Advances in Alarm Data Analysis with a Practical Application to Online Alarm Flood Classification

In the space of business alarm systems within the method industries had several open analysis topics. The common goal within the mitigation of the impact of alarm floods because of that the operator is lesser than the alarm rate will effectively manage. There are differing kinds of approaches that exist in follow, like rationalizing the device, rising the alarm style or providing on-line operator support. Alarm rationalization was acknowledged for removing terminated alarms that may ensure that the sole alarms operator would receive was that that was needed as associate degree operator response. on-line operator would supply aims for the operator with the support of the discourse once alarms would be showing.

Online operator support was how to assist manage the high rate of alarms throughout alarm floods by the operators that may not be eliminated through alarm rationalization.

Alarm knowledge analysis ways encompassed the methods to data-driven for the aim of on-line operator support, alarm rationalization, or root cause analysis (RCA) wherever alarms were used as another to measuring of the method for the process disturbances designation. This provided a review to the state of the art in alarm knowledge analysis, and has distinguished sequence mining ways that may be applied to statistic and alarm sequence analysis methods that were applied to series of alarm.

Methods in Alarm knowledge analysis for alarm rationalization included:

• Alarm similarity analysis ways that may have investigated the similarity between alarms to get rid of and to seek out dismissal.

• Alarm flood similarity analysis ways that may have known continual alarm floods that required to be addressed .

Methods for alarm knowledge analysis for on-line operator support included:

• Alarm flood example extraction ways, wherever a singular alarm flood example was extracted from a gaggle of alarm floods associated that had constant physical state of affairs.

• Classification ways for the web alarm flood, wherever associate degree in progress alarm flood appreciate a given abnormal state of affairs was matched thereto category of historical alarm floods corresponding to constant abnormal situation.

• Alarm prediction ways, wherever subsequent alarm had been foretold supported the continued sequence.

• Dynamic alarm suppression ways, wherever a group of non-relevant alarms had been quickly hidden from the operator throughout the alarm flood.

Alarm knowledge analysis ways for root as a result of analysis enclosed with the alarm-based root cause analysis methods, wherever alarms were getting used as another to method measurements for designation of process disturbances.

Sequence mining ways has been designed to try to to the analysis of knowledge structured within the kind sequences, which had to adapt within the alarm sequences analysis. String metrics ways were supported distances that may quantify the similarity of 2 sequences.

Sequence alignment ways operate pattern matching of 2 sequences through alignment of 1 sequence with the opposite. Alarm flood sequence alignment ways are projected for alarm flood similarity analysis, supported the alarm sequences or based on the time-stamped alarm sequences. The changed Smith boater methodology, derived from bioinformatics and changed to require under consideration the time dimension of the alarm floods, has become a benchmark within the literature.

Frequent Pattern Mining (FPM) ways realize the foremost frequent combos of alarms within the on the market sequences. FPM ways are used for alarm flood similarity analysis and dynamic alarm suppression . a number of the FPM algorithms like CHARM are applied to the alarm sets. CHARM is associate degree rule for closed FPM which implies that it tracks the set of frequent patterns to avoid an explosion within the range of patterns.

Statistical language modelling ways are derived from the probabilistic models and word representations employed in tongue process. applied math language modelling techniques are applied to alarm prediction and on-line alarm flood classification.

Association rule mining discovers relations in knowledge like temporal dependencies. The conditional possibilities of the temporal dependencies between two alarms (indicating if the 2 alarms tend to trigger at intervals a given time interval) are used into establish eventful alarms for the aim of alarm rationalization.

A wide vary of alarm knowledge analysis ways are projected within the literature to mitigate the impact of alarm floods. A number of those ways aim at rationalizing the alarm systems, alternative ways supply on-line support to the operator throughout the alarm floods, and a few alternative ways investigate the foundation causes of the alarm floods. This paper structures the sphere of alarm knowledge analysis and suggests a distinction between ways applied to alarm sequences and methods applied to alarm series. Sequence mining ways are accustomed compare alarm floods for on-line operator support or for alarm rationalization. in contrast, statistic analysis ways have principally been used to compare individual alarms for alarm rationalization or for root cause analysis. above all, this paper highlights that solely sequence mining ways are applied to on-line applications like online alarm flood classification, though a number of those sequence mining ways weren’t at the start designed as on-line methods. This paper conjointly shows by suggests that of a case study however a binary series approach will address a spot in on-line alarm flood classification within the trade. whereas not considering the order of the alarms within the alarm floods like previous sequence mining ways for on-line alarm flood classification, the projected methodology supported alarm co-activations performs well compared to a longtime similarity based mostly classification method with MSW sequence alignment. the flexibility of the ACM methodology to observe selected categories, the accuracy of classification and therefore the ability to classify in progress alarm floods are incontestible on associate degree offshore gas-oil separation plant.

The Year of the Flood Analysis

The Year of the Flood by Margaret Atwood is a Science Fiction novel that was written in 2010. The novel’s complexity and futuristic happenings make the read exceptional even at the surface level. With further analysis, this novel is extremely notable tieing together themes that are of the utmost relevance today. The themes observed throughout the novel are developed as the story furthers itself, watching the progression of these themes go from basic to profound makes for an intriguing read. Throughout the reading, two main themes drove the novel and worked together, strengthening each other to make for a complex but seemingly puzzle piece perfect match. Atwood begins the novel by introducing the theme of human impact on the environment and its association with climate change, soon after introducing the theme of sexual objectification of women as a product of social inequality, intertwining the two themes then tieing them together through symbols and motifs throughout.

The theme of human impact on the environment and its association with climate change is explained to the reader from the very beginning of the story. We learn that the earth as we (the reader) know it is gone and there is nobody to blame for that except humans themselves. The anthropocentric setting explains this idea through descriptions that explain how humanity being at the center of our societies and the driving force for everything we do has become such an extensive problem, the world has become almost unrecognizable. Atwood appeals to emotion by using pathos to describe the ‘new’ world the characters live in through past experience, “As the first heat hits, mist rises from among the swathe of trees between her and the derelict city. The air smells faintly of burning, a smell of caramel and tar and rancid barbecues, and the ashy but greasy smell of a garbage-dump fire after it’s been raining. The abandoned towers in the distance are like the coral of an ancient reef-bleached and colorless, devoid of life” (Atwood 1). Both the placement and content of this quote are important as it is the first detail given by Atwood and this will become the basis for the entirety of the novel.

The theme of sexual objectification of women as a product of social inequality is subsequently discussed after the introduction of climate change but is nevertheless just as important. It becomes known quickly that the main means of income for many women in this society is to sell their bodies, it is described in the story as a last resort but also the most effective way of survival. In this society the options are clear cut without any in-between options: sell your body as a means to stay alive or die. In short, this is an eat or be eaten society. Not only is this a means of survival but it is also in a sense a silent symbol of strength and will. If the women in this society do not deliberately choose to make a living off of their bodies they will be subject to sexual assault and rape by men attempting to show their power and purpose. The society as described by Atwell is a patriarchy government, it such case men are the primary power-holders and therefore what they say seems to go. One of the tendencies of these men is to want to manifest their power through sexual acts, making women’s bodies a commodity that can be used ‘on-demand’. This is explained by a statement Atwell writes, “You trade what you have. You don’t always have choices” (Atwell 234). The character Amanda is the best example of this happening in action. Amanda being in a position of power over her body did have the ability to chose if she wanted to engage in these activities or not because she had the means to fight back. When Amanda is abducted, however, this authority shifts and she is no longer in power. She is raped repeatedly taking away any bit of power she ever held. The theme of sexual objectification of women quickly becomes the foreground of the novel.

