiation from the visible to near-infrared in multiple (224), discrete wavebands, where each pixel in a hyperspectral image contains this entire spectrum. Temporal spectral data can be used to calculate a wide array of vegetation indices that correlate with plant nitrogen fertilization, photosynthetic intensity, and/or light-use efficiency, e.g., photochemical reflectance index (PRI), red-edge inflection point (REIP), and Fraunhofer line depth (FLD).</p><div style=clear:both;margin:0;padding:0></div><div style=float:left;width:320px;margin-right:1.5rem;margin-bottom:1.5rem><img src=https://cpf-agrosphere.com/images/blog/tomorrow-impermanent-address/aquaponics-nitrogen-cycle.jpg style=width:320px;margin-bottom:.5rem><p style=font-size:.85rem;font-style:italic;margin:0;text-align:justify>The nitrogen cycle in aquaponics. The same nitrification process occurs naturally in soil, but in aquaponics, the ammonium concentration in the water must be tightly controlled—graphic courtesy of I. Karonent adapted for aquaponics by S. Friend.</p></div><p>Flying beneath the radar of <em>Agrimonde</em> and a world apart from digital phenotyping, innovative, scale-neutral technologies like aquaponics are putting high-quality fish and vegetables on the tables of millions, rounding out the food production mosaic that I believe will help sustain the world&rsquo;s population. Aquaponics is based on a sophisticated understanding of the nitrogen cycle (Figure B). Fish produce metabolic wastes, such as ammonia, through normal respiration and excretion processes, which are toxic to the fish at very low concentrations (several parts per million). This effluent must constantly be removed from the water. In commercial, high-density fish farms, this is done through filtration and frequent water changes. In aquaponics, ammonium-enriched water is circulated through a grow bed, which provides an aerobic substrate for nitrifying bacteria and a rooting zone for plants. The nitrification process is driven, principally, by two soil-dwelling bacteria: <em>Nitrosomonas</em> and <em>Nitrobacter</em>. <em>Nitrosomonas</em> oxidizes ammonium into nitrite (NO<sub>2</sub><sup>–</sup>) as a metabolic process, while <em>Nitrobacter</em> oxidizes nitrite to nitrate (NO<sub>3</sub><sup>–</sup>). Nitrate in the effluent is absorbed by plants, along with other soluble nutrients. Aerated, low-ammonium water is returned to the fish tank, where the cycle repeats itself. The system is powered by recirculating pumps, delivering a constant supply of nitrate and other soluble nutrients to plants while keeping ammonium concentration in the fish water very low. Nitrification is an acid-producing process, so water pH must be checked frequently and base added to buffer the system and keep the nitrifying bacteria happy. Aquaponics is a multi-million-dollar business, a far cry from the New Alchemy landfill-picking days, but the principles and equipment are easily transferable to smallholder farms.</p><div style=clear:both;margin:0;padding:0></div><p>So it appears the future of global agriculture is indeed bright, provided that we identify research priorities, mobilize resources, and make timely, strategic investments. But I don&rsquo;t want to sound like I&rsquo;m gushing with optimism, either. Human ingenuity is practically limitless, but many things can go wrong. As so often, our predictions fail to anticipate surprise events, discoveries, and the pathways of technological innovation. While the New Alchemists prepared for the inevitable crumble of gangrene, exhausted <em>ancien</em> industrial structures, a parallel structure based on silicon wafers was being born, and the world moved on.</p><p>Life Hack #1: Beware of human predictions. Tomorrow is a moving pixel with no fixed address. It cannot be resolved precisely, no matter how closely we aim for it.</p><p>Happy New Year.</p><p><strong>Further Diggings</strong></p><p>Diver, S. and L. Rinehart. 2010. Aquaponics-Integration of Hydroponics with Aquaculture. National Sustainable Agriculture Information Service Publication. Available at <a href=https://attradev.ncat.org/wp-content/uploads/2022/08/aquaponics.pdf target=_blank rel=noopener><a href=https://attradev.ncat.org/wp-content/uploads/2022/08/aquaponics.pdf rel=external>https://attradev.ncat.org/wp-content/uploads/2022/08/aquaponics.pdf</a></a> (verified 28 December 2014)</p><p>Khorram, S. 2012. Remote Sensing. Springer, Berkeley, CA.</p><p>Paillard, S., B. Dorin, S., and S. Treyer. 2014. Agrimonde – Scenarios and Challenges for Feeding the World in 2050. Éditions Quæ. Imprint: Springer, Dordrecht. Available at <a href=https://link.springer.com/book/10.1007/978-94-017-8745-1 target=_blank rel=noopener><a href=https://link.springer.com/book/10.1007/978-94-017-8745-1 rel=external>https://link.springer.com/book/10.1007/978-94-017-8745-1</a></a></p><p>Todd, N.J. 1977. The Book of the New Alchemists. 1st ed. Dutton, New York.</p><p><em>Disclaimer: Links to digital content in this blog are for the reader&rsquo;s information only, not an endorsement of that content.</em></p></div>]]></description><guid isPermaLink="false">tag:cpf-agrosphere.com,2014-12-29:/blog/tomorrow-impermanent-address/</guid><link>https://cpf-agrosphere.com/blog/tomorrow-impermanent-address/</link><atom:link href="https://cpf-agrosphere.com/blog/tomorrow-impermanent-address/" hreflang="en-us" rel="alternate" type="text/html"/><pubDate>Mon, 29 Dec 2014 00:00:00 UTC</pubDate><title>Tomorrow Is Our Impermanent Address</title></item></channel></rss>