Societal changes based on human action and sexual objectification of women may not seem to have any connection or relation to each other, however, Atwell claims otherwise in her novel. Atwell creates a society in which women are the most susceptible targets to life itself and especially to men. Although some of the happenings in the novel may appear to be far-fetched Atwell attempts to counter that, saying what she writes is not far-fetched at all but rather closer than we know. The argument is that in a world that is focused solely on the well-being of humans and lacking any touch with outside forces such as the natural environment, human nature will prevail and we will see huge exploitation of individual groups. Atwell chose to write her novel specifically isolating the exploitation of women in terms of their sexuality, but there are arguably many different examples of similar happenings today. Atwell successfully tied sexual objectification to societal changes based on humans’ actions by telling her story through two female protagonists, explaining their past lives before the world started to deteriorate and then the changes that occurred in their lives after. The contrast Atwell described was vast, the women talked about their pasts explaining their free-will to live the way they wanted without fear of anything, much less death. Atwell was successful in explaining this connection especially because she went back and forth between past and present so the connection really jumped out at the reader. Atwell also makes subtle hints to the reader that although the point is if humans continue to only care about themselves and nothing else, this is the world we will live in, she also argues that some of the damage is already done. She explained this through one of her characters, Lucerne, the mother of Ren. We learn that Lucerne left her abusive husband for a man that she fell in love with early in the novel but as the novel progressed and times got tough Lucerne didn’t know what to do and resorts back to her abusive ex-husband. Through and through there are examples of how social changes based on human activities have an effect on the sexual objectification of women.

Atwell chooses to use a symbol to describe what happened to this particular society, what it could have been and why it is in this current condition. This is a deliberate attempt to expand on the theme of human expediated climate change. The symbol of the waterless flood, which symbolizes a sort of punishment aimed solely at humans is a consequence of their ongoing behavior that caused detriments primarily to nature. The waterless flood is an opposing take on the widely known biblical flood but the obvious difference is that nature is preserved in this flood and rather humans are now the target. The goal of this ‘flood’ was to wipe out humanity, which was justified to happen so “the world could repair itself” (Atwell 399). The name “waterless flood” is a particularly strong take on words as we see the reference to the biblical flood but then realize that this has been contrasted to fit this new world that came out of the flood. This contradiction is an oxymoron that is especially effective because there are relatable reference points.

Survival instincts are a motif that Atwell makes paramount to the novel and drives the characters throughout. There are varying needs to exert survival instincts from character to character as many factors have an influence on the need for it. With that being said, every character in this novel needs survival instincts of some sort or they will not survive. The circumstances in this society make it so the people within are faced with extreme conditions on a daily basis making survival difficult. When faced with these circumstances which are extreme, people lose pieces of themselves. As time goes on these individuals eventually begin losing parts of their humanity. In this case, those said people become willing to do things they would not have had they not been put under these conditions, practically doing anything to save themselves from death. Survival instincts make for a motif in the novel because in the short-run the need for these instincts alters individuals’ ethical norms and in the long-run, this makes for the reconstruction of the entire society.

Similar to the way Atwell connected major themes throughout the novel, she made connections through themes and motifs. The connection between the waterless flood and survival instincts was shown throughout the novel. The most profound example of this idea in action was through the words Adam One spoke. Adam One is the leader of God’s Gardeners a group that is actively trying to fight back against the corporations that caused the detriments to the world in the first place. The people of the Gods Gardeners are in full belief that they will be unaffected by the flood because of their preparation and connection to the natural environment. After Ren survives the flood, she explains, “ When Waterless Waters arise, Adam One used to say, the people will try to save themselves from drowning. They will clutch at any straw. Be sure you are not the straw, my Friends, for if you are even touched, you too will drown” (Atwell 26). This is the perfect example of how the Atwell explains the connection between the waterless flood and survival instincts. Adam One’s words are basically saying that if you prepare yourself for what is going to happen and brace yourself when it happens then you will be okay but do not let those who did not think first bring you down. I think that these words are also implying that had we been prepared earlier than we most likely would have never been in this position, to begin with. The connection between the symbols and motifs is present throughout the writing, strengthening the underlying messages within.

The Year of the Flood is a 2010 novel written by Margaret Atwood. The novel is an exceptional science fiction novel packed with stories that compel the reader to continuously want to keep reading. Within the story, there are many messages that can be picked up upon, as Atwell attempts to educate the reader on issues that are important to her. The main themes that are presented in the novel include the idea of human impact on the environment and its association with climate change, as well as, sexual objectification of women as a product of social inequality. Throughout the novel, these themes are explored and expanded on strengthening the depth and relevance of the novel to the reader. Adding to this, there are multiple themes and motifs that work to support claims made by Atwell. The theme and motif I found most crucial to the foundation of the novel were the waterless flood and self-defense. Atwood begins the novel by introducing the theme of human impact on the environment and its association with climate change, soon after introducing the theme of sexual objectification of women as a product of social inequality, intertwining the two themes then tieing them together through symbols and motifs throughout.

The Environmental History The National Flood Insurance Program: A Malignant Growth of Risk

The Environmental History The National Flood Insurance Program (1968-2019): A Malignant Growth of Risk

Hurricane Harvey caused the National Flood Insurance Program (NFIP) to fall into debt around the amount of $20 billion. Although the NFIP managed to remain sustainable through the new age of superstorms like Sandy and Katrina, neoliberals rallied around this federal debt as an excuse for proposing improvements. A victim of nothing but their own success, the NFIP and its advantageous policy in prompt relief along with favored subsidized flood insurance was becoming an item of increasing expensive to the federal budget. Juggling the success of the program and budget demands, Congress decided to reauthorize the program under new pretenses of bureaucratic control. The question of affordability and feasibility for the U.S. flood policy was pushed with questions like risk assumptions, award qualifications, and price.

The NFIP has been ever-expanding its base of policyholders. Hand in hand, the inflow of subsidized premiums grew with the outflow of policy claims. A sharp increase in risk-prone coastal regions demanding participation caused a halt in land use limitations and promised flood mitigations. The program faced a new challenge of paying uncertainty claims on potential risk properties. Therefore, the NFIP was hindered by outcomes of constituent forces. From its genesis to now, the NFIP was shaped by concrete events, local interest, and real estate development. This exemplified the political strain of socializing deficit, subsidizing coverage, increasing the risk pool, and charging rates that aim at properly reflect risk.

The NFIP was created to amend for the private market’s failure to cover against flood uncertainties, especially after Mississippi River flood in 1927. The Truman and Eisenhower administrations attempted and failed, but several factors merged to make the program feasible under president Johnson. In the 1960s, a decreased interest in nuclear power and civil defense preparation yielded the government to turn its safety mission to focus on natural disasters. The relief overhead of America’s first billion-dollar storm (Hurricane Betsy, 1965), the largest recorded earthquake, and the tsunami (9.2 magnitude, Alaska, 1964) showed an urgency for policy on national risk impediment and insurance. This policy would result in a nonviable agreement in which flood risk was insured at a level that was uninsurable (Dacey, 42). Demand for coverage was finally met by Congress in 1968 as the National Flood Insurance Act was passed. This created a product for Americans who were excluded from private coverage which was federally sponsored and subsidized.

The program’s development has been knit closely with a population shift to vulnerable properties along the coasts. Texas has grown by 226 percent since Since 1950 as has Florida by 579 percent (Hobbs, 28). Some East Coast states have grown in population as well: Delaware, Maryland, New Hampshire, Virginia, and Georgia. In 2010, 123 million people (39 percent of the total population) lived in counties on the coast, making a 40 million increase since 1970 (National Oceanic).

Over the past decade and a half, America has experienced nine of the ten most expensive tropical cyclones to date, costing $765.3 billion in damage and 5,890 lives (NOAA). Excluding the $124.7 billion in mainland riverine and flash flooding costs experienced since 1980, tropical cyclone-related flooding, which primarily affects the populous coasts, has dominated total natural disaster costs, accounting for almost 55 percent of total damages: $919.7 billion total, with an average cost of almost $22 billion per event (NOAA).

The estimated expense of hurricane damage has most directly implicated FEMA aid, but total insured losses are more appropriate for considering NFIP, which assumed responsibility for $58 billion in flood losses in the United States in 2012 alone (Munich). Flood losses have continued to rise sharply after Harvey, Irma, and Maria. The program’s increasing vulnerability has been compounded by rising sea levels forecasts, increasingly frequent hurricanes, and a longer tropical seasons. Intensifying destruction portends a more expensive and uninsurable future. The political erosion of sound public policy, chiefly the exchange of mass subsidized flood insurance for community-run mitigation, has led to the rise of actuarial fair rates. This history of NFIP has reflected the material pressure of an ominous future forecast on America’s populous shorelines (NOAA).

By December 2012, NFIP had sold over 5.5 million policies in twenty thousand communities, $1.28 trillion of coverage mostly in coastal states. Florida and Texas comprised 40 percent of the entire program. A 2013 FEMA study predicted 80 percent growth by 2100 (24 percent due to population growth and 56 percent due to climate change) (AECOM).

This growth required and equal and opposite growth in claims. Hurricane Katrina (2005) cost $18 billion in payouts. NFIP accordingly extended its U.S. Treasury debt from $1.5 to $20.775 billion (Emergency Supplemental). After Hurricane Sandy (2012), the program borrowed $30 billion (Erwann O. Michel-Kerjan). As mentioned earlier, debt after Harvey (2017) claims approximated $20 million. Catastrophic losses exposed the program’s organizational issues: the political uncertainty of stopgap reauthorizations, the coverage of “repetitive loss properties,” the legal challenge of grandfathering, the accuracy of floodplain maps, the enforcement of construction codes, and the reform of floodplain management policy.

The Biggert-Waters Flood Insurance Reform Act of 2012 overhauled the program (Senator Mary Landrieu). Flood maps were updated, building codes were enforced, subsidies were reduced, and premiums were adjusted to reflect actuarial risk. But backlash from homeowners and industry abruptly reversed the legislation with the Menendez-Grimm Homeowner Insurance Affordability Act of 2014. How Menendez-Grimm counterposed Biggert-Waters and how various reforms and disasters interacted throughout the NFIP’s inception and history provide an insight into the role of flood insurance in modern politics and federal bureaucracy. The dance between catastrophic losses and the demand for insurance, the socialization and privatization of risk, and the dual use of prevention and relief have laid the groundwork for flood insurance policy before Hurricane Harvey.

Natural Disaster v. Civil Defense

Since the nineteenth century, the federal government has been involved in disaster mitigation, usually on a case-by-case basis of relief. The principle of aid was based on the “general welfare clause” (Dauber). The first federal research into environmental risk was through New Deal programs of the 1930s; World War II, the Korean War, and the Cold War military industrial complex provided the bureaucratic infrastructure to enact disaster policy based on those studies and projects. The presidential power to declare an emergency, created to prepare for the coming nuclear Armageddon, became a routine natural disaster relief measure (Knowles).

Policymakers researched extensively into the plausible use of disaster insurance and land use economics to create a federal program (Grossman). The “dual use” philosophy was not challenged until the natural disasters of 1964 and 1965 pushed politicians to prioritize disaster preparedness. Ironically, it was the research findings of the Alaskan earthquake of 1964 that set defense tailspinning out of the national perception of risk (Knowles).

The Second Environmental Crisis

The increasing costs of natural disasters necessitated a collaboration of geographers, urban planners, economists, engineers under the subdisciplines of “hazard research.” A pioneer of flood hazards and geographer, Dr. Gilbert White, recommended: dam and drainage projects, land-use restrictions, and flood insurance (White). White and the hazards researchers were engaged in the emergent “second environmental crisis” (the first crisis was pollution, popularized by Rachel Carson in 1962). The United States was increasingly conscious of the impacts of urban industrialization, but not yet awakened to the impacts of unbridled suburbanization and land use (Carson). White’s focus on the latter is especially understandable today, and emphasized the need for public policy proposals like a national flood insurance program (Wright).

The Birth of NFIP

Flood coverage was available on the private market between 1895 and 1927, but as previously mentioned, was discontinued (Abbott 136). President Truman unsuccessfully called on Congress to legislate a federal system in each year of his second term (FEMA). President Eisenhower succeeded briefly in 1956, but lacking proper risk information, the program was discontinued within a year (FEMA, 6). Following the inundation of Louisiana, Florida, and Mississippi, especially New Orleans by Hurricane Betsy, Congress passed the Southeast Hurricane Disaster Relief Act of 1965, the “sixth law passed in 18 months” to relieve natural disasters, as President Johnson noted (Knowles…American Institutes). The funds were limited to $70 million, for: the reconstruction of highways and public works, the sale of trailers to impacted property owners, the forgiveness of small business loans, and the issuance of new loans for crop damage. Crucially, the law included:

An immediate study of alternative programs which could be established to help provide financial assistance to those suffering study property losses including alternative methods of Federal disaster insurance, as well as the existing flood insurance program…(Public Law. 89-339).

During a speech in Austin, Texas, Johnson praised and expanded on the role of Housing and Urban Development in the scope of the law:

Assistance…including but not limited to disaster insurance or reinsurance…developing a workable program of protection for property owners in disaster areas either by extending the insurance plan of pooling the risks or by joint Federal-State sharing along with the private owners the cost of losses arising from uninsurable risks (Lyndon B. Johnson).

White headed the commissioned report, which in 1966 recommended a comprehensive and coordinated approach to risk and floodplain development (A Unified National). At a time when only 5 percent of Americans lived in flood hazard areas, geographers and “hazard researchers” were cautious, forewarning:

Nature of course will always exact some price for the use of her floodplains but what price is reasonable for an organized society to bear? This is discussed at some length in the report and a number of value? able suggestions are made of meeting loss through insurance schemes. In some cases, of course, floodplains should be completely evacuated; in others calculated risks may justify occupation. No area can ever be completely protected and this point is often lost to a public unfamiliar with the basic facts of physical geography.

Studies of flood-plain use show that some floodplain encroachment is undertaken in ignorance of the hazard, that some occurs in anticipation of further Federal protection, and that some takes place because it is profitable for private owners even though it imposes heavy burdens on Society. Even if full information on flood hazard were available to all owners of flood-plain property (a service not yet instituted) there would still be conscious decisions to build in areas where protection has not been feasible, for the private owner may not perceive the hazard in the same way as the hydrologist and he does not expect to bear all the costs of his use of hazardous pro? perty. Only too often he expects State or Federal help when things go wrong (Balchin).

The scientific consensus was that an expansive data-collection and accounting apparatus would enable informed local planning decisions. White proposed that the U.S. Army Corps of Engineers would compile extensive flood data at the local level; the United States Geological Survey would charter floodplain maps using flood gauges, aerial photography, and historical records; and The Water Resources Council would advise local development commissions (A Unified National 21-26).

Data, maps, actuarial tables, and analytical risk models were essential to the viability of the national program; without them, the federal government was not able to disincentivize risky real estate investments. The dual purpose, insurance relief and land use restrictions, was paramount. The report noted:

A flood insurance program is a tool that should be used expertly or not at all. Correctly applied, it could promote wise use of floodplains. Incorrectly applied, it could exacerbate the whole problem of flood losses.

For the Federal Government to subsidize low premium disaster insurance or provide insurance in which premiums are not proportionate to risk would be to invite economic development in floodplain areas. Further, insurance coverage is necessarily restricted to tangible property; no matter how great a subsidy might be made, it could never be sufficient to offset the tragic personal consequences which would follow enticement of the population into hazard areas (Knowles).

In the spirit of Great Society reform, executive action swung into motion. In 1966 President Johnson directed twenty-six federal agencies to promote “public awareness of and knowledge about flood hazards…and flood proofing measures,” to “take flood hazards into account when evaluating plans,” and to “encourage land use appropriate to the degree of hazard” (Johnson). In 1967 the U.S. Geographical Survey authored a gargantuan study on the volume and incidence of floods. In 1968 the Corps of Engineers estimated that there were five thousand flood-prone communities in the United States. In 1968, the Water Resources Council outlined the standard delineation of floodplains: the “100-year flood” (a flood with a 1 percent chance of occurring in any given year) was used as the base for a system of evaluating an area’s risk (Wright, 25).

The insurance industry, eager to participate in a lucrative subsidized product, lobbied for an industry pool (oligopoly) and federally appropriated coverage of losses (Kunreuther). Likewise, there was bipartisan support for that arrangement in the National Flood Insurance Act of 1968, which created the Federal Insurance Administration (FIA) to administer NFIP under the Department of Housing and Urban Development (HUD). White had cautiously condoned the NFIP on an “experimental pilot basis,” but FIA director George Bernstein, plunged ahead (Wright).

Coverage was voluntary at first. Grandfathering as many properties as possible, the program heavily subsidized homes and businesses in pre-existing flood zones. No penalties were charged for flood history. New constructions were charged actuarially fair rates in exchange for building code compliance and and land-use regulation. A community’s eligibility depended on an assessment by the Corps of Engineers. The resulting “flood insurance rate maps” (FIRMs) and “flood hazard boundary maps” (FHBMs) allowed HUD actuaries to charge fair rates.

Seeking to expand the risk pool rapidly, the program incentivized a short sign-up period by reducing a homeowner’s eligibility proportionally to the delay after qualifying for assistance. The assumption was that once a community learned about the subsidized premiums they would eagerly demand local flood mitigation projects in order to achieve eligibility. Both of these measures failed.

Neither assumption held true. Communities were sluggish in qualifying and even when they did, homeowners were reluctant to purchase policies. According to analysts, the NFIP “appeared to be strong on paper, [but] proved to be weak in actual implementation” (Anderson 582) The insurance industry responded by organizing the National Flood Insurers Association, eighty-nine companies that backed the operation with $42 million in capital (Felton).

Pressure mounted from other private interests: real estate was wary of falling property values, construction was eager to relax land use restrictions, and municipalities interests wanted to sustain tax revenues. The Corps of Engineers were discouraged from labeling certain zones “special flood hazard areas” (SFHAs), a designation which cost local interests dearly if they wanted to remain eligible. The choice between restricting growth and chancing a flood was a no-brainer for short-term private interests. Real estate developers only held the properties for short periods of time. Municipal governments were short-term operations with tight budgets. Floods were beneficial, even, to construction profits.

Only two communities were participating in the program when Hurricane Camille hit the Gulf Coast in 1969, killing 259 people and causing $1.4 billion of damages. Only two more joined afterwards. In response, Congress passed the St. Germain Amendment, allowing unmapped communities to participate in NFIP, lowering the application period from nine months to three weeks (Wright). The program gradually increased its membership to 154 new communities (5,500 policies) by mid-1970 (Anderson 584).

Jumpstarting the Program

Tropical Storm Agnes, killing 128 and causing $12 billion in damages, stressed the NFIP even further in 1972. Only 1,200 of 13,600 eligible communities were participating, only 95,000 policies were effective, only $12 million of the damages were covered, and only a quarter of those were paid out in claims (Anderson 585-586). The Flood Protection Act (FPA) of 1973 further resuscitated the program; flood coverage was required for all federally backed mortgages and post-disaster relief for properties located in floodplains. By the end of the year, about 2,900 out of the 21,000 eligible communities, only 274,000 policies had entered the program (Ginsberg). The 1974 Disaster Relief Act strengthened the last measure of (FPA), requiring communities that benefited from reconstruction to mitigate natural hazards, to purchase coverage; in exchange, special flood hazard area properties were grandfathered in.

Finally, the mid-1970s saw growth in applications; the pull factor of subsidized premiums and the push factors of required coverage and increasingly intense storms pushed homeowners and communities to seek an “insurer of last resort” (Moss).

Role of Geospatial Technologies in Flood Management

The data collected from IRS regarding Optical and Microwave, Landsat ERS and also Radarsat sequence of satellites were used to map and display the extent of flood activities in close to real-time mode. Information on damage caused due to floods is informed to the responsible departments to allow them prepare fundamental relief measures and to adopt a reliable evaluation of flood damage. Due to the massive herbage and Repeativity WiFS facts from IRS-1C and -1D helps an greater extend in monitoring floods. According to the Satellite statistics received all through Pre-flood, flood and post-flood periods along with Information from ground, flood damage evaluation is done through considering the topographical data, hydrological data and flooded area land use/land cover data in a GIS Environment. For studying more about Post-flood river water level and present flood control structures , identification of river bank erosion-prone areas , drainage swelling and identification of flood hazard risk zones we use space borne multispectral data . In Addition of the remote sensing commands such as rainfall estimates by satellites, present hydrological land usage /land cover, information about nature of soil in rainfall-runoff model because of this improves the flood forecast to an greater extent.

Flooding is a dynamic phenomenon which implies that the floods take place at a location at which a number of contributing factors for the flood exist. For example, Generally flood prerequisites encompass areas gently sloping, areas having heavy rainfall, regions with saturated soil and also possessing blocked channels ( Alkema ,2004). The main Aim of GIS is storing and linking more than one digital databases and various themed layers of data, graphically show that data as maps, and to take a look at how the layers connected. This facts may also come from different sources like remote sensing, Global Positioning system, censuses, samples of soil, flow gage systems, and Weather Stations. Also the Historic records assist in identifying the places flood may occur , given that areas most regularly flooded are likely to flooded again. Using the received and saved the required data, analysis based on GIS is then done to examine the amount of affect of each and every factor and their affects in various scenarios. GIS affords an enabling technology by using the ability of providing a viable solution, offering tools and various methods that support in case of flood management. GIS is used for finding critical and inclined assets, for planning, mitigation activities, helping in response, and aiding in restoration administration (Khanna ct al., 2006).By intersecting distinct spatial layers, flood-affected areas can be located, thereby providing greater high-quality mitigation and response to flooding. GIS is additionally used to showing data related to flood visually in 2D and 3D as it might help to understand more deep, specifically to a lay audience. Maps generated using GIS provide an effective way of informing the public and media on evacuation routes, the extent and influence of a flood when it happens, and on the response efforts initiated by government (Shanley et al., 2006). This records can be disseminated using internet technologies, developing interactive maps with the query option provided and updated in actual time, linked to extra available information.

Remote sensing is the developing technology that has helped a lot in flood modelling and flood chance assessment in imparting a high-qualityskill of obtaining correct spatial and temporal information (Khanna ct al., 2006). Remote sensing of the surroundings involves the calculation of electromagnetic radiation emitted or reflected by using the Earth’s floor and relating these calculated values to the kinds of land and habitat in the vicinity being determined by way of the sensor (Al-Tahir et al., 2006). Examining Earth’s floor the use of sensors onboard quite a number space and air structures has evolved to a multinational organization producing huge quantity of digital information on a range of physical parameters that characterize the earth (Murphy ct al., 2010). Remote sensing continues to make use of new sorts of sensors that explore various areas of the electromagnetic spectrum and attain finer and precise tiers of spatial, temporal, and spectral resolution(Murphy ct al., 2010). Notable growth in remote sensing technology have took place both in obtaining aerial photography in digital form and satellite data in high resolution . New strategies have been developed for elevated analysis and extraction of spatial data from the new statistics sets (Ehlers 2004).

Digital elevation mannequin model (DEM) or digital terrain model(DTM) is vital for flood administration and hydrological modelling. DEM model is used for obtaining critical data sets such as viable links, go with the flow direction, and rate of waft of floods. Above statistics is yet another facts set that can be supplied correctly via remote sensing. Aerial surveys is done by the use of airborne cameras and airborne LIDAR sensors are capaable of supplying a high density terrain model in digital form. DEM can additionally be obtained from space- borne sources like satellite stereoc photos of SPOT, or radar information as those gathered by using the Shuttle Radar Terrain Measurement (SRTM) information. Using DEM in mixture with different statistics in a GIS evaluation boundary, network of drainage area, also elevation can be calculated, and estimations of risk factor can also be found out (Badilla 2008). The resolution of DEM plays an important role since it will note the tiny structural features for example rivers which can be reproduced as before. (Alkema 2004).

How to Help Flood Victims? Essay

The impact of natural disasters like hurricanes and wildfires can be felt for weeks, months, and even years after disaster strikes. Rebuilding and recovery take a lot of time and effort and resources often run short, leading to greater complications for evacuees and others who have been affected. Here are 5 of the most effective ways to help disaster victims:

1. Donate to accredited disaster relief organizations

If you have the ability to donate cash to an accredited disaster relief organization, this will always be the most helpful way to help disaster victims. Cash donations offer the most flexibility and can be directed and used where they are needed most. If you are unable to make a monetary donation but still want to contribute to the relief effort, your next best option is to contact an accredited organization to find out about volunteer disaster relief.

You can also donate supplies and equipment, but before you do, reach out to an accredited organization to find out what they need and how best to help disaster victims. Sending unsolicited or unnecessary goods or supplies directs limited resources away from providing essential services, and can actually do more harm than good.

Organizing a fundraiser, whether you conduct it independently or in conjunction with your kids’ school, your church, or your community association, is a great way to raise funds or collect donations that can be sent into evacuation and relief zones via an accredited organization. Before you start collecting money or supplies, contact the organization you intend to donate to and confirm what is needed.

If you are unable to organize a fundraiser or want to cast an even wider net, you can also raise money using crowdfunding websites like GoFundMe or YouCaring.

3. Send goods and supplies to loved ones in affected areas

Essentials like furniture, mattresses, and clothing are often lost or destroyed during a natural disaster like a hurricane. Stores may not reopen right away and supplies of common necessities might be scarce, so replacing these items can be difficult. If you can, get in touch with loved ones in affected areas and find out what they need before you ship household goods their way. The most commonly required items include:

  • Furniture
  • Mattresses
  • Clothing
  • Toiletries
  • Food and water
  • Generators

TSI can help you ship supplies and equipment to your loved ones as quickly as possible. Learn more about our expedited shipping services.

4. Ship supplies into recovery and evacuation zones

If you don’t have any loved ones in the area but still want to help, consider shipping much-needed supplies into recovery and evacuation zones. Always contact an accredited organization before donating relief supplies—sending goods that aren’t needed will add to the workload relief workers and volunteers are already dealing with, and will divert limited resources and attention away from the relief effort.

Items that are commonly needed in evacuation zones include:

  • Medical supplies
  • Pallets of water or food
  • Generators
  • Heavy equipment and machinery
  • Construction materials

Our emergency shipping services can help get life-saving materials to their destination fast.

5. Give blood

Blood is essential for helping victims recover after a natural disaster. While governments and qualified businesses are capable of sending other medical supplies into evacuation and recovery zones, they cannot supply this much-needed but often forgotten resource.

Why Is Immediate Flood Cleanup Important? Essay

If your home has experienced a flood, you need to act fast. Experts recommend starting a flood cleanup within 24 hours as its critical to preventing long-term damages. After the floodwaters have receded, there’s definitely some amount of relief, but one should not ignore the aftermath of a flood. Waterlogged areas are known to harbour toxic mould and bacteria. Dampness contributes to mould growth. Mould can grow and spread quickly to other areas before you even realise and can become a serious health threat. After 48 hours your home can become a breeding ground for unwanted bacteria as well. A slight delay and things can go downhill. Exposure to mould Mould can have serious impact on one’s health. Especially for those with a compromised immune system are likely to show severe symptoms. Inhaling or touching mould spores may cause irritation in your throat, eyes and nose, skin rash, wheezing, etc. In some cases mould may also trigger asthma. Even if you don’t see the mould but notice some strange smells lingering in your home post flood, call the mould cleanup experts to test for mould and if found have it removed immediately. This can be an additional cost to bear. Hence, it’s better to prevent mould from growing in the first place.

Other problems from a delayed flood cleanup Flood damage problems are not limited to mould and bacteria. Another major issue is the odour. The unpleasant smell from furniture, carpeting, surfaces and other belongings that have been affected by flood water is similar to the odour you get when clothes are left overnight in the washing machine, but worse and harder to get rid of. Regular cleaning agents may eliminate the smell temporarily but not remove the odour causing bacteria. You will need a professional odour cleaning company to eradicate unpleasant odours for good. If a natural flood or breakage in a sewer line is responsible for your flooded home, your possessions are likely to be more contaminated with sewer and other waste that flow along. These produce a smell of their own and encourage the growth of bad bacteria and pathogens. Importance of attending to water damage immediately The sooner the flood water is cleared out, the lesser the damage it will cause, keeping your and your family’s health, home and belongings safe. In addition, it will also make the cleaning and repair process simpler. This not only means most of your possessions will be recovered but replacement costs will be minimal. Unfortunately, the odds of porous surfaces getting affected by flood water are high in comparison to items with non porous surfaces.

Drywall, ceilings, carpeting and flooring are usually made of porous materials which can be salvaged if you call a water damage restoration company right away. The less time the water gets to infiltrate these surfaces, the more chances of saving them. If you ever find yourself in a house flood situation, be it big or small, acting fast is key to minimising damage.

Floods: Stages, Types, Effects, and Prevention

If you’re writing a paper on floods, make sure to check out our “how to prevent flood” essay sample! Here, you’ll find information on types, effects, prevention, and stages of floods. Keep reading to get inspiration for your essay on flood and flood prevention essay!

How to Prevent Flood Essay Introduction

Floods rank as the most destructive water-related problem that faces mankind. It is also the most regularly occurring natural disaster. While the most flood-prone area in the world is Asia (UNESCO), the U.S has its own share of floods. In fact, it is estimated that whenever the U.S President announces that a particular location in the country is a natural disaster area, the culprit is flooding in 75% of the cases (Pearce & Leib).

Stages of Floods

A flood refers to a high flow of water that originates from a water body and overflows the usual restrictions and/or covers land that is usually dry. A flood takes place in 5 stages, commonly known as the ‘run off-cycle’ (Pearce et al.).

The first stage involves a period of fair weather when there is no rainfall. There exist low rivers with small dry steams or brooks called river rills, as well as slow seepage from groundwater.

The fair weather reduces water drainage from groundwater into the river rills. This causes the water table to drop, first to a level below the river rill, and then to slowly dry up altogether. The dropping of the water table reestablishes the soil’s underground storage capacity (Pearce et al.).

The second stage of the ‘run off-cycle’ involves steady, light rainfall. The river rills receive some of the light rainfall, causing the water in them to increase and making them flow again. The light rain also falls on vegetation and on the ground {where it is taken in and retained by minor surface depressions and puddles} (Pearce et al.).

The third stage involves an increase in rainfall. The vegetation becomes heavily wetted, while the water collected in the small land depressions and puddles starts to overflow. The increase in rainfall becomes runoff and penetrates the dry soil, which takes in the water freely.

The dry soil soon becomes sodden, and its rate of water absorption slows down. As the rainfall continues, the amount of water exceeds the penetration rate, causing the creation of active surface runoff. This runoff reaches the river rills.

At the same time, increasing the seepage of rainwater into groundwater causes both the water table to rise, as well as the base flow into the river rills to increase. The surface of the water in the river rills rises quickly as a result (Pearce et al.).

The fourth stage begins when the rainfall stops. The river rills are at their peak. The channel storage soon empties as the flood moves downstream. Wet vegetation, ground surface water, and soil moisture are soon dried by evaporation and transpiration.

The penetration of ground surface water into the soil still continues, causing the excess water in the soil to permeate to the water table. This causes the water table to go on rising; it reaches a peak when the river rills return to the bank-full situation (Pearce et al.).

The last stage involves the commencement of returning the stage capacity of the ground, thereby restoring Nature’s unique flood control system. As the river rills descend and are joined by river tributaries, they gather drainage from a widening catchment area. The catchment area decides the quantity of waterborne by various rivers. The flood passes from the headwaters to the lower stream.

The rivers start to intensify and overflow their banks in response to the higher demands on their capacity. The amount of water in all the river tributaries also increases. The water ultimately arrives at a drainage basin where it gets stored in the valley bottom to counter the rise in water discharge (Pearce et al.).

Types of Floods

There are five types of floods

River floods occur when water in a river overflows. This usually takes place after winter, or after spring rains or as a result of snowmelt. The water gets poured into a large stream from its draining basin. River floods also take place when a jam is caused by ice or floating fragments of broken materials (Pearce et al.).

Flash floods are caused when an extraordinarily heavy injection of water makes a river overflow its banks continuously for a period of many hours. The water injection may take the form of cloudbursts, torrential rains, thunderstorms, spring thaws, ice jams, dam bursts, or spillover of drainage basins. The huge amount of water gets directed into a small drainage basin.

Topography, state of soil {low permeability or heavy saturation}, anchor convections, and impervious ground surfaces also contribute on a lesser scale. Such floods are overwhelming, involving swirling waters that reach heights of 20 feet or more with hardly any warning. They are so powerful that they uproot trees, unearth boulders, demolish buildings, tear down bridges, and create new channels of water (Pearce et al.).

Ocean floods are caused when powerful offshore winds force water from an ocean on to the land. The low barometric pressure in such winds makes the ocean level rise above the coastal lowlands, leading to the production of storm surges.

The increase in rainfall in such coastal areas {which usually are barrier islands, swamps, or plains having several rivers flowing through them} exacerbates flooding in the adjoining low lying areas. The overflowing ocean water next races to mouths of river channels and inundates the area with water. Avenues of escape can be severed and shut out by high water (Pearce et al.).

Volcanic eruption-resulting floods are caused by two factors, both associated with volcanic eruptions: melting of snow/ice, and heavy rains. Such floods take place suddenly and can be massive. Iceland and Ecuador have experienced several melt-water floods brought on by volcanic heating.

Such floods cause more destruction than other flood types because they carry along with a huge quantity of sediment (for example, when Mount Saint Helens erupted in 1980, it caused massive mudflows as well as flash floods) (Pearce et al.).

Urban floods occur in areas where rain-absorbing land is transformed from fields and woodlands into roads and parking areas. Such urbanization renders the land incapable of absorbing rainfall, resulting in runoff 2 to 6 times more than what would take place in natural terrain. Urban flooding transforms streets into fast-moving bodies of water while building basements become death-traps as they rapidly fill with water (Pearce et al.).

Effects of Floods

Floods have had one beneficial and two adverse effects on mankind

Floods have resulted in a benefit to the ecosystem as well as to human activities. The wetlands created in floodplains promote the diversity of plant and animal life. Fertile floodplains are the primary mainstay of countries – especially developing nations – that provide food security while also creating and maintaining means of livelihood for mankind.

Not only do the floodplains encourage low-tech agricultural techniques, but they also provide employment for millions of people {the U.N estimates that nearly 1 billion people, or 16% of the world’s population, live on floodplains}. This aspect has caused significant economic development in places at risk from floods (UNESCO).

The first adverse effect is a huge loss of human lives (UNESCO). Floods are rated as the premier killer of mankind as far as natural disasters are concerned (Pearce et al.). The U.N estimates that each year, around 520 million individuals all over the world are affected by floods (UNESCO), out of whom nearly 1.6 million lose their lives (Pearce et al.).

While floods have been widespread all over the world, Asia has suffered the most; it had 1,200 floods during the last century, which caused 11.6 million deaths (UNESCO). In the U.S, floods caused the death of nearly 10,000 during the last century; as many as 80% of them perished in vehicles (Pearce et al.).

The second adverse effect is massive economic losses. Destruction of property and infrastructure by floods has been immense. It is estimated that with the exception of droughts, nearly 90% of worldwide destruction caused by natural disasters is perpetrated either directly or indirectly by floods. The U.S bears a $ 3.1 billion flood-related cost every year (Pearce et al.). Asia suffered economic losses in the region of $ 207 billion during the last century (UNESCO).

Flood Risk Reduction Methods

Despite the devastation caused by floods, as well as the increasing knowledge of mankind to predict the onset of this natural disaster, the number of people risking their lives to floods goes on increasing.

This is on account of 6 factors: increasing urbanization, rising population in flood- risk locations, land use transformations, climate change, heightening sea levels (UNESCO) and the heavy cost of building and maintaining flood protection frameworks {which discourages communities from putting forward proposals to tackle floods} (Pearce et al.).

It is important that all flood risk reduction methods be aimed at creating the required capacity to tackle these six factors (UNESCO).

In the U.S, river flood forecasts are regularly compiled by the National Weather Service {NWS} river-forecast centers and made available to the people through nationwide NWS offices. Such forecasts are prepared after meticulously creating and calibrating complicated mathematical models of rivers in the U.S reacting to rainfall and snowmelt.

When flooding takes place, the NWS centers compile forecasts on vital factors like the height of flood crests, the day and time when it is anticipated that the river will pour over its banks, and the day and time when it is anticipated that the river water will retreat to within its confining banks (Pearce et al.).

In addition to local and national schemes, countries all over the world can seek the help of the U.N’s Integrated Flood Management {IFM}. IFM is an initiative that considers all risk-based aspects before formulating flood management solutions after detailed consultations with all involved stakeholders (UNESCO).

Flood Prevention Methods

There are four methods of preventing floods. The first method is to construct dikes and levees to block water from overflowing on to land. Dikes, the world’s premier flood protection technique, was initially constructed in the upper floodplain areas but were later built higher and nearer the rivers.

The building of levees results in an increase in the flow speed of water through the restricted areas, thereby increasing scouring and reducing the deposit of impurities. The second method is to construct dams. These structures, which cut off flood peaks, have artificially built reservoir basins into which floodwater is stored, thereby blocking it from causing floods in the rivers.

This method is particularly popular in the U.S, whereas many as 50,000 dams have been built across almost all major rivers in the country. The third method is the natural channel advancements.

The overall aim is to increase channel discharge capacity by clearing vegetation and executing functions like cutoffs, straightening, expanding, and deepening.

This method is not popular because it does not foster aquatic life in the water body. The last method is the floodwater diversion. This involves digging ditches to create a channel into which floodwater is directed. This method is an old one that is not popular nowadays as it is greatly dependent on natural topography (Pearce et al.).

Flood Prevention Essay Conclusion

Given the huge volume and excellent quality of flood-related knowledge and flood prevention information, it is surprising that this natural disaster still continues to plague the world regularly, leaving an ever-increasing trail of death and destruction in its wake.

The main cause of this is the unrestrained movement of people into flood-prone areas -,, particularly in developing countries.

While acknowledging that such movement is dictated by the necessity to survive, the people must be made to realize that flood warnings should be heeded, and basic recommended precautions should be taken properly and serious. The only solution in the present scenario is to conduct and maintain a strong, widespread, and well supported educational campaign aimed at preventing more losses caused by floods.

Flooding in Houston and New Life After It

High Water

Humanity perceives water as the substance of life, the most important liquid in the world: after all, it is a part of every human body, and the Earth is called ‘the blue planet’ for a particular reason. In the earliest childhood, we get acquainted with the water as the basic need of any human. Later we discover that it can also fall from heavens, hum in the oceans, splash in the puddles when we walk over them. Some people are lucky and have never faced the rage of the water. Some, however, have to meet their temper and flee or yield to it.

It may not be surprising that Houston was flooded since it is located in the wetlands that have been dried for years now. However, when you see the cars, abandoned in an unnamed river that appeared in the middle of the road, or notice the ‘high water’ signs floating by to an unknown destination, you realize how vulnerable and defenseless people are against the high waters. The water sweeps houses, and cars destroy roofs and break trees in half, floods, parks, and highways. It is everywhere, its ruthlessness never stops, it knocks down everything that stands in the way. When the rain stops, the water surface calmly reflects the ruins it has caused. High waters win, no matter how desperately the humanity tries to fight.

The fact that it is not the first and the last flooding in Houston does not bring any relief. In 1929, Houston was extensively flooded, and the citizens were afraid it would not be able to recover after such floods (Sipes and Zeve 40). Heavy rains had caused floods before; the area where Houston was founded did not appear to be very promising for a modern city (Melosi and Pratt 22) (Zevenbergen et al. 249). Looking at the skyscrapers of Houston, at its busy highways and noisy streets, it seems unnatural that this city could suffer from the floods that much. Yet here it stands, vanquished.

The People and the Floods

Some children ride their bikes; the water splits in half under the wheels and foams. One of the children falls from the bicycle, the others laugh, while the parents examine their house with the tears in their eyes. The big, once snow-white house is covered in marks and flecks. The walls are soggy and sloppy. Garden utensils float around, but it seems that nobody is paying attention to them. The time has stopped, at least for this family and thousands of other families who lost everything: their houses, their cars, their property (Aslam and Kamal 89). But this is not the worst gift the water brings. New names appear on the news: some of them sound familiar, some not, but the horror that grasps you every time you hear the names is inevitable. While this family mourns their home, the other one mourns their children, their brother or sister, their wife or husband.

The label ‘missing’ gives hope, often false, but they never abandon it, because there was not any statement on the death of the missing, so he or she still might be alive, somewhere, somehow. In a hospital, in a stranger’s house, in a friend’s apartment. You sometimes see them talking to the police: their hands are shaking, or they might be still, even firm; they avoid any eye contact, or their eyes are fixed on the police officer, desperate for new information. They barely leave the house (if their house is not ruined), but if you accidently meet them on the streets, they will talk about the missing in the present tense, although you use the past. Eventually, some of them decide to leave the city: their house is filled with silence and darkness, the empty windows glare with the light of the sunrise, the garden seems desolated. Even if they stay, the house and its owner seem stranded, as if the floods never went away and the house kept floating in an ocean of a hopeless waiting.

The New Life

For some, the floods leave no other options and force them to move out of the city. The row of cars is waiting for anyone who needs evacuation: people walk past, offer to help, rush to one another, talk to parents and comfort the children. The reports might not cover the consequences of the floods fully, but it does not seem significant now (Cook 61). Families, sometimes three or four, pack everything that the flood had spared: mothers or dads examine the boxes, nod or shake heads, and pull some of the boxes to the trash bins if they were not swept by the water. Distant talk on the phone echoes through the driveway, somewhere a girl suddenly begins to laugh, and you smile, despite the stress and weariness. First of all, the children need to understand that the floods will not come seeking for them again: the floods do not seek and revenge, they simply exist (Fink 748). The sun has set, and the stars shine gently, promising a new beginning. The high waters are gone.

Monitoring of Flood Water Propagation Using Microwave and Optical Imagery

Flood is one of the most frequent, pervasive and devastating natural hazards in the world now-a-days, particularly flooding in urban areas is an inevitable problem for many cities in Asia. In Bangladesh, Dinajpur Sadar has serious problems related to urban flooding. Bangladesh is one of the most flood prone countries in the world, which is situated in south Asian sub-continent. A location map of Bangladesh is given in fig.2.1. Because of its unique geographical location and to1pography, flood of different magnitudes and types occurs every year. During the last half century at least 8 nos. of extreme flood events occurred affecting 50% of land area. Since early sixties of the last century the country has adopted different kinds of measures for flood management with mixed experiences (Hossain, 2003).

One of the major challenges during flood is to get an overall view of the incident with accurate extent of the affected area and, to predict the possible developments. Using traditional methods such as ground survey and aerial observation, flood mapping is time consuming, expensive and need to be involved skilled persons. Moreover, if the occurrence is extensive then it is very difficult to monitor the flood event accurately and very quickly. On the other hand, due to bad weather conditions it is not possible to acquire timely aerial observations also.

Now-a-days, the availability of multiple satellite data can be used as an effective alternative to monitor flood situation and extent in the particular area (Brivio et al., 2002). However, in monsoon climate region, huge cloud cover, rains and haze during and post flood events can represent a strong constraint to the utilization of optical remotely sensed data. In contrast, micro-wave remote sensing equipped with synthetic aperture radar (SAR) system, because of their exclusive cloud, rain and haze penetration capacity, offers a primary tool for real-time assessment of flooded areas. Beside the penetration capacity of SAR data, the most important advantage of using SAR data is that land and water contrast can be easily distinguished (Dewan et al., 2006). SAR sensors are able to detect flooding because flat surfaces reflect (acts as a specular reflector) the signal away from the sensor, decreasing the amount of returned radiation (Gan et al., 2012). This causes relatively dark pixels in radar data for water areas which contrast with non-water areas. For the analyses of the temporal and spatial dynamics of the disaster used Sentinel-1 Synthetic Aperture Radar (SAR) data due to its systematic frequent acquisition. A dataset of pre-event and post-event Sentinel-1 images was acquired. Flooded areas were extracted with threshold, random forest and deep learning approaches (Bayik et al., 2018).

On the other hand, satellite data-based information during flood, pre-flood and post-flood along with GIS and ground information, flood damages can also be estimated (Rahman, 2006). Based on the duration of flooding, magnitude of the flood, area affected, types of land use features etc., flood damage map can be prepared. Besides, combined with high resolution digital elevation model (DEM) of the flooded area and surrounding, the flood depth can quite well be estimated from the flooded maps (Rahman and Saha, 2007; Voigt et al., 2008). Therefore, this study was initiated to evaluate the advantage of using Sentinel-1 data in monitoring of flood water propagation in a flood prone area.

Water body extraction by using remote sensing has been the most important method in the investigation of water resources, flood hazard prediction assessment and water planning with fast and accurate effectiveness. Multiple methods including unsupervised classification, supervised classification, single-band threshold, inter spectrum relation method and water index method (normalized difference water index, modified normalized difference water index, and new water index) are analyzed (Haibo et al., 2011).

Flooding in Houston and New Life After It

High Water

Humanity perceives water as the substance of life, the most important liquid in the world: after all, it is a part of every human body, and the Earth is called ‘the blue planet’ for a particular reason. In the earliest childhood, we get acquainted with the water as the basic need of any human. Later we discover that it can also fall from heavens, hum in the oceans, splash in the puddles when we walk over them. Some people are lucky and have never faced the rage of the water. Some, however, have to meet their temper and flee or yield to it.

It may not be surprising that Houston was flooded since it is located in the wetlands that have been dried for years now. However, when you see the cars, abandoned in an unnamed river that appeared in the middle of the road, or notice the ‘high water’ signs floating by to an unknown destination, you realize how vulnerable and defenseless people are against the high waters. The water sweeps houses, and cars destroy roofs and break trees in half, floods, parks, and highways. It is everywhere, its ruthlessness never stops, it knocks down everything that stands in the way. When the rain stops, the water surface calmly reflects the ruins it has caused. High waters win, no matter how desperately the humanity tries to fight.

The fact that it is not the first and the last flooding in Houston does not bring any relief. In 1929, Houston was extensively flooded, and the citizens were afraid it would not be able to recover after such floods (Sipes and Zeve 40). Heavy rains had caused floods before; the area where Houston was founded did not appear to be very promising for a modern city (Melosi and Pratt 22) (Zevenbergen et al. 249). Looking at the skyscrapers of Houston, at its busy highways and noisy streets, it seems unnatural that this city could suffer from the floods that much. Yet here it stands, vanquished.

The People and the Floods

Some children ride their bikes; the water splits in half under the wheels and foams. One of the children falls from the bicycle, the others laugh, while the parents examine their house with the tears in their eyes. The big, once snow-white house is covered in marks and flecks. The walls are soggy and sloppy. Garden utensils float around, but it seems that nobody is paying attention to them. The time has stopped, at least for this family and thousands of other families who lost everything: their houses, their cars, their property (Aslam and Kamal 89). But this is not the worst gift the water brings. New names appear on the news: some of them sound familiar, some not, but the horror that grasps you every time you hear the names is inevitable. While this family mourns their home, the other one mourns their children, their brother or sister, their wife or husband.

The label ‘missing’ gives hope, often false, but they never abandon it, because there was not any statement on the death of the missing, so he or she still might be alive, somewhere, somehow. In a hospital, in a stranger’s house, in a friend’s apartment. You sometimes see them talking to the police: their hands are shaking, or they might be still, even firm; they avoid any eye contact, or their eyes are fixed on the police officer, desperate for new information. They barely leave the house (if their house is not ruined), but if you accidently meet them on the streets, they will talk about the missing in the present tense, although you use the past. Eventually, some of them decide to leave the city: their house is filled with silence and darkness, the empty windows glare with the light of the sunrise, the garden seems desolated. Even if they stay, the house and its owner seem stranded, as if the floods never went away and the house kept floating in an ocean of a hopeless waiting.

The New Life

For some, the floods leave no other options and force them to move out of the city. The row of cars is waiting for anyone who needs evacuation: people walk past, offer to help, rush to one another, talk to parents and comfort the children. The reports might not cover the consequences of the floods fully, but it does not seem significant now (Cook 61). Families, sometimes three or four, pack everything that the flood had spared: mothers or dads examine the boxes, nod or shake heads, and pull some of the boxes to the trash bins if they were not swept by the water. Distant talk on the phone echoes through the driveway, somewhere a girl suddenly begins to laugh, and you smile, despite the stress and weariness. First of all, the children need to understand that the floods will not come seeking for them again: the floods do not seek and revenge, they simply exist (Fink 748). The sun has set, and the stars shine gently, promising a new beginning. The high waters are gone